{"version":"mdrss-feed/10","updated_at":"2026-08-07T09:27:01.749Z","total_unique":975,"schema":"mdrss.card/v1","items":[{"schema":"mdrss.card/v1","id":901363,"version":1,"slug":"eval-harness-first-collider-17827f7fffba","title":"Eval Harness First","annotation":"The Phase 0 gate for the whole plugin: finetuning-method-selection and every downstream skill assume this harness exists before a training config gets written. The harness is not a run-end side artifact — it is the data-curation engine. The same labeled traces that build the go. Use it to give an agent explicit responsibilities, steps and constraints.","state":"published","catalog_feed":{"slug":"llm-engineering","url":"https://mdrss.com/s/llm-engineering"},"classification":{"domain":"llm-engineering","category":"training-and-fine-tuning","content_type":"guide","tags":["llm-ml-engineering","training-fine-tuning","harness","eval","first","phase","gate","training","llm-engineering","collider-club"],"language":"en","language_confidence":1,"language_source":"publisher"},"publisher":"collider-club","publisher_id":273,"publisher_display_name":"Collider.club","publisher_url":"https://mdrss.com/collider-club","provenance":{"author_type":"human","via_agent":null,"source_url":"https://github.com/wshobson/agents","source_title":"Eval Harness First","source_kind":"collider-club-curated","license":"MIT"},"signals":{"stars":0,"comments":0,"evidence_score":100,"risk_score":5},"urls":{"card":"https://mdrss.com/llm-engineering/training-and-fine-tuning/901363","permalink":"https://mdrss.com/m/901363","catalog_feed":"https://mdrss.com/s/llm-engineering","markdown":"https://mdrss.com/llm-engineering/training-and-fine-tuning/901363/901363.md","file":"https://mdrss.com/api/v1/cards/901363/file","raw":"https://mdrss.com/llm-engineering/training-and-fine-tuning/901363/raw","embed":"https://mdrss.com/llm-engineering/training-and-fine-tuning/901363/embed"},"created_at":"2026-08-04T13:48:45.280Z","updated_at":"2026-08-04T13:54:51.641Z","snapshot_at":"2026-08-04T13:48:45.280Z","classification_domain":"llm-engineering"},{"schema":"mdrss.card/v1","id":901362,"version":1,"slug":"synthetic-data-generation-filtering-distillation-collider-5da5dd48aefa","title":"Synthetic Data: Generation, Filtering, Distillation","annotation":"Full detail backing SKILL.md's Synthetic Data Rules section: the generation-method ranking, the filter funnel candidate generations pass through before joining the training set, and the teacher→student distillation pattern. Base models are never named as recommendations here. Use it to give an agent explicit responsibilities, steps and constraints.","state":"published","catalog_feed":{"slug":"llm-engineering","url":"https://mdrss.com/s/llm-engineering"},"classification":{"domain":"llm-engineering","category":"training-and-fine-tuning","content_type":"guide","tags":["llm-ml-engineering","training-fine-tuning","distillation","synthetic","data","generation","filtering","training","llm-engineering","collider-club"],"language":"en","language_confidence":1,"language_source":"publisher"},"publisher":"collider-club","publisher_id":273,"publisher_display_name":"Collider.club","publisher_url":"https://mdrss.com/collider-club","provenance":{"author_type":"human","via_agent":null,"source_url":"https://github.com/wshobson/agents","source_title":"Synthetic Data: Generation, Filtering, Distillation","source_kind":"collider-club-curated","license":"MIT"},"signals":{"stars":0,"comments":0,"evidence_score":100,"risk_score":5},"urls":{"card":"https://mdrss.com/llm-engineering/training-and-fine-tuning/901362","permalink":"https://mdrss.com/m/901362","catalog_feed":"https://mdrss.com/s/llm-engineering","markdown":"https://mdrss.com/llm-engineering/training-and-fine-tuning/901362/901362.md","file":"https://mdrss.com/api/v1/cards/901362/file","raw":"https://mdrss.com/llm-engineering/training-and-fine-tuning/901362/raw","embed":"https://mdrss.com/llm-engineering/training-and-fine-tuning/901362/embed"},"created_at":"2026-08-04T13:48:45.280Z","updated_at":"2026-08-04T13:54:51.641Z","snapshot_at":"2026-08-04T13:48:45.280Z","classification_domain":"llm-engineering"},{"schema":"mdrss.card/v1","id":901361,"version":1,"slug":"dataset-formats-and-template-application-collider-4ec7ba06fca2","title":"Dataset Formats and Template Application","annotation":"Concrete JSONL examples for every format in SKILL.md's Format Selection table, a template-application code sketch using current TRL conventions, and the ShareGPT→role/content conversion note. Base models are never named here — every code example uses a BASE MODEL placeholder;. Use it to give an agent explicit responsibilities, steps and constraints.","state":"published","catalog_feed":{"slug":"llm-engineering","url":"https://mdrss.com/s/llm-engineering"},"classification":{"domain":"llm-engineering","category":"training-and-fine-tuning","content_type":"guide","tags":["llm-ml-engineering","training-fine-tuning","template","dataset","formats","application","every","training","llm-engineering","collider-club"],"language":"en","language_confidence":1,"language_source":"publisher"},"publisher":"collider-club","publisher_id":273,"publisher_display_name":"Collider.club","publisher_url":"https://mdrss.com/collider-club","provenance":{"author_type":"human","via_agent":null,"source_url":"https://github.com/wshobson/agents","source_title":"Dataset Formats and Template Application","source_kind":"collider-club-curated","license":"MIT"},"signals":{"stars":0,"comments":0,"evidence_score":100,"risk_score":5},"urls":{"card":"https://mdrss.com/llm-engineering/training-and-fine-tuning/901361","permalink":"https://mdrss.com/m/901361","catalog_feed":"https://mdrss.com/s/llm-engineering","markdown":"https://mdrss.com/llm-engineering/training-and-fine-tuning/901361/901361.md","file":"https://mdrss.com/api/v1/cards/901361/file","raw":"https://mdrss.com/llm-engineering/training-and-fine-tuning/901361/raw","embed":"https://mdrss.com/llm-engineering/training-and-fine-tuning/901361/embed"},"created_at":"2026-08-04T13:48:45.280Z","updated_at":"2026-08-04T13:54:51.641Z","snapshot_at":"2026-08-04T13:48:45.280Z","classification_domain":"llm-engineering"},{"schema":"mdrss.card/v1","id":901360,"version":1,"slug":"dataset-curation-collider-b025ad8a03e4","title":"Dataset Curation","annotation":"This skill assumes finetuning-method-selection already routed here — the next step is preparing data, not choosing a method. What follows: format selection by target method, the template/packing mechanics behind the most common silent training failures, rules for mixing in synt. Use it to give an agent explicit responsibilities, steps and constraints.","state":"published","catalog_feed":{"slug":"llm-engineering","url":"https://mdrss.com/s/llm-engineering"},"classification":{"domain":"llm-engineering","category":"training-and-fine-tuning","content_type":"guide","tags":["llm-ml-engineering","training-fine-tuning","dataset","curation","data","format","selection","training","llm-engineering","collider-club"],"language":"en","language_confidence":1,"language_source":"publisher"},"publisher":"collider-club","publisher_id":273,"publisher_display_name":"Collider.club","publisher_url":"https://mdrss.com/collider-club","provenance":{"author_type":"human","via_agent":null,"source_url":"https://github.com/wshobson/agents","source_title":"Dataset Curation","source_kind":"collider-club-curated","license":"MIT"},"signals":{"stars":0,"comments":0,"evidence_score":100,"risk_score":5},"urls":{"card":"https://mdrss.com/llm-engineering/training-and-fine-tuning/901360","permalink":"https://mdrss.com/m/901360","catalog_feed":"https://mdrss.com/s/llm-engineering","markdown":"https://mdrss.com/llm-engineering/training-and-fine-tuning/901360/901360.md","file":"https://mdrss.com/api/v1/cards/901360/file","raw":"https://mdrss.com/llm-engineering/training-and-fine-tuning/901360/raw","embed":"https://mdrss.com/llm-engineering/training-and-fine-tuning/901360/embed"},"created_at":"2026-08-04T13:48:45.280Z","updated_at":"2026-08-04T13:54:51.641Z","snapshot_at":"2026-08-04T13:48:45.280Z","classification_domain":"llm-engineering"},{"schema":"mdrss.card/v1","id":901359,"version":1,"slug":"gate-templates-collider-2ba7f19b7b30","title":"Gate Templates","annotation":"Complete promotion-report.md template, the drift-suite scoring table, the paired-arena protocol, and a replay-mix configuration example referenced from SKILL.md. BASE MODEL and CHECKPOINT are placeholders throughout — no base model family names appear in this file. Benchm. Use it to give an agent explicit responsibilities, steps and constraints.","state":"published","catalog_feed":{"slug":"llm-engineering","url":"https://mdrss.com/s/llm-engineering"},"classification":{"domain":"llm-engineering","category":"training-and-fine-tuning","content_type":"guide","tags":["llm-ml-engineering","training-fine-tuning","example","gate","templates","promotion-report-md","template","training","llm-engineering","collider-club"],"language":"en","language_confidence":1,"language_source":"publisher"},"publisher":"collider-club","publisher_id":273,"publisher_display_name":"Collider.club","publisher_url":"https://mdrss.com/collider-club","provenance":{"author_type":"human","via_agent":null,"source_url":"https://github.com/wshobson/agents","source_title":"Gate Templates","source_kind":"collider-club-curated","license":"MIT"},"signals":{"stars":0,"comments":0,"evidence_score":100,"risk_score":5},"urls":{"card":"https://mdrss.com/llm-engineering/training-and-fine-tuning/901359","permalink":"https://mdrss.com/m/901359","catalog_feed":"https://mdrss.com/s/llm-engineering","markdown":"https://mdrss.com/llm-engineering/training-and-fine-tuning/901359/901359.md","file":"https://mdrss.com/api/v1/cards/901359/file","raw":"https://mdrss.com/llm-engineering/training-and-fine-tuning/901359/raw","embed":"https://mdrss.com/llm-engineering/training-and-fine-tuning/901359/embed"},"created_at":"2026-08-04T13:48:45.280Z","updated_at":"2026-08-04T13:54:51.641Z","snapshot_at":"2026-08-04T13:48:45.280Z","classification_domain":"llm-engineering"},{"schema":"mdrss.card/v1","id":901358,"version":1,"slug":"checkpoint-promotion-collider-cc3b4d3a8066","title":"Checkpoint Promotion","annotation":"The Phase 5 gate for the whole plugin: a checkpoint that trains cleanly and beats its task metric still doesn't ship without clearing all four stages below. eval-harness-first built the suite re-run here — this skill is where that suite's baseline decides something. Use it to give an agent explicit responsibilities, steps and constraints.","state":"published","catalog_feed":{"slug":"llm-engineering","url":"https://mdrss.com/s/llm-engineering"},"classification":{"domain":"llm-engineering","category":"training-and-fine-tuning","content_type":"guide","tags":["llm-ml-engineering","training-fine-tuning","checkpoint","promotion","gate","suite","training","fine-tuning","llm-engineering","collider-club"],"language":"en","language_confidence":1,"language_source":"publisher"},"publisher":"collider-club","publisher_id":273,"publisher_display_name":"Collider.club","publisher_url":"https://mdrss.com/collider-club","provenance":{"author_type":"human","via_agent":null,"source_url":"https://github.com/wshobson/agents","source_title":"Checkpoint Promotion","source_kind":"collider-club-curated","license":"MIT"},"signals":{"stars":0,"comments":0,"evidence_score":100,"risk_score":5},"urls":{"card":"https://mdrss.com/llm-engineering/training-and-fine-tuning/901358","permalink":"https://mdrss.com/m/901358","catalog_feed":"https://mdrss.com/s/llm-engineering","markdown":"https://mdrss.com/llm-engineering/training-and-fine-tuning/901358/901358.md","file":"https://mdrss.com/api/v1/cards/901358/file","raw":"https://mdrss.com/llm-engineering/training-and-fine-tuning/901358/raw","embed":"https://mdrss.com/llm-engineering/training-and-fine-tuning/901358/embed"},"created_at":"2026-08-04T13:48:45.280Z","updated_at":"2026-08-04T13:54:51.641Z","snapshot_at":"2026-08-04T13:48:45.280Z","classification_domain":"llm-engineering"},{"schema":"mdrss.card/v1","id":901357,"version":1,"slug":"fine-tune-for-arguments-collider-6bd3e8fdac82","title":"Fine-tune for: $ARGUMENTS","annotation":"This command orchestrates the eval-gated fine-tuning lifecycle across seven phases, each owned by a specialist agent and gated by the artifact the prior phase produced:. Use it to give an agent explicit responsibilities, steps and constraints.","state":"published","catalog_feed":{"slug":"llm-engineering","url":"https://mdrss.com/s/llm-engineering"},"classification":{"domain":"llm-engineering","category":"training-and-fine-tuning","content_type":"guide","tags":["llm-ml-engineering","training-fine-tuning","phase","fine-tune","arguments","training","fine-tuning","llm","llm-engineering","collider-club"],"language":"en","language_confidence":1,"language_source":"publisher"},"publisher":"collider-club","publisher_id":273,"publisher_display_name":"Collider.club","publisher_url":"https://mdrss.com/collider-club","provenance":{"author_type":"human","via_agent":null,"source_url":"https://github.com/wshobson/agents","source_title":"Fine-tune for: $ARGUMENTS","source_kind":"collider-club-curated","license":"MIT"},"signals":{"stars":0,"comments":0,"evidence_score":100,"risk_score":5},"urls":{"card":"https://mdrss.com/llm-engineering/training-and-fine-tuning/901357","permalink":"https://mdrss.com/m/901357","catalog_feed":"https://mdrss.com/s/llm-engineering","markdown":"https://mdrss.com/llm-engineering/training-and-fine-tuning/901357/901357.md","file":"https://mdrss.com/api/v1/cards/901357/file","raw":"https://mdrss.com/llm-engineering/training-and-fine-tuning/901357/raw","embed":"https://mdrss.com/llm-engineering/training-and-fine-tuning/901357/embed"},"created_at":"2026-08-04T13:48:45.280Z","updated_at":"2026-08-04T13:54:51.641Z","snapshot_at":"2026-08-04T13:48:45.280Z","classification_domain":"llm-engineering"},{"schema":"mdrss.card/v1","id":901356,"version":1,"slug":"llm-finetuning-training-engineer-collider-9d40accca00d","title":"Llm finetuning training engineer","annotation":"You are the fine-tuning training engineer: the workhorse who takes a training-brief.md someone else already justified and turns it into a dataset, a running job, and an exported artifact. You don't re- litigate method or model choice, and you don't decide whether a checkpoint s. Use it to give an agent explicit responsibilities, steps and constraints.","state":"published","catalog_feed":{"slug":"llm-engineering","url":"https://mdrss.com/s/llm-engineering"},"classification":{"domain":"llm-engineering","category":"training-and-fine-tuning","content_type":"guide","tags":["llm-ml-engineering","training-fine-tuning","phase","training","dataset","don","fine-tuning","llm","llm-engineering","collider-club"],"language":"en","language_confidence":1,"language_source":"publisher"},"publisher":"collider-club","publisher_id":273,"publisher_display_name":"Collider.club","publisher_url":"https://mdrss.com/collider-club","provenance":{"author_type":"human","via_agent":null,"source_url":"https://github.com/wshobson/agents","source_title":"Llm finetuning training engineer","source_kind":"collider-club-curated","license":"MIT"},"signals":{"stars":0,"comments":0,"evidence_score":100,"risk_score":5},"urls":{"card":"https://mdrss.com/llm-engineering/training-and-fine-tuning/901356","permalink":"https://mdrss.com/m/901356","catalog_feed":"https://mdrss.com/s/llm-engineering","markdown":"https://mdrss.com/llm-engineering/training-and-fine-tuning/901356/901356.md","file":"https://mdrss.com/api/v1/cards/901356/file","raw":"https://mdrss.com/llm-engineering/training-and-fine-tuning/901356/raw","embed":"https://mdrss.com/llm-engineering/training-and-fine-tuning/901356/embed"},"created_at":"2026-08-04T13:48:45.280Z","updated_at":"2026-08-04T13:54:51.641Z","snapshot_at":"2026-08-04T13:48:45.280Z","classification_domain":"llm-engineering"},{"schema":"mdrss.card/v1","id":901355,"version":1,"slug":"llm-finetuning-eval-engineer-collider-752bf5343139","title":"Llm finetuning eval engineer","annotation":"You are the fine-tuning eval engineer: the independent gatekeeper who builds the measuring stick before anyone trains against it, and reads that same measuring stick to decide whether a trained checkpoint ships. You own the two phases that bound the lifecycle — Phase 0 before a t. Use it to give an agent explicit responsibilities, steps and constraints.","state":"published","catalog_feed":{"slug":"llm-engineering","url":"https://mdrss.com/s/llm-engineering"},"classification":{"domain":"llm-engineering","category":"training-and-fine-tuning","content_type":"guide","tags":["llm-ml-engineering","training-fine-tuning","phase","measuring","stick","checkpoint","training","fine-tuning","llm-engineering","collider-club"],"language":"en","language_confidence":1,"language_source":"publisher"},"publisher":"collider-club","publisher_id":273,"publisher_display_name":"Collider.club","publisher_url":"https://mdrss.com/collider-club","provenance":{"author_type":"human","via_agent":null,"source_url":"https://github.com/wshobson/agents","source_title":"Llm finetuning eval engineer","source_kind":"collider-club-curated","license":"MIT"},"signals":{"stars":0,"comments":0,"evidence_score":100,"risk_score":5},"urls":{"card":"https://mdrss.com/llm-engineering/training-and-fine-tuning/901355","permalink":"https://mdrss.com/m/901355","catalog_feed":"https://mdrss.com/s/llm-engineering","markdown":"https://mdrss.com/llm-engineering/training-and-fine-tuning/901355/901355.md","file":"https://mdrss.com/api/v1/cards/901355/file","raw":"https://mdrss.com/llm-engineering/training-and-fine-tuning/901355/raw","embed":"https://mdrss.com/llm-engineering/training-and-fine-tuning/901355/embed"},"created_at":"2026-08-04T13:48:45.280Z","updated_at":"2026-08-04T13:54:51.641Z","snapshot_at":"2026-08-04T13:48:45.280Z","classification_domain":"llm-engineering"},{"schema":"mdrss.card/v1","id":901354,"version":1,"slug":"llm-finetuning-architect-collider-13c52cf04946","title":"Llm finetuning architect","annotation":"You are the fine-tuning architect: a skeptical strategist who decides whether fine-tuning is the right tool at all before anyone opens a training config. You are the gate-keeper standing between \"the user wants to fine-tune\" and the first line of a training script — most requests. Use it to give an agent explicit responsibilities, steps and constraints.","state":"published","catalog_feed":{"slug":"llm-engineering","url":"https://mdrss.com/s/llm-engineering"},"classification":{"domain":"llm-engineering","category":"training-and-fine-tuning","content_type":"guide","tags":["llm-ml-engineering","training-fine-tuning","fine-tuning","training","llm","ml","engineering","agent-playbook","llm-engineering","collider-club"],"language":"en","language_confidence":1,"language_source":"publisher"},"publisher":"collider-club","publisher_id":273,"publisher_display_name":"Collider.club","publisher_url":"https://mdrss.com/collider-club","provenance":{"author_type":"human","via_agent":null,"source_url":"https://github.com/wshobson/agents","source_title":"Llm finetuning architect","source_kind":"collider-club-curated","license":"MIT"},"signals":{"stars":0,"comments":0,"evidence_score":100,"risk_score":5},"urls":{"card":"https://mdrss.com/llm-engineering/training-and-fine-tuning/901354","permalink":"https://mdrss.com/m/901354","catalog_feed":"https://mdrss.com/s/llm-engineering","markdown":"https://mdrss.com/llm-engineering/training-and-fine-tuning/901354/901354.md","file":"https://mdrss.com/api/v1/cards/901354/file","raw":"https://mdrss.com/llm-engineering/training-and-fine-tuning/901354/raw","embed":"https://mdrss.com/llm-engineering/training-and-fine-tuning/901354/embed"},"created_at":"2026-08-04T13:48:43.738Z","updated_at":"2026-08-04T13:54:51.641Z","snapshot_at":"2026-08-04T13:48:43.738Z","classification_domain":"llm-engineering"},{"schema":"mdrss.card/v1","id":901353,"version":1,"slug":"vector-index-tuning-templates-and-worked-examples-collider-6dd50270d1e6","title":"vector-index-tuning — templates and worked examples","annotation":"vector-index-tuning — templates and worked examples captures reusable agent playbook guidance for agent design & orchestration. Use it to give an agent explicit responsibilities, steps and constraints.","state":"published","catalog_feed":{"slug":"ai-agents","url":"https://mdrss.com/s/ai-agents"},"classification":{"domain":"ai-agents","category":"agent-design-and-orchestration","content_type":"guide","tags":["ai-agent-systems","agent-design-and-orchestration","template","templates","vector-index-tuning","worked","examples","agent","ai-agents","collider-club"],"language":"en","language_confidence":1,"language_source":"publisher"},"publisher":"collider-club","publisher_id":273,"publisher_display_name":"Collider.club","publisher_url":"https://mdrss.com/collider-club","provenance":{"author_type":"human","via_agent":null,"source_url":"https://github.com/wshobson/agents","source_title":"vector-index-tuning — templates and worked examples","source_kind":"collider-club-curated","license":"MIT"},"signals":{"stars":0,"comments":0,"evidence_score":100,"risk_score":5},"urls":{"card":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901353","permalink":"https://mdrss.com/m/901353","catalog_feed":"https://mdrss.com/s/ai-agents","markdown":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901353/901353.md","file":"https://mdrss.com/api/v1/cards/901353/file","raw":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901353/raw","embed":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901353/embed"},"created_at":"2026-08-04T13:48:43.738Z","updated_at":"2026-08-04T13:54:51.641Z","snapshot_at":"2026-08-04T13:48:43.738Z","classification_domain":"ai-agents"},{"schema":"mdrss.card/v1","id":901352,"version":1,"slug":"similarity-search-patterns-templates-and-worked-examples-collider-7c86ce70ff39","title":"similarity-search-patterns — templates and worked examples","annotation":"similarity-search-patterns — templates and worked examples captures reusable agent playbook guidance for agent design & orchestration. Use it to give an agent explicit responsibilities, steps and constraints.","state":"published","catalog_feed":{"slug":"ai-agents","url":"https://mdrss.com/s/ai-agents"},"classification":{"domain":"ai-agents","category":"agent-design-and-orchestration","content_type":"guide","tags":["ai-agent-systems","agent-design-and-orchestration","template","templates","implementation","similarity-search-patterns","worked","agent","ai-agents","collider-club"],"language":"en","language_confidence":1,"language_source":"publisher"},"publisher":"collider-club","publisher_id":273,"publisher_display_name":"Collider.club","publisher_url":"https://mdrss.com/collider-club","provenance":{"author_type":"human","via_agent":null,"source_url":"https://github.com/wshobson/agents","source_title":"similarity-search-patterns — templates and worked examples","source_kind":"collider-club-curated","license":"MIT"},"signals":{"stars":0,"comments":0,"evidence_score":100,"risk_score":5},"urls":{"card":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901352","permalink":"https://mdrss.com/m/901352","catalog_feed":"https://mdrss.com/s/ai-agents","markdown":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901352/901352.md","file":"https://mdrss.com/api/v1/cards/901352/file","raw":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901352/raw","embed":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901352/embed"},"created_at":"2026-08-04T13:48:43.738Z","updated_at":"2026-08-04T13:54:51.641Z","snapshot_at":"2026-08-04T13:48:43.738Z","classification_domain":"ai-agents"},{"schema":"mdrss.card/v1","id":901351,"version":1,"slug":"rag-implementation-detailed-patterns-and-worked-examples-collider-2c34b3b7e096","title":"rag-implementation — detailed patterns and worked examples","annotation":"rag-implementation — detailed patterns and worked examples captures reusable agent playbook guidance for agent design & orchestration. Use it to give an agent explicit responsibilities, steps and constraints.","state":"published","catalog_feed":{"slug":"ai-agents","url":"https://mdrss.com/s/ai-agents"},"classification":{"domain":"ai-agents","category":"agent-design-and-orchestration","content_type":"guide","tags":["ai-agent-systems","agent-design-and-orchestration","pattern","patterns","document","rag-implementation","detailed","agent","ai-agents","collider-club"],"language":"en","language_confidence":1,"language_source":"publisher"},"publisher":"collider-club","publisher_id":273,"publisher_display_name":"Collider.club","publisher_url":"https://mdrss.com/collider-club","provenance":{"author_type":"human","via_agent":null,"source_url":"https://github.com/wshobson/agents","source_title":"rag-implementation — detailed patterns and worked examples","source_kind":"collider-club-curated","license":"MIT"},"signals":{"stars":0,"comments":0,"evidence_score":100,"risk_score":5},"urls":{"card":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901351","permalink":"https://mdrss.com/m/901351","catalog_feed":"https://mdrss.com/s/ai-agents","markdown":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901351/901351.md","file":"https://mdrss.com/api/v1/cards/901351/file","raw":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901351/raw","embed":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901351/embed"},"created_at":"2026-08-04T13:48:43.738Z","updated_at":"2026-08-04T13:54:51.641Z","snapshot_at":"2026-08-04T13:48:43.738Z","classification_domain":"ai-agents"},{"schema":"mdrss.card/v1","id":901350,"version":1,"slug":"prompt-template-systems-collider-c274ea8ee9d7","title":"Prompt Template Systems","annotation":"1. Keep It DRY : Use templates to avoid repetition 2. Validate Early : Check variables before rendering 3. Version Templates : Track changes like code 4. Test Variations : Ensure templates work with diverse inputs 5. Document Variables : Clearly specify required/op. Use it to give an agent explicit responsibilities, steps and constraints.","state":"published","catalog_feed":{"slug":"ai-agents","url":"https://mdrss.com/s/ai-agents"},"classification":{"domain":"ai-agents","category":"agent-design-and-orchestration","content_type":"guide","tags":["ai-agent-systems","agent-design-and-orchestration","template","templates","prompt","systems","variables","agent","ai-agents","collider-club"],"language":"en","language_confidence":1,"language_source":"publisher"},"publisher":"collider-club","publisher_id":273,"publisher_display_name":"Collider.club","publisher_url":"https://mdrss.com/collider-club","provenance":{"author_type":"human","via_agent":null,"source_url":"https://github.com/wshobson/agents","source_title":"Prompt Template Systems","source_kind":"collider-club-curated","license":"MIT"},"signals":{"stars":0,"comments":0,"evidence_score":100,"risk_score":5},"urls":{"card":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901350","permalink":"https://mdrss.com/m/901350","catalog_feed":"https://mdrss.com/s/ai-agents","markdown":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901350/901350.md","file":"https://mdrss.com/api/v1/cards/901350/file","raw":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901350/raw","embed":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901350/embed"},"created_at":"2026-08-04T13:48:43.738Z","updated_at":"2026-08-04T13:54:51.641Z","snapshot_at":"2026-08-04T13:48:43.738Z","classification_domain":"ai-agents"},{"schema":"mdrss.card/v1","id":901349,"version":1,"slug":"prompt-optimization-guide-collider-c87930fd284b","title":"Prompt Optimization Guide","annotation":"1. Establish Baseline : Always measure initial performance 2. Change One Thing : Isolate variables for clear attribution 3. Test Thoroughly : Use diverse, representative test cases 4. Track Metrics : Log all experiments and results 5. Validate Significance : Use st. Use it to give an agent explicit responsibilities, steps and constraints.","state":"published","catalog_feed":{"slug":"ai-agents","url":"https://mdrss.com/s/ai-agents"},"classification":{"domain":"ai-agents","category":"agent-design-and-orchestration","content_type":"guide","tags":["ai-agent-systems","agent-design-and-orchestration","optimization","prompt","metrics","guide","baseline","agent","ai-agents","collider-club"],"language":"en","language_confidence":1,"language_source":"publisher"},"publisher":"collider-club","publisher_id":273,"publisher_display_name":"Collider.club","publisher_url":"https://mdrss.com/collider-club","provenance":{"author_type":"human","via_agent":null,"source_url":"https://github.com/wshobson/agents","source_title":"Prompt Optimization Guide","source_kind":"collider-club-curated","license":"MIT"},"signals":{"stars":0,"comments":0,"evidence_score":100,"risk_score":5},"urls":{"card":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901349","permalink":"https://mdrss.com/m/901349","catalog_feed":"https://mdrss.com/s/ai-agents","markdown":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901349/901349.md","file":"https://mdrss.com/api/v1/cards/901349/file","raw":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901349/raw","embed":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901349/embed"},"created_at":"2026-08-04T13:48:43.738Z","updated_at":"2026-08-04T13:54:51.641Z","snapshot_at":"2026-08-04T13:48:43.738Z","classification_domain":"ai-agents"},{"schema":"mdrss.card/v1","id":901348,"version":1,"slug":"few-shot-learning-guide-collider-ba43d03e200f","title":"Few-Shot Learning Guide","annotation":"Few-shot learning enables LLMs to perform tasks by providing a small number of examples (typically 1-10) within the prompt. This technique is highly effective for tasks requiring specific formats, styles, or domain knowledge. Use it to give an agent explicit responsibilities, steps and constraints.","state":"published","catalog_feed":{"slug":"ai-agents","url":"https://mdrss.com/s/ai-agents"},"classification":{"domain":"ai-agents","category":"agent-design-and-orchestration","content_type":"guide","tags":["ai-agent-systems","agent-design-and-orchestration","few-shot","learning","example","selection","template","agent","ai-agents","collider-club"],"language":"en","language_confidence":1,"language_source":"publisher"},"publisher":"collider-club","publisher_id":273,"publisher_display_name":"Collider.club","publisher_url":"https://mdrss.com/collider-club","provenance":{"author_type":"human","via_agent":null,"source_url":"https://github.com/wshobson/agents","source_title":"Few-Shot Learning Guide","source_kind":"collider-club-curated","license":"MIT"},"signals":{"stars":0,"comments":0,"evidence_score":100,"risk_score":5},"urls":{"card":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901348","permalink":"https://mdrss.com/m/901348","catalog_feed":"https://mdrss.com/s/ai-agents","markdown":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901348/901348.md","file":"https://mdrss.com/api/v1/cards/901348/file","raw":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901348/raw","embed":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901348/embed"},"created_at":"2026-08-04T13:48:43.738Z","updated_at":"2026-08-04T13:54:51.641Z","snapshot_at":"2026-08-04T13:48:43.738Z","classification_domain":"ai-agents"},{"schema":"mdrss.card/v1","id":901347,"version":1,"slug":"prompt-engineering-patterns-detailed-patterns-and-worked-examples-collider-8665162a01f8","title":"prompt-engineering-patterns — detailed patterns and worked examples","annotation":"prompt-engineering-patterns — detailed patterns and worked examples captures reusable agent playbook guidance for agent design & orchestration. Use it to give an agent explicit responsibilities, steps and constraints.","state":"published","catalog_feed":{"slug":"ai-agents","url":"https://mdrss.com/s/ai-agents"},"classification":{"domain":"ai-agents","category":"agent-design-and-orchestration","content_type":"guide","tags":["ai-agent-systems","agent-design-and-orchestration","pattern","patterns","prompt-engineering-patterns","detailed","worked","agent","ai-agents","collider-club"],"language":"en","language_confidence":1,"language_source":"publisher"},"publisher":"collider-club","publisher_id":273,"publisher_display_name":"Collider.club","publisher_url":"https://mdrss.com/collider-club","provenance":{"author_type":"human","via_agent":null,"source_url":"https://github.com/wshobson/agents","source_title":"prompt-engineering-patterns — detailed patterns and worked examples","source_kind":"collider-club-curated","license":"MIT"},"signals":{"stars":0,"comments":0,"evidence_score":100,"risk_score":5},"urls":{"card":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901347","permalink":"https://mdrss.com/m/901347","catalog_feed":"https://mdrss.com/s/ai-agents","markdown":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901347/901347.md","file":"https://mdrss.com/api/v1/cards/901347/file","raw":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901347/raw","embed":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901347/embed"},"created_at":"2026-08-04T13:48:43.738Z","updated_at":"2026-08-04T13:54:51.641Z","snapshot_at":"2026-08-04T13:48:43.738Z","classification_domain":"ai-agents"},{"schema":"mdrss.card/v1","id":901346,"version":1,"slug":"chain-of-thought-prompting-collider-96b712272612","title":"Chain-of-Thought Prompting","annotation":"Chain-of-Thought (CoT) prompting elicits step-by-step reasoning from LLMs, dramatically improving performance on complex reasoning, math, and logic tasks. Use it to give an agent explicit responsibilities, steps and constraints.","state":"published","catalog_feed":{"slug":"ai-agents","url":"https://mdrss.com/s/ai-agents"},"classification":{"domain":"ai-agents","category":"agent-design-and-orchestration","content_type":"guide","tags":["ai-agent-systems","agent-design-and-orchestration","reasoning","prompting","cot","chain-of-thought","performance","agent","ai-agents","collider-club"],"language":"en","language_confidence":1,"language_source":"publisher"},"publisher":"collider-club","publisher_id":273,"publisher_display_name":"Collider.club","publisher_url":"https://mdrss.com/collider-club","provenance":{"author_type":"human","via_agent":null,"source_url":"https://github.com/wshobson/agents","source_title":"Chain-of-Thought Prompting","source_kind":"collider-club-curated","license":"MIT"},"signals":{"stars":0,"comments":0,"evidence_score":100,"risk_score":5},"urls":{"card":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901346","permalink":"https://mdrss.com/m/901346","catalog_feed":"https://mdrss.com/s/ai-agents","markdown":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901346/901346.md","file":"https://mdrss.com/api/v1/cards/901346/file","raw":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901346/raw","embed":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901346/embed"},"created_at":"2026-08-04T13:48:43.738Z","updated_at":"2026-08-04T13:54:51.641Z","snapshot_at":"2026-08-04T13:48:43.738Z","classification_domain":"ai-agents"},{"schema":"mdrss.card/v1","id":901345,"version":1,"slug":"llm-evaluation-detailed-patterns-and-worked-examples-collider-8bba41c980ea","title":"llm-evaluation — detailed patterns and worked examples","annotation":"llm-evaluation — detailed patterns and worked examples captures reusable agent playbook guidance for agent design & orchestration. Use it to give an agent explicit responsibilities, steps and constraints.","state":"published","catalog_feed":{"slug":"ai-agents","url":"https://mdrss.com/s/ai-agents"},"classification":{"domain":"ai-agents","category":"agent-design-and-orchestration","content_type":"guide","tags":["ai-agent-systems","agent-design-and-orchestration","evaluation","patterns","testing","llm-evaluation","detailed","agent","ai-agents","collider-club"],"language":"en","language_confidence":1,"language_source":"publisher"},"publisher":"collider-club","publisher_id":273,"publisher_display_name":"Collider.club","publisher_url":"https://mdrss.com/collider-club","provenance":{"author_type":"human","via_agent":null,"source_url":"https://github.com/wshobson/agents","source_title":"llm-evaluation — detailed patterns and worked examples","source_kind":"collider-club-curated","license":"MIT"},"signals":{"stars":0,"comments":0,"evidence_score":100,"risk_score":5},"urls":{"card":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901345","permalink":"https://mdrss.com/m/901345","catalog_feed":"https://mdrss.com/s/ai-agents","markdown":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901345/901345.md","file":"https://mdrss.com/api/v1/cards/901345/file","raw":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901345/raw","embed":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901345/embed"},"created_at":"2026-08-04T13:48:43.738Z","updated_at":"2026-08-04T13:54:51.641Z","snapshot_at":"2026-08-04T13:48:43.738Z","classification_domain":"ai-agents"},{"schema":"mdrss.card/v1","id":901344,"version":1,"slug":"langchain-architecture-detailed-patterns-and-worked-examples-collider-7e991cce1f8b","title":"langchain-architecture — detailed patterns and worked examples","annotation":"langchain-architecture — detailed patterns and worked examples captures reusable agent playbook guidance for agent design & orchestration. Use it to give an agent explicit responsibilities, steps and constraints.","state":"published","catalog_feed":{"slug":"ai-agents","url":"https://mdrss.com/s/ai-agents"},"classification":{"domain":"ai-agents","category":"agent-design-and-orchestration","content_type":"guide","tags":["ai-agent-systems","agent-design-and-orchestration","pattern","memory","patterns","langchain-architecture","detailed","agent","ai-agents","collider-club"],"language":"en","language_confidence":1,"language_source":"publisher"},"publisher":"collider-club","publisher_id":273,"publisher_display_name":"Collider.club","publisher_url":"https://mdrss.com/collider-club","provenance":{"author_type":"human","via_agent":null,"source_url":"https://github.com/wshobson/agents","source_title":"langchain-architecture — detailed patterns and worked examples","source_kind":"collider-club-curated","license":"MIT"},"signals":{"stars":0,"comments":0,"evidence_score":100,"risk_score":5},"urls":{"card":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901344","permalink":"https://mdrss.com/m/901344","catalog_feed":"https://mdrss.com/s/ai-agents","markdown":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901344/901344.md","file":"https://mdrss.com/api/v1/cards/901344/file","raw":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901344/raw","embed":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901344/embed"},"created_at":"2026-08-04T13:48:43.738Z","updated_at":"2026-08-04T13:54:51.641Z","snapshot_at":"2026-08-04T13:48:43.738Z","classification_domain":"ai-agents"},{"schema":"mdrss.card/v1","id":901343,"version":1,"slug":"langchain-langgraph-architecture-collider-d03cc361173b","title":"LangChain & LangGraph Architecture","annotation":"Master modern LangChain 1.x and LangGraph for building sophisticated LLM applications with agents, state management, memory, and tool integration. Use it to give an agent explicit responsibilities, steps and constraints.","state":"published","catalog_feed":{"slug":"ai-agents","url":"https://mdrss.com/s/ai-agents"},"classification":{"domain":"ai-agents","category":"agent-design-and-orchestration","content_type":"guide","tags":["ai-agent-systems","agent-design-and-orchestration","langgraph","langchain","architecture","modern","agents","agent","ai-agents","collider-club"],"language":"en","language_confidence":1,"language_source":"publisher"},"publisher":"collider-club","publisher_id":273,"publisher_display_name":"Collider.club","publisher_url":"https://mdrss.com/collider-club","provenance":{"author_type":"human","via_agent":null,"source_url":"https://github.com/wshobson/agents","source_title":"LangChain & LangGraph Architecture","source_kind":"collider-club-curated","license":"MIT"},"signals":{"stars":0,"comments":0,"evidence_score":100,"risk_score":5},"urls":{"card":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901343","permalink":"https://mdrss.com/m/901343","catalog_feed":"https://mdrss.com/s/ai-agents","markdown":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901343/901343.md","file":"https://mdrss.com/api/v1/cards/901343/file","raw":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901343/raw","embed":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901343/embed"},"created_at":"2026-08-04T13:48:43.738Z","updated_at":"2026-08-04T13:54:51.641Z","snapshot_at":"2026-08-04T13:48:43.738Z","classification_domain":"ai-agents"},{"schema":"mdrss.card/v1","id":901342,"version":1,"slug":"hybrid-search-implementation-templates-and-worked-examples-collider-22da31d68410","title":"hybrid-search-implementation — templates and worked examples","annotation":"hybrid-search-implementation — templates and worked examples captures reusable agent playbook guidance for agent design & orchestration. Use it to give an agent explicit responsibilities, steps and constraints.","state":"published","catalog_feed":{"slug":"ai-agents","url":"https://mdrss.com/s/ai-agents"},"classification":{"domain":"ai-agents","category":"agent-design-and-orchestration","content_type":"guide","tags":["ai-agent-systems","agent-design-and-orchestration","template","templates","hybrid","hybrid-search-implementation","worked","agent","ai-agents","collider-club"],"language":"en","language_confidence":1,"language_source":"publisher"},"publisher":"collider-club","publisher_id":273,"publisher_display_name":"Collider.club","publisher_url":"https://mdrss.com/collider-club","provenance":{"author_type":"human","via_agent":null,"source_url":"https://github.com/wshobson/agents","source_title":"hybrid-search-implementation — templates and worked examples","source_kind":"collider-club-curated","license":"MIT"},"signals":{"stars":0,"comments":0,"evidence_score":100,"risk_score":5},"urls":{"card":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901342","permalink":"https://mdrss.com/m/901342","catalog_feed":"https://mdrss.com/s/ai-agents","markdown":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901342/901342.md","file":"https://mdrss.com/api/v1/cards/901342/file","raw":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901342/raw","embed":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901342/embed"},"created_at":"2026-08-04T13:48:43.738Z","updated_at":"2026-08-04T13:54:51.641Z","snapshot_at":"2026-08-04T13:48:43.738Z","classification_domain":"ai-agents"},{"schema":"mdrss.card/v1","id":901341,"version":1,"slug":"embedding-strategies-templates-and-worked-examples-collider-d4e2f3011825","title":"embedding-strategies — templates and worked examples","annotation":"embedding-strategies — templates and worked examples captures reusable agent playbook guidance for agent design & orchestration. Use it to give an agent explicit responsibilities, steps and constraints.","state":"published","catalog_feed":{"slug":"ai-agents","url":"https://mdrss.com/s/ai-agents"},"classification":{"domain":"ai-agents","category":"agent-design-and-orchestration","content_type":"guide","tags":["ai-agent-systems","agent-design-and-orchestration","template","templates","embeddings","embedding-strategies","worked","agent","ai-agents","collider-club"],"language":"en","language_confidence":1,"language_source":"publisher"},"publisher":"collider-club","publisher_id":273,"publisher_display_name":"Collider.club","publisher_url":"https://mdrss.com/collider-club","provenance":{"author_type":"human","via_agent":null,"source_url":"https://github.com/wshobson/agents","source_title":"embedding-strategies — templates and worked examples","source_kind":"collider-club-curated","license":"MIT"},"signals":{"stars":0,"comments":0,"evidence_score":100,"risk_score":5},"urls":{"card":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901341","permalink":"https://mdrss.com/m/901341","catalog_feed":"https://mdrss.com/s/ai-agents","markdown":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901341/901341.md","file":"https://mdrss.com/api/v1/cards/901341/file","raw":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901341/raw","embed":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901341/embed"},"created_at":"2026-08-04T13:48:43.738Z","updated_at":"2026-08-04T13:54:51.641Z","snapshot_at":"2026-08-04T13:48:43.738Z","classification_domain":"ai-agents"},{"schema":"mdrss.card/v1","id":901340,"version":1,"slug":"ai-assistant-development-collider-f12757a299ac","title":"AI Assistant Development","annotation":"You are an AI assistant development expert specializing in creating intelligent conversational interfaces, chatbots, and AI-powered applications. Design comprehensive AI assistant solutions with natural language understanding, context management, and seamless integrations. Use it to give an agent explicit responsibilities, steps and constraints.","state":"published","catalog_feed":{"slug":"ai-agents","url":"https://mdrss.com/s/ai-agents"},"classification":{"domain":"ai-agents","category":"agent-design-and-orchestration","content_type":"guide","tags":["ai-agent-systems","agent-design-and-orchestration","assistant","context","conversational","design","agent","orchestration","ai-agents","collider-club"],"language":"en","language_confidence":1,"language_source":"publisher"},"publisher":"collider-club","publisher_id":273,"publisher_display_name":"Collider.club","publisher_url":"https://mdrss.com/collider-club","provenance":{"author_type":"human","via_agent":null,"source_url":"https://github.com/wshobson/agents","source_title":"AI Assistant Development","source_kind":"collider-club-curated","license":"MIT"},"signals":{"stars":0,"comments":0,"evidence_score":100,"risk_score":5},"urls":{"card":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901340","permalink":"https://mdrss.com/m/901340","catalog_feed":"https://mdrss.com/s/ai-agents","markdown":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901340/901340.md","file":"https://mdrss.com/api/v1/cards/901340/file","raw":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901340/raw","embed":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901340/embed"},"created_at":"2026-08-04T13:48:43.738Z","updated_at":"2026-08-04T13:54:51.641Z","snapshot_at":"2026-08-04T13:48:43.738Z","classification_domain":"ai-agents"},{"schema":"mdrss.card/v1","id":901339,"version":1,"slug":"prompt-engineer-collider-4ffae739b2a2","title":"Prompt engineer","annotation":"You are an expert prompt engineer specializing in crafting effective prompts for LLMs and optimizing AI system performance through advanced prompting techniques. Use it to give an agent explicit responsibilities, steps and constraints.","state":"published","catalog_feed":{"slug":"ai-agents","url":"https://mdrss.com/s/ai-agents"},"classification":{"domain":"ai-agents","category":"agent-design-and-orchestration","content_type":"guide","tags":["ai-agent-systems","agent-design-and-orchestration","prompt","prompting","performance","advanced","agent","design","ai-agents","collider-club"],"language":"en","language_confidence":1,"language_source":"publisher"},"publisher":"collider-club","publisher_id":273,"publisher_display_name":"Collider.club","publisher_url":"https://mdrss.com/collider-club","provenance":{"author_type":"human","via_agent":null,"source_url":"https://github.com/wshobson/agents","source_title":"Prompt engineer","source_kind":"collider-club-curated","license":"MIT"},"signals":{"stars":0,"comments":0,"evidence_score":100,"risk_score":5},"urls":{"card":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901339","permalink":"https://mdrss.com/m/901339","catalog_feed":"https://mdrss.com/s/ai-agents","markdown":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901339/901339.md","file":"https://mdrss.com/api/v1/cards/901339/file","raw":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901339/raw","embed":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901339/embed"},"created_at":"2026-08-04T13:48:43.738Z","updated_at":"2026-08-04T13:54:51.641Z","snapshot_at":"2026-08-04T13:48:43.738Z","classification_domain":"ai-agents"},{"schema":"mdrss.card/v1","id":901338,"version":1,"slug":"ai-engineer-collider-55430b9d42d2","title":"Ai engineer","annotation":"You are an AI engineer specializing in production-grade LLM applications, generative AI systems, and intelligent agent architectures. Use it to give an agent explicit responsibilities, steps and constraints.","state":"published","catalog_feed":{"slug":"ai-agents","url":"https://mdrss.com/s/ai-agents"},"classification":{"domain":"ai-agents","category":"agent-design-and-orchestration","content_type":"guide","tags":["ai-agent-systems","agent-design-and-orchestration","systems","integration","llm","agent","design","orchestration","ai-agents","collider-club"],"language":"en","language_confidence":1,"language_source":"publisher"},"publisher":"collider-club","publisher_id":273,"publisher_display_name":"Collider.club","publisher_url":"https://mdrss.com/collider-club","provenance":{"author_type":"human","via_agent":null,"source_url":"https://github.com/wshobson/agents","source_title":"Ai engineer","source_kind":"collider-club-curated","license":"MIT"},"signals":{"stars":0,"comments":0,"evidence_score":100,"risk_score":5},"urls":{"card":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901338","permalink":"https://mdrss.com/m/901338","catalog_feed":"https://mdrss.com/s/ai-agents","markdown":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901338/901338.md","file":"https://mdrss.com/api/v1/cards/901338/file","raw":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901338/raw","embed":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901338/embed"},"created_at":"2026-08-04T13:48:43.738Z","updated_at":"2026-08-04T13:54:51.641Z","snapshot_at":"2026-08-04T13:48:43.738Z","classification_domain":"ai-agents"},{"schema":"mdrss.card/v1","id":901337,"version":1,"slug":"kubernetes-service-specification-reference-collider-3c01717b401f","title":"Kubernetes Service Specification Reference","annotation":"Comprehensive reference for Kubernetes Service resources, covering service types, networking, load balancing, and service discovery patterns. Use it to give an agent explicit responsibilities, steps and constraints.","state":"published","catalog_feed":{"slug":"platforms","url":"https://mdrss.com/s/platforms"},"classification":{"domain":"platforms","category":"devops-and-infrastructure","content_type":"guide","tags":["cloud-reliability","devops-and-infrastructure","service","kubernetes","specification","reference","traffic","devops","platforms","collider-club"],"language":"en","language_confidence":1,"language_source":"publisher"},"publisher":"collider-club","publisher_id":273,"publisher_display_name":"Collider.club","publisher_url":"https://mdrss.com/collider-club","provenance":{"author_type":"human","via_agent":null,"source_url":"https://github.com/wshobson/agents","source_title":"Kubernetes Service Specification Reference","source_kind":"collider-club-curated","license":"MIT"},"signals":{"stars":0,"comments":0,"evidence_score":100,"risk_score":5},"urls":{"card":"https://mdrss.com/platforms/devops-and-infrastructure/901337","permalink":"https://mdrss.com/m/901337","catalog_feed":"https://mdrss.com/s/platforms","markdown":"https://mdrss.com/platforms/devops-and-infrastructure/901337/901337.md","file":"https://mdrss.com/api/v1/cards/901337/file","raw":"https://mdrss.com/platforms/devops-and-infrastructure/901337/raw","embed":"https://mdrss.com/platforms/devops-and-infrastructure/901337/embed"},"created_at":"2026-08-04T13:48:43.738Z","updated_at":"2026-08-04T13:54:51.641Z","snapshot_at":"2026-08-04T13:48:43.738Z","classification_domain":"platforms"},{"schema":"mdrss.card/v1","id":901336,"version":1,"slug":"k8s-manifest-generator-detailed-patterns-and-worked-examples-collider-395107c63c79","title":"k8s-manifest-generator — detailed patterns and worked examples","annotation":"The following templates are available in the assets/ directory:. Use it to give an agent explicit responsibilities, steps and constraints.","state":"published","catalog_feed":{"slug":"platforms","url":"https://mdrss.com/s/platforms"},"classification":{"domain":"platforms","category":"devops-and-infrastructure","content_type":"guide","tags":["cloud-reliability","devops-and-infrastructure","create","pattern","patterns","k8s-manifest-generator","detailed","devops","platforms","collider-club"],"language":"en","language_confidence":1,"language_source":"publisher"},"publisher":"collider-club","publisher_id":273,"publisher_display_name":"Collider.club","publisher_url":"https://mdrss.com/collider-club","provenance":{"author_type":"human","via_agent":null,"source_url":"https://github.com/wshobson/agents","source_title":"k8s-manifest-generator — detailed patterns and worked examples","source_kind":"collider-club-curated","license":"MIT"},"signals":{"stars":0,"comments":0,"evidence_score":100,"risk_score":5},"urls":{"card":"https://mdrss.com/platforms/devops-and-infrastructure/901336","permalink":"https://mdrss.com/m/901336","catalog_feed":"https://mdrss.com/s/platforms","markdown":"https://mdrss.com/platforms/devops-and-infrastructure/901336/901336.md","file":"https://mdrss.com/api/v1/cards/901336/file","raw":"https://mdrss.com/platforms/devops-and-infrastructure/901336/raw","embed":"https://mdrss.com/platforms/devops-and-infrastructure/901336/embed"},"created_at":"2026-08-04T13:48:43.738Z","updated_at":"2026-08-04T13:54:51.641Z","snapshot_at":"2026-08-04T13:48:43.738Z","classification_domain":"platforms"},{"schema":"mdrss.card/v1","id":901335,"version":1,"slug":"kubernetes-deployment-specification-reference-collider-27e742ab71df","title":"Kubernetes Deployment Specification Reference","annotation":"Comprehensive reference for Kubernetes Deployment resources, covering all key fields, best practices, and common patterns. Use it to give an agent explicit responsibilities, steps and constraints.","state":"published","catalog_feed":{"slug":"platforms","url":"https://mdrss.com/s/platforms"},"classification":{"domain":"platforms","category":"devops-and-infrastructure","content_type":"guide","tags":["cloud-reliability","devops-and-infrastructure","deployment","reference","fields","kubernetes","specification","devops","platforms","collider-club"],"language":"en","language_confidence":1,"language_source":"publisher"},"publisher":"collider-club","publisher_id":273,"publisher_display_name":"Collider.club","publisher_url":"https://mdrss.com/collider-club","provenance":{"author_type":"human","via_agent":null,"source_url":"https://github.com/wshobson/agents","source_title":"Kubernetes Deployment Specification Reference","source_kind":"collider-club-curated","license":"MIT"},"signals":{"stars":0,"comments":0,"evidence_score":100,"risk_score":5},"urls":{"card":"https://mdrss.com/platforms/devops-and-infrastructure/901335","permalink":"https://mdrss.com/m/901335","catalog_feed":"https://mdrss.com/s/platforms","markdown":"https://mdrss.com/platforms/devops-and-infrastructure/901335/901335.md","file":"https://mdrss.com/api/v1/cards/901335/file","raw":"https://mdrss.com/platforms/devops-and-infrastructure/901335/raw","embed":"https://mdrss.com/platforms/devops-and-infrastructure/901335/embed"},"created_at":"2026-08-04T13:48:43.738Z","updated_at":"2026-08-04T13:54:51.641Z","snapshot_at":"2026-08-04T13:48:43.738Z","classification_domain":"platforms"},{"schema":"mdrss.card/v1","id":901334,"version":1,"slug":"helm-chart-scaffolding-detailed-patterns-and-worked-examples-collider-817b27802430","title":"helm-chart-scaffolding — detailed patterns and worked examples","annotation":"helm-chart-scaffolding — detailed patterns and worked examples captures reusable agent playbook guidance for api, backend & databases. Use it to give an agent explicit responsibilities, steps and constraints.","state":"published","catalog_feed":{"slug":"software-craft","url":"https://mdrss.com/s/software-craft"},"classification":{"domain":"software-craft","category":"api-backend-and-databases","content_type":"guide","tags":["software-architecture-backend","api-backend-and-databases","pattern","patterns","helm-chart-scaffolding","detailed","worked","backend","software-craft","collider-club"],"language":"en","language_confidence":1,"language_source":"publisher"},"publisher":"collider-club","publisher_id":273,"publisher_display_name":"Collider.club","publisher_url":"https://mdrss.com/collider-club","provenance":{"author_type":"human","via_agent":null,"source_url":"https://github.com/wshobson/agents","source_title":"helm-chart-scaffolding — detailed patterns and worked examples","source_kind":"collider-club-curated","license":"MIT"},"signals":{"stars":0,"comments":0,"evidence_score":100,"risk_score":5},"urls":{"card":"https://mdrss.com/software-craft/api-backend-and-databases/901334","permalink":"https://mdrss.com/m/901334","catalog_feed":"https://mdrss.com/s/software-craft","markdown":"https://mdrss.com/software-craft/api-backend-and-databases/901334/901334.md","file":"https://mdrss.com/api/v1/cards/901334/file","raw":"https://mdrss.com/software-craft/api-backend-and-databases/901334/raw","embed":"https://mdrss.com/software-craft/api-backend-and-databases/901334/embed"},"created_at":"2026-08-04T13:48:43.738Z","updated_at":"2026-08-04T13:54:51.641Z","snapshot_at":"2026-08-04T13:48:43.738Z","classification_domain":"software-craft"},{"schema":"mdrss.card/v1","id":901333,"version":1,"slug":"helm-chart-structure-reference-collider-ff20223073fa","title":"Helm Chart Structure Reference","annotation":"Complete guide to Helm chart organization, file conventions, and best practices. Use it to give an agent explicit responsibilities, steps and constraints.","state":"published","catalog_feed":{"slug":"software-craft","url":"https://mdrss.com/s/software-craft"},"classification":{"domain":"software-craft","category":"api-backend-and-databases","content_type":"guide","tags":["software-architecture-backend","api-backend-and-databases","chart","helm","structure","dependencies","reference","backend","software-craft","collider-club"],"language":"en","language_confidence":1,"language_source":"publisher"},"publisher":"collider-club","publisher_id":273,"publisher_display_name":"Collider.club","publisher_url":"https://mdrss.com/collider-club","provenance":{"author_type":"human","via_agent":null,"source_url":"https://github.com/wshobson/agents","source_title":"Helm Chart Structure Reference","source_kind":"collider-club-curated","license":"MIT"},"signals":{"stars":0,"comments":0,"evidence_score":100,"risk_score":5},"urls":{"card":"https://mdrss.com/software-craft/api-backend-and-databases/901333","permalink":"https://mdrss.com/m/901333","catalog_feed":"https://mdrss.com/s/software-craft","markdown":"https://mdrss.com/software-craft/api-backend-and-databases/901333/901333.md","file":"https://mdrss.com/api/v1/cards/901333/file","raw":"https://mdrss.com/software-craft/api-backend-and-databases/901333/raw","embed":"https://mdrss.com/software-craft/api-backend-and-databases/901333/embed"},"created_at":"2026-08-04T13:48:43.738Z","updated_at":"2026-08-04T13:54:51.641Z","snapshot_at":"2026-08-04T13:48:43.738Z","classification_domain":"software-craft"},{"schema":"mdrss.card/v1","id":901332,"version":1,"slug":"typescript-advanced-types-detailed-worked-examples-collider-2b7b9de810fe","title":"typescript-advanced-types — detailed worked examples","annotation":"typescript-advanced-types — detailed worked examples captures reusable agent playbook guidance for programming & runtime. Use it to give an agent explicit responsibilities, steps and constraints.","state":"published","catalog_feed":{"slug":"software-craft","url":"https://mdrss.com/s/software-craft"},"classification":{"domain":"software-craft","category":"programming-and-runtime","content_type":"guide","tags":["software-architecture-backend","programming-runtime","pattern","type-safe","type","typescript-advanced-types","detailed","programming","software-craft","collider-club"],"language":"en","language_confidence":1,"language_source":"publisher"},"publisher":"collider-club","publisher_id":273,"publisher_display_name":"Collider.club","publisher_url":"https://mdrss.com/collider-club","provenance":{"author_type":"human","via_agent":null,"source_url":"https://github.com/wshobson/agents","source_title":"typescript-advanced-types — detailed worked examples","source_kind":"collider-club-curated","license":"MIT"},"signals":{"stars":0,"comments":0,"evidence_score":100,"risk_score":5},"urls":{"card":"https://mdrss.com/software-craft/programming-and-runtime/901332","permalink":"https://mdrss.com/m/901332","catalog_feed":"https://mdrss.com/s/software-craft","markdown":"https://mdrss.com/software-craft/programming-and-runtime/901332/901332.md","file":"https://mdrss.com/api/v1/cards/901332/file","raw":"https://mdrss.com/software-craft/programming-and-runtime/901332/raw","embed":"https://mdrss.com/software-craft/programming-and-runtime/901332/embed"},"created_at":"2026-08-04T13:48:43.738Z","updated_at":"2026-08-04T13:54:51.641Z","snapshot_at":"2026-08-04T13:48:43.738Z","classification_domain":"software-craft"},{"schema":"mdrss.card/v1","id":901331,"version":1,"slug":"typescript-advanced-types-collider-03cb3b803639","title":"TypeScript Advanced Types","annotation":"Comprehensive guidance for mastering TypeScript's advanced type system including generics, conditional types, mapped types, template literal types, and utility types for building robust, type-safe applications. Use it to give an agent explicit responsibilities, steps and constraints.","state":"published","catalog_feed":{"slug":"software-craft","url":"https://mdrss.com/s/software-craft"},"classification":{"domain":"software-craft","category":"programming-and-runtime","content_type":"guide","tags":["software-architecture-backend","programming-runtime","types","typescript","advanced","type","generics","programming","software-craft","collider-club"],"language":"en","language_confidence":1,"language_source":"publisher"},"publisher":"collider-club","publisher_id":273,"publisher_display_name":"Collider.club","publisher_url":"https://mdrss.com/collider-club","provenance":{"author_type":"human","via_agent":null,"source_url":"https://github.com/wshobson/agents","source_title":"TypeScript Advanced Types","source_kind":"collider-club-curated","license":"MIT"},"signals":{"stars":0,"comments":0,"evidence_score":100,"risk_score":5},"urls":{"card":"https://mdrss.com/software-craft/programming-and-runtime/901331","permalink":"https://mdrss.com/m/901331","catalog_feed":"https://mdrss.com/s/software-craft","markdown":"https://mdrss.com/software-craft/programming-and-runtime/901331/901331.md","file":"https://mdrss.com/api/v1/cards/901331/file","raw":"https://mdrss.com/software-craft/programming-and-runtime/901331/raw","embed":"https://mdrss.com/software-craft/programming-and-runtime/901331/embed"},"created_at":"2026-08-04T13:48:43.738Z","updated_at":"2026-08-04T13:54:51.641Z","snapshot_at":"2026-08-04T13:48:43.738Z","classification_domain":"software-craft"},{"schema":"mdrss.card/v1","id":901330,"version":1,"slug":"nodejs-backend-patterns-detailed-patterns-and-worked-examples-collider-9014ff41c772","title":"nodejs-backend-patterns — detailed patterns and worked examples","annotation":"Use a DI container to wire up repositories, services, and controllers. For a full container implementation, see references/advanced-patterns.md. Use it to give an agent explicit responsibilities, steps and constraints.","state":"published","catalog_feed":{"slug":"software-craft","url":"https://mdrss.com/s/software-craft"},"classification":{"domain":"software-craft","category":"programming-and-runtime","content_type":"guide","tags":["software-architecture-backend","programming-runtime","patterns","middleware","error","nodejs-backend-patterns","detailed","programming","software-craft","collider-club"],"language":"en","language_confidence":1,"language_source":"publisher"},"publisher":"collider-club","publisher_id":273,"publisher_display_name":"Collider.club","publisher_url":"https://mdrss.com/collider-club","provenance":{"author_type":"human","via_agent":null,"source_url":"https://github.com/wshobson/agents","source_title":"nodejs-backend-patterns — detailed patterns and worked examples","source_kind":"collider-club-curated","license":"MIT"},"signals":{"stars":0,"comments":0,"evidence_score":100,"risk_score":5},"urls":{"card":"https://mdrss.com/software-craft/programming-and-runtime/901330","permalink":"https://mdrss.com/m/901330","catalog_feed":"https://mdrss.com/s/software-craft","markdown":"https://mdrss.com/software-craft/programming-and-runtime/901330/901330.md","file":"https://mdrss.com/api/v1/cards/901330/file","raw":"https://mdrss.com/software-craft/programming-and-runtime/901330/raw","embed":"https://mdrss.com/software-craft/programming-and-runtime/901330/embed"},"created_at":"2026-08-04T13:48:43.738Z","updated_at":"2026-08-04T13:54:51.641Z","snapshot_at":"2026-08-04T13:48:43.738Z","classification_domain":"software-craft"},{"schema":"mdrss.card/v1","id":901329,"version":1,"slug":"node-js-advanced-patterns-collider-dc8b0e9a754e","title":"Node.js Advanced Patterns","annotation":"Advanced patterns for dependency injection, database integration, authentication, caching, and API response formatting. Use it to give an agent explicit responsibilities, steps and constraints.","state":"published","catalog_feed":{"slug":"software-craft","url":"https://mdrss.com/s/software-craft"},"classification":{"domain":"software-craft","category":"programming-and-runtime","content_type":"guide","tags":["software-architecture-backend","programming-runtime","patterns","advanced","authentication","node-js","dependency","programming","software-craft","collider-club"],"language":"en","language_confidence":1,"language_source":"publisher"},"publisher":"collider-club","publisher_id":273,"publisher_display_name":"Collider.club","publisher_url":"https://mdrss.com/collider-club","provenance":{"author_type":"human","via_agent":null,"source_url":"https://github.com/wshobson/agents","source_title":"Node.js Advanced Patterns","source_kind":"collider-club-curated","license":"MIT"},"signals":{"stars":0,"comments":0,"evidence_score":100,"risk_score":5},"urls":{"card":"https://mdrss.com/software-craft/programming-and-runtime/901329","permalink":"https://mdrss.com/m/901329","catalog_feed":"https://mdrss.com/s/software-craft","markdown":"https://mdrss.com/software-craft/programming-and-runtime/901329/901329.md","file":"https://mdrss.com/api/v1/cards/901329/file","raw":"https://mdrss.com/software-craft/programming-and-runtime/901329/raw","embed":"https://mdrss.com/software-craft/programming-and-runtime/901329/embed"},"created_at":"2026-08-04T13:48:41.831Z","updated_at":"2026-08-04T13:54:51.641Z","snapshot_at":"2026-08-04T13:48:41.831Z","classification_domain":"software-craft"},{"schema":"mdrss.card/v1","id":901328,"version":1,"slug":"modern-javascript-patterns-detailed-patterns-and-worked-examples-collider-959cb35f3f2c","title":"modern-javascript-patterns — detailed patterns and worked examples","annotation":"Functional programming in JavaScript centers on pure functions, immutability, and composable transformations. Use it to give an agent explicit responsibilities, steps and constraints.","state":"published","catalog_feed":{"slug":"software-craft","url":"https://mdrss.com/s/software-craft"},"classification":{"domain":"software-craft","category":"programming-and-runtime","content_type":"guide","tags":["software-architecture-backend","programming-runtime","patterns","modern-javascript-patterns","detailed","worked","examples","programming","software-craft","collider-club"],"language":"en","language_confidence":1,"language_source":"publisher"},"publisher":"collider-club","publisher_id":273,"publisher_display_name":"Collider.club","publisher_url":"https://mdrss.com/collider-club","provenance":{"author_type":"human","via_agent":null,"source_url":"https://github.com/wshobson/agents","source_title":"modern-javascript-patterns — detailed patterns and worked examples","source_kind":"collider-club-curated","license":"MIT"},"signals":{"stars":0,"comments":0,"evidence_score":100,"risk_score":5},"urls":{"card":"https://mdrss.com/software-craft/programming-and-runtime/901328","permalink":"https://mdrss.com/m/901328","catalog_feed":"https://mdrss.com/s/software-craft","markdown":"https://mdrss.com/software-craft/programming-and-runtime/901328/901328.md","file":"https://mdrss.com/api/v1/cards/901328/file","raw":"https://mdrss.com/software-craft/programming-and-runtime/901328/raw","embed":"https://mdrss.com/software-craft/programming-and-runtime/901328/embed"},"created_at":"2026-08-04T13:48:41.831Z","updated_at":"2026-08-04T13:54:51.641Z","snapshot_at":"2026-08-04T13:48:41.831Z","classification_domain":"software-craft"},{"schema":"mdrss.card/v1","id":901327,"version":1,"slug":"advanced-modern-javascript-patterns-collider-b2683d0c17e7","title":"Advanced Modern JavaScript Patterns","annotation":"Advanced patterns covering functional programming, modern class features, ES6 modules, iterators, generators, modern operators, and performance optimization. Use it to give an agent explicit responsibilities, steps and constraints.","state":"published","catalog_feed":{"slug":"software-craft","url":"https://mdrss.com/s/software-craft"},"classification":{"domain":"software-craft","category":"programming-and-runtime","content_type":"guide","tags":["software-architecture-backend","programming-runtime","modern","patterns","advanced","javascript","functional","programming","software-craft","collider-club"],"language":"en","language_confidence":1,"language_source":"publisher"},"publisher":"collider-club","publisher_id":273,"publisher_display_name":"Collider.club","publisher_url":"https://mdrss.com/collider-club","provenance":{"author_type":"human","via_agent":null,"source_url":"https://github.com/wshobson/agents","source_title":"Advanced Modern JavaScript Patterns","source_kind":"collider-club-curated","license":"MIT"},"signals":{"stars":0,"comments":0,"evidence_score":100,"risk_score":5},"urls":{"card":"https://mdrss.com/software-craft/programming-and-runtime/901327","permalink":"https://mdrss.com/m/901327","catalog_feed":"https://mdrss.com/s/software-craft","markdown":"https://mdrss.com/software-craft/programming-and-runtime/901327/901327.md","file":"https://mdrss.com/api/v1/cards/901327/file","raw":"https://mdrss.com/software-craft/programming-and-runtime/901327/raw","embed":"https://mdrss.com/software-craft/programming-and-runtime/901327/embed"},"created_at":"2026-08-04T13:48:41.831Z","updated_at":"2026-08-04T13:54:51.641Z","snapshot_at":"2026-08-04T13:48:41.831Z","classification_domain":"software-craft"},{"schema":"mdrss.card/v1","id":901326,"version":1,"slug":"advanced-javascript-testing-patterns-collider-57602fb3f75f","title":"Advanced JavaScript Testing Patterns","annotation":"Advanced patterns for integration testing, frontend component testing, fixtures, snapshot testing, coverage, and common test utilities. Use it to give an agent explicit responsibilities, steps and constraints.","state":"published","catalog_feed":{"slug":"software-craft","url":"https://mdrss.com/s/software-craft"},"classification":{"domain":"software-craft","category":"programming-and-runtime","content_type":"guide","tags":["software-architecture-backend","programming-runtime","testing","patterns","integration","pattern","advanced","programming","software-craft","collider-club"],"language":"en","language_confidence":1,"language_source":"publisher"},"publisher":"collider-club","publisher_id":273,"publisher_display_name":"Collider.club","publisher_url":"https://mdrss.com/collider-club","provenance":{"author_type":"human","via_agent":null,"source_url":"https://github.com/wshobson/agents","source_title":"Advanced JavaScript Testing Patterns","source_kind":"collider-club-curated","license":"MIT"},"signals":{"stars":0,"comments":0,"evidence_score":100,"risk_score":5},"urls":{"card":"https://mdrss.com/software-craft/programming-and-runtime/901326","permalink":"https://mdrss.com/m/901326","catalog_feed":"https://mdrss.com/s/software-craft","markdown":"https://mdrss.com/software-craft/programming-and-runtime/901326/901326.md","file":"https://mdrss.com/api/v1/cards/901326/file","raw":"https://mdrss.com/software-craft/programming-and-runtime/901326/raw","embed":"https://mdrss.com/software-craft/programming-and-runtime/901326/embed"},"created_at":"2026-08-04T13:48:41.831Z","updated_at":"2026-08-04T13:54:51.641Z","snapshot_at":"2026-08-04T13:48:41.831Z","classification_domain":"software-craft"},{"schema":"mdrss.card/v1","id":901325,"version":1,"slug":"javascript-testing-patterns-collider-5ef1827e7c8c","title":"JavaScript Testing Patterns","annotation":"Comprehensive guide for implementing robust testing strategies in JavaScript/TypeScript applications using modern testing frameworks and best practices. Use it to give an agent explicit responsibilities, steps and constraints.","state":"published","catalog_feed":{"slug":"software-craft","url":"https://mdrss.com/s/software-craft"},"classification":{"domain":"software-craft","category":"programming-and-runtime","content_type":"guide","tags":["software-architecture-backend","programming-runtime","testing","pattern","patterns","javascript","functions","programming","software-craft","collider-club"],"language":"en","language_confidence":1,"language_source":"publisher"},"publisher":"collider-club","publisher_id":273,"publisher_display_name":"Collider.club","publisher_url":"https://mdrss.com/collider-club","provenance":{"author_type":"human","via_agent":null,"source_url":"https://github.com/wshobson/agents","source_title":"JavaScript Testing Patterns","source_kind":"collider-club-curated","license":"MIT"},"signals":{"stars":0,"comments":0,"evidence_score":100,"risk_score":5},"urls":{"card":"https://mdrss.com/software-craft/programming-and-runtime/901325","permalink":"https://mdrss.com/m/901325","catalog_feed":"https://mdrss.com/s/software-craft","markdown":"https://mdrss.com/software-craft/programming-and-runtime/901325/901325.md","file":"https://mdrss.com/api/v1/cards/901325/file","raw":"https://mdrss.com/software-craft/programming-and-runtime/901325/raw","embed":"https://mdrss.com/software-craft/programming-and-runtime/901325/embed"},"created_at":"2026-08-04T13:48:41.831Z","updated_at":"2026-08-04T13:54:51.641Z","snapshot_at":"2026-08-04T13:48:41.831Z","classification_domain":"software-craft"},{"schema":"mdrss.card/v1","id":901324,"version":1,"slug":"typescript-project-scaffolding-collider-f81571e039f3","title":"TypeScript Project Scaffolding","annotation":"You are a TypeScript project architecture expert specializing in scaffolding production-ready Node.js and frontend applications. Generate complete project structures with modern tooling (pnpm, Vite, Next.js), type safety, testing setup, and configuration following current best pr. Use it to give an agent explicit responsibilities, steps and constraints.","state":"published","catalog_feed":{"slug":"software-craft","url":"https://mdrss.com/s/software-craft"},"classification":{"domain":"software-craft","category":"programming-and-runtime","content_type":"guide","tags":["software-architecture-backend","programming-runtime","project","generate","typescript","structure","scaffolding","programming","software-craft","collider-club"],"language":"en","language_confidence":1,"language_source":"publisher"},"publisher":"collider-club","publisher_id":273,"publisher_display_name":"Collider.club","publisher_url":"https://mdrss.com/collider-club","provenance":{"author_type":"human","via_agent":null,"source_url":"https://github.com/wshobson/agents","source_title":"TypeScript Project Scaffolding","source_kind":"collider-club-curated","license":"MIT"},"signals":{"stars":0,"comments":0,"evidence_score":100,"risk_score":5},"urls":{"card":"https://mdrss.com/software-craft/programming-and-runtime/901324","permalink":"https://mdrss.com/m/901324","catalog_feed":"https://mdrss.com/s/software-craft","markdown":"https://mdrss.com/software-craft/programming-and-runtime/901324/901324.md","file":"https://mdrss.com/api/v1/cards/901324/file","raw":"https://mdrss.com/software-craft/programming-and-runtime/901324/raw","embed":"https://mdrss.com/software-craft/programming-and-runtime/901324/embed"},"created_at":"2026-08-04T13:48:41.831Z","updated_at":"2026-08-04T13:54:51.641Z","snapshot_at":"2026-08-04T13:48:41.831Z","classification_domain":"software-craft"},{"schema":"mdrss.card/v1","id":901323,"version":1,"slug":"on-call-handoff-patterns-templates-and-worked-examples-collider-62fa7da2b882","title":"on-call-handoff-patterns — templates and worked examples","annotation":"1. API latency around 02:00-03:00 UTC (backup window) 2. Auth service memory (restart if 80%). Use it to give an agent explicit responsibilities, steps and constraints.","state":"published","catalog_feed":{"slug":"security","url":"https://mdrss.com/s/security"},"classification":{"domain":"security","category":"forensics-and-reverse-engineering","content_type":"guide","tags":["security-privacy-compliance","forensics-reverse-engineering","handoff","templates","service","on-call-handoff-patterns","worked","forensics","security","collider-club"],"language":"en","language_confidence":1,"language_source":"publisher"},"publisher":"collider-club","publisher_id":273,"publisher_display_name":"Collider.club","publisher_url":"https://mdrss.com/collider-club","provenance":{"author_type":"human","via_agent":null,"source_url":"https://github.com/wshobson/agents","source_title":"on-call-handoff-patterns — templates and worked examples","source_kind":"collider-club-curated","license":"MIT"},"signals":{"stars":0,"comments":0,"evidence_score":100,"risk_score":5},"urls":{"card":"https://mdrss.com/security/forensics-and-reverse-engineering/901323","permalink":"https://mdrss.com/m/901323","catalog_feed":"https://mdrss.com/s/security","markdown":"https://mdrss.com/security/forensics-and-reverse-engineering/901323/901323.md","file":"https://mdrss.com/api/v1/cards/901323/file","raw":"https://mdrss.com/security/forensics-and-reverse-engineering/901323/raw","embed":"https://mdrss.com/security/forensics-and-reverse-engineering/901323/embed"},"created_at":"2026-08-04T13:48:41.831Z","updated_at":"2026-08-04T13:54:51.641Z","snapshot_at":"2026-08-04T13:48:41.831Z","classification_domain":"security"},{"schema":"mdrss.card/v1","id":901322,"version":1,"slug":"incident-runbook-templates-collider-a289a4f6f0ec","title":"Incident Runbook Templates","annotation":"Production-ready templates for incident response runbooks covering detection, triage, mitigation, resolution, and communication. Use it to give an agent explicit responsibilities, steps and constraints.","state":"published","catalog_feed":{"slug":"security","url":"https://mdrss.com/s/security"},"classification":{"domain":"security","category":"forensics-and-reverse-engineering","content_type":"guide","tags":["security-privacy-compliance","forensics-reverse-engineering","runbook","incident","templates","steps","commands","forensics","security","collider-club"],"language":"en","language_confidence":1,"language_source":"publisher"},"publisher":"collider-club","publisher_id":273,"publisher_display_name":"Collider.club","publisher_url":"https://mdrss.com/collider-club","provenance":{"author_type":"human","via_agent":null,"source_url":"https://github.com/wshobson/agents","source_title":"Incident Runbook Templates","source_kind":"collider-club-curated","license":"MIT"},"signals":{"stars":0,"comments":0,"evidence_score":100,"risk_score":5},"urls":{"card":"https://mdrss.com/security/forensics-and-reverse-engineering/901322","permalink":"https://mdrss.com/m/901322","catalog_feed":"https://mdrss.com/s/security","markdown":"https://mdrss.com/security/forensics-and-reverse-engineering/901322/901322.md","file":"https://mdrss.com/api/v1/cards/901322/file","raw":"https://mdrss.com/security/forensics-and-reverse-engineering/901322/raw","embed":"https://mdrss.com/security/forensics-and-reverse-engineering/901322/embed"},"created_at":"2026-08-04T13:48:41.831Z","updated_at":"2026-08-04T13:54:51.641Z","snapshot_at":"2026-08-04T13:48:41.831Z","classification_domain":"security"},{"schema":"mdrss.card/v1","id":901321,"version":1,"slug":"intelligent-issue-resolution-orchestrator-collider-a2f64068441a","title":"Intelligent Issue Resolution Orchestrator","annotation":"You MUST follow these rules exactly. Violating any of them is a failure. Use it to give an agent explicit responsibilities, steps and constraints.","state":"published","catalog_feed":{"slug":"security","url":"https://mdrss.com/s/security"},"classification":{"domain":"security","category":"forensics-and-reverse-engineering","content_type":"guide","tags":["security-privacy-compliance","forensics-reverse-engineering","step","phase","issue","steps","deep","forensics","security","collider-club"],"language":"en","language_confidence":1,"language_source":"publisher"},"publisher":"collider-club","publisher_id":273,"publisher_display_name":"Collider.club","publisher_url":"https://mdrss.com/collider-club","provenance":{"author_type":"human","via_agent":null,"source_url":"https://github.com/wshobson/agents","source_title":"Intelligent Issue Resolution Orchestrator","source_kind":"collider-club-curated","license":"MIT"},"signals":{"stars":0,"comments":0,"evidence_score":100,"risk_score":5},"urls":{"card":"https://mdrss.com/security/forensics-and-reverse-engineering/901321","permalink":"https://mdrss.com/m/901321","catalog_feed":"https://mdrss.com/s/security","markdown":"https://mdrss.com/security/forensics-and-reverse-engineering/901321/901321.md","file":"https://mdrss.com/api/v1/cards/901321/file","raw":"https://mdrss.com/security/forensics-and-reverse-engineering/901321/raw","embed":"https://mdrss.com/security/forensics-and-reverse-engineering/901321/embed"},"created_at":"2026-08-04T13:48:41.831Z","updated_at":"2026-08-04T13:54:51.641Z","snapshot_at":"2026-08-04T13:48:41.831Z","classification_domain":"security"},{"schema":"mdrss.card/v1","id":901320,"version":1,"slug":"incident-response-orchestrator-collider-2495704d56a7","title":"Incident Response Orchestrator","annotation":"You MUST follow these rules exactly. Violating any of them is a failure. Use it to give an agent explicit responsibilities, steps and constraints.","state":"published","catalog_feed":{"slug":"security","url":"https://mdrss.com/s/security"},"classification":{"domain":"security","category":"forensics-and-reverse-engineering","content_type":"guide","tags":["security-privacy-compliance","forensics-reverse-engineering","step","phase","incident","steps","checkpoint","forensics","security","collider-club"],"language":"en","language_confidence":1,"language_source":"publisher"},"publisher":"collider-club","publisher_id":273,"publisher_display_name":"Collider.club","publisher_url":"https://mdrss.com/collider-club","provenance":{"author_type":"human","via_agent":null,"source_url":"https://github.com/wshobson/agents","source_title":"Incident Response Orchestrator","source_kind":"collider-club-curated","license":"MIT"},"signals":{"stars":0,"comments":0,"evidence_score":100,"risk_score":5},"urls":{"card":"https://mdrss.com/security/forensics-and-reverse-engineering/901320","permalink":"https://mdrss.com/m/901320","catalog_feed":"https://mdrss.com/s/security","markdown":"https://mdrss.com/security/forensics-and-reverse-engineering/901320/901320.md","file":"https://mdrss.com/api/v1/cards/901320/file","raw":"https://mdrss.com/security/forensics-and-reverse-engineering/901320/raw","embed":"https://mdrss.com/security/forensics-and-reverse-engineering/901320/embed"},"created_at":"2026-08-04T13:48:41.831Z","updated_at":"2026-08-04T13:54:51.641Z","snapshot_at":"2026-08-04T13:48:41.831Z","classification_domain":"security"},{"schema":"mdrss.card/v1","id":901319,"version":1,"slug":"incident-responder-collider-3d44ead6220d","title":"Incident responder","annotation":"You are an incident response specialist with comprehensive Site Reliability Engineering (SRE) expertise. When activated, you must act with urgency while maintaining precision and following modern incident management best practices. Use it to give an agent explicit responsibilities, steps and constraints.","state":"published","catalog_feed":{"slug":"security","url":"https://mdrss.com/s/security"},"classification":{"domain":"security","category":"forensics-and-reverse-engineering","content_type":"guide","tags":["security-privacy-compliance","forensics-reverse-engineering","incident","immediate","investigation","communication","forensics","reverse","security","collider-club"],"language":"en","language_confidence":1,"language_source":"publisher"},"publisher":"collider-club","publisher_id":273,"publisher_display_name":"Collider.club","publisher_url":"https://mdrss.com/collider-club","provenance":{"author_type":"human","via_agent":null,"source_url":"https://github.com/wshobson/agents","source_title":"Incident responder","source_kind":"collider-club-curated","license":"MIT"},"signals":{"stars":0,"comments":0,"evidence_score":100,"risk_score":5},"urls":{"card":"https://mdrss.com/security/forensics-and-reverse-engineering/901319","permalink":"https://mdrss.com/m/901319","catalog_feed":"https://mdrss.com/s/security","markdown":"https://mdrss.com/security/forensics-and-reverse-engineering/901319/901319.md","file":"https://mdrss.com/api/v1/cards/901319/file","raw":"https://mdrss.com/security/forensics-and-reverse-engineering/901319/raw","embed":"https://mdrss.com/security/forensics-and-reverse-engineering/901319/embed"},"created_at":"2026-08-04T13:48:41.831Z","updated_at":"2026-08-04T13:54:51.641Z","snapshot_at":"2026-08-04T13:48:41.831Z","classification_domain":"security"},{"schema":"mdrss.card/v1","id":901318,"version":1,"slug":"gdpr-data-handling-detailed-worked-examples-collider-7a8da4d41b0c","title":"gdpr-data-handling — detailed worked examples","annotation":"gdpr-data-handling — detailed worked examples captures reusable agent playbook guidance for cryptography, privacy & compliance. Use it to give an agent explicit responsibilities, steps and constraints.","state":"published","catalog_feed":{"slug":"security","url":"https://mdrss.com/s/security"},"classification":{"domain":"security","category":"cryptography-privacy-and-compliance","content_type":"guide","tags":["security-privacy-compliance","cryptography-privacy-compliance","pattern","gdpr-data-handling","detailed","worked","examples","cryptography","security","collider-club"],"language":"en","language_confidence":1,"language_source":"publisher"},"publisher":"collider-club","publisher_id":273,"publisher_display_name":"Collider.club","publisher_url":"https://mdrss.com/collider-club","provenance":{"author_type":"human","via_agent":null,"source_url":"https://github.com/wshobson/agents","source_title":"gdpr-data-handling — detailed worked examples","source_kind":"collider-club-curated","license":"MIT"},"signals":{"stars":0,"comments":0,"evidence_score":100,"risk_score":5},"urls":{"card":"https://mdrss.com/security/cryptography-privacy-and-compliance/901318","permalink":"https://mdrss.com/m/901318","catalog_feed":"https://mdrss.com/s/security","markdown":"https://mdrss.com/security/cryptography-privacy-and-compliance/901318/901318.md","file":"https://mdrss.com/api/v1/cards/901318/file","raw":"https://mdrss.com/security/cryptography-privacy-and-compliance/901318/raw","embed":"https://mdrss.com/security/cryptography-privacy-and-compliance/901318/embed"},"created_at":"2026-08-04T13:48:41.831Z","updated_at":"2026-08-04T13:54:51.641Z","snapshot_at":"2026-08-04T13:48:41.831Z","classification_domain":"security"},{"schema":"mdrss.card/v1","id":901317,"version":1,"slug":"employment-contract-templates-templates-and-worked-examples-collider-f4d1982a4f68","title":"employment-contract-templates — templates and worked examples","annotation":"employment-contract-templates — templates and worked examples captures reusable agent playbook guidance for cryptography, privacy & compliance. Use it to give an agent explicit responsibilities, steps and constraints.","state":"published","catalog_feed":{"slug":"security","url":"https://mdrss.com/s/security"},"classification":{"domain":"security","category":"cryptography-privacy-and-compliance","content_type":"guide","tags":["security-privacy-compliance","cryptography-privacy-compliance","templates","template","employment-contract-templates","worked","examples","cryptography","security","collider-club"],"language":"en","language_confidence":1,"language_source":"publisher"},"publisher":"collider-club","publisher_id":273,"publisher_display_name":"Collider.club","publisher_url":"https://mdrss.com/collider-club","provenance":{"author_type":"human","via_agent":null,"source_url":"https://github.com/wshobson/agents","source_title":"employment-contract-templates — templates and worked examples","source_kind":"collider-club-curated","license":"MIT"},"signals":{"stars":0,"comments":0,"evidence_score":100,"risk_score":5},"urls":{"card":"https://mdrss.com/security/cryptography-privacy-and-compliance/901317","permalink":"https://mdrss.com/m/901317","catalog_feed":"https://mdrss.com/s/security","markdown":"https://mdrss.com/security/cryptography-privacy-and-compliance/901317/901317.md","file":"https://mdrss.com/api/v1/cards/901317/file","raw":"https://mdrss.com/security/cryptography-privacy-and-compliance/901317/raw","embed":"https://mdrss.com/security/cryptography-privacy-and-compliance/901317/embed"},"created_at":"2026-08-04T13:48:41.831Z","updated_at":"2026-08-04T13:54:51.641Z","snapshot_at":"2026-08-04T13:48:41.831Z","classification_domain":"security"},{"schema":"mdrss.card/v1","id":901316,"version":1,"slug":"onboard-collider-ab72aaea7455","title":"Onboard","annotation":"You are an expert onboarding specialist and knowledge transfer architect with deep experience in remote-first organizations, technical team integration, and accelerated learning methodologies. Your role is to ensure smooth, comprehensive onboarding that transforms new team me. Use it to give an agent explicit responsibilities, steps and constraints.","state":"published","catalog_feed":{"slug":"software-craft","url":"https://mdrss.com/s/software-craft"},"classification":{"domain":"software-craft","category":"testing-and-documentation","content_type":"guide","tags":["software-architecture-backend","testing-documentation","onboarding","team","day","onboard","integration","testing","software-craft","collider-club"],"language":"en","language_confidence":1,"language_source":"publisher"},"publisher":"collider-club","publisher_id":273,"publisher_display_name":"Collider.club","publisher_url":"https://mdrss.com/collider-club","provenance":{"author_type":"human","via_agent":null,"source_url":"https://github.com/wshobson/agents","source_title":"Onboard","source_kind":"collider-club-curated","license":"MIT"},"signals":{"stars":0,"comments":0,"evidence_score":100,"risk_score":5},"urls":{"card":"https://mdrss.com/software-craft/testing-and-documentation/901316","permalink":"https://mdrss.com/m/901316","catalog_feed":"https://mdrss.com/s/software-craft","markdown":"https://mdrss.com/software-craft/testing-and-documentation/901316/901316.md","file":"https://mdrss.com/api/v1/cards/901316/file","raw":"https://mdrss.com/software-craft/testing-and-documentation/901316/raw","embed":"https://mdrss.com/software-craft/testing-and-documentation/901316/embed"},"created_at":"2026-08-04T13:48:41.831Z","updated_at":"2026-08-04T13:54:51.641Z","snapshot_at":"2026-08-04T13:48:41.831Z","classification_domain":"software-craft"},{"schema":"mdrss.card/v1","id":901315,"version":1,"slug":"git-workflow-orchestrator-collider-f40bff895745","title":"Git Workflow Orchestrator","annotation":"You MUST follow these rules exactly. Violating any of them is a failure. Use it to give an agent explicit responsibilities, steps and constraints.","state":"published","catalog_feed":{"slug":"ai-agents","url":"https://mdrss.com/s/ai-agents"},"classification":{"domain":"ai-agents","category":"agent-design-and-orchestration","content_type":"guide","tags":["ai-agent-systems","agent-design-and-orchestration","phase","step","analysis","steps","git","agent","ai-agents","collider-club"],"language":"en","language_confidence":1,"language_source":"publisher"},"publisher":"collider-club","publisher_id":273,"publisher_display_name":"Collider.club","publisher_url":"https://mdrss.com/collider-club","provenance":{"author_type":"human","via_agent":null,"source_url":"https://github.com/wshobson/agents","source_title":"Git Workflow Orchestrator","source_kind":"collider-club-curated","license":"MIT"},"signals":{"stars":0,"comments":0,"evidence_score":100,"risk_score":5},"urls":{"card":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901315","permalink":"https://mdrss.com/m/901315","catalog_feed":"https://mdrss.com/s/ai-agents","markdown":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901315/901315.md","file":"https://mdrss.com/api/v1/cards/901315/file","raw":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901315/raw","embed":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901315/embed"},"created_at":"2026-08-04T13:48:41.831Z","updated_at":"2026-08-04T13:54:51.641Z","snapshot_at":"2026-08-04T13:48:41.831Z","classification_domain":"ai-agents"},{"schema":"mdrss.card/v1","id":901314,"version":1,"slug":"unity-ecs-patterns-detailed-patterns-and-worked-examples-collider-5a77d3b85074","title":"unity-ecs-patterns — detailed patterns and worked examples","annotation":"unity-ecs-patterns — detailed patterns and worked examples captures reusable agent playbook guidance for games & creative coding. Use it to give an agent explicit responsibilities, steps and constraints.","state":"published","catalog_feed":{"slug":"multimodal","url":"https://mdrss.com/s/multimodal"},"classification":{"domain":"multimodal","category":"games-and-creative-coding","content_type":"guide","tags":["creative-computing-media","games-creative-coding","pattern","patterns","unity-ecs-patterns","detailed","worked","games","multimodal","collider-club"],"language":"en","language_confidence":1,"language_source":"publisher"},"publisher":"collider-club","publisher_id":273,"publisher_display_name":"Collider.club","publisher_url":"https://mdrss.com/collider-club","provenance":{"author_type":"human","via_agent":null,"source_url":"https://github.com/wshobson/agents","source_title":"unity-ecs-patterns — detailed patterns and worked examples","source_kind":"collider-club-curated","license":"MIT"},"signals":{"stars":0,"comments":0,"evidence_score":100,"risk_score":5},"urls":{"card":"https://mdrss.com/multimodal/games-and-creative-coding/901314","permalink":"https://mdrss.com/m/901314","catalog_feed":"https://mdrss.com/s/multimodal","markdown":"https://mdrss.com/multimodal/games-and-creative-coding/901314/901314.md","file":"https://mdrss.com/api/v1/cards/901314/file","raw":"https://mdrss.com/multimodal/games-and-creative-coding/901314/raw","embed":"https://mdrss.com/multimodal/games-and-creative-coding/901314/embed"},"created_at":"2026-08-04T13:48:41.831Z","updated_at":"2026-08-04T13:54:51.641Z","snapshot_at":"2026-08-04T13:48:41.831Z","classification_domain":"multimodal"}],"total":975,"page":4,"page_size":50,"total_pages":20,"has_next":true,"has_previous":true,"filters":{"sort":"new","catalog_domain":null,"deprecated_domain_alias_used":false,"thread":null,"author":null,"tag":null,"q":null,"view":null,"updated_since":null,"limit":50},"cards":[{"schema":"mdrss.card/v1","id":901363,"version":1,"slug":"eval-harness-first-collider-17827f7fffba","title":"Eval Harness First","annotation":"The Phase 0 gate for the whole plugin: finetuning-method-selection and every downstream skill assume this harness exists before a training config gets written. The harness is not a run-end side artifact — it is the data-curation engine. The same labeled traces that build the go. Use it to give an agent explicit responsibilities, steps and constraints.","state":"published","catalog_feed":{"slug":"llm-engineering","url":"https://mdrss.com/s/llm-engineering"},"classification":{"domain":"llm-engineering","category":"training-and-fine-tuning","content_type":"guide","tags":["llm-ml-engineering","training-fine-tuning","harness","eval","first","phase","gate","training","llm-engineering","collider-club"],"language":"en","language_confidence":1,"language_source":"publisher"},"publisher":"collider-club","publisher_id":273,"publisher_display_name":"Collider.club","publisher_url":"https://mdrss.com/collider-club","provenance":{"author_type":"human","via_agent":null,"source_url":"https://github.com/wshobson/agents","source_title":"Eval Harness First","source_kind":"collider-club-curated","license":"MIT"},"signals":{"stars":0,"comments":0,"evidence_score":100,"risk_score":5},"urls":{"card":"https://mdrss.com/llm-engineering/training-and-fine-tuning/901363","permalink":"https://mdrss.com/m/901363","catalog_feed":"https://mdrss.com/s/llm-engineering","markdown":"https://mdrss.com/llm-engineering/training-and-fine-tuning/901363/901363.md","file":"https://mdrss.com/api/v1/cards/901363/file","raw":"https://mdrss.com/llm-engineering/training-and-fine-tuning/901363/raw","embed":"https://mdrss.com/llm-engineering/training-and-fine-tuning/901363/embed"},"created_at":"2026-08-04T13:48:45.280Z","updated_at":"2026-08-04T13:54:51.641Z","snapshot_at":"2026-08-04T13:48:45.280Z","classification_domain":"llm-engineering"},{"schema":"mdrss.card/v1","id":901362,"version":1,"slug":"synthetic-data-generation-filtering-distillation-collider-5da5dd48aefa","title":"Synthetic Data: Generation, Filtering, Distillation","annotation":"Full detail backing SKILL.md's Synthetic Data Rules section: the generation-method ranking, the filter funnel candidate generations pass through before joining the training set, and the teacher→student distillation pattern. Base models are never named as recommendations here. Use it to give an agent explicit responsibilities, steps and constraints.","state":"published","catalog_feed":{"slug":"llm-engineering","url":"https://mdrss.com/s/llm-engineering"},"classification":{"domain":"llm-engineering","category":"training-and-fine-tuning","content_type":"guide","tags":["llm-ml-engineering","training-fine-tuning","distillation","synthetic","data","generation","filtering","training","llm-engineering","collider-club"],"language":"en","language_confidence":1,"language_source":"publisher"},"publisher":"collider-club","publisher_id":273,"publisher_display_name":"Collider.club","publisher_url":"https://mdrss.com/collider-club","provenance":{"author_type":"human","via_agent":null,"source_url":"https://github.com/wshobson/agents","source_title":"Synthetic Data: Generation, Filtering, Distillation","source_kind":"collider-club-curated","license":"MIT"},"signals":{"stars":0,"comments":0,"evidence_score":100,"risk_score":5},"urls":{"card":"https://mdrss.com/llm-engineering/training-and-fine-tuning/901362","permalink":"https://mdrss.com/m/901362","catalog_feed":"https://mdrss.com/s/llm-engineering","markdown":"https://mdrss.com/llm-engineering/training-and-fine-tuning/901362/901362.md","file":"https://mdrss.com/api/v1/cards/901362/file","raw":"https://mdrss.com/llm-engineering/training-and-fine-tuning/901362/raw","embed":"https://mdrss.com/llm-engineering/training-and-fine-tuning/901362/embed"},"created_at":"2026-08-04T13:48:45.280Z","updated_at":"2026-08-04T13:54:51.641Z","snapshot_at":"2026-08-04T13:48:45.280Z","classification_domain":"llm-engineering"},{"schema":"mdrss.card/v1","id":901361,"version":1,"slug":"dataset-formats-and-template-application-collider-4ec7ba06fca2","title":"Dataset Formats and Template Application","annotation":"Concrete JSONL examples for every format in SKILL.md's Format Selection table, a template-application code sketch using current TRL conventions, and the ShareGPT→role/content conversion note. Base models are never named here — every code example uses a BASE MODEL placeholder;. Use it to give an agent explicit responsibilities, steps and constraints.","state":"published","catalog_feed":{"slug":"llm-engineering","url":"https://mdrss.com/s/llm-engineering"},"classification":{"domain":"llm-engineering","category":"training-and-fine-tuning","content_type":"guide","tags":["llm-ml-engineering","training-fine-tuning","template","dataset","formats","application","every","training","llm-engineering","collider-club"],"language":"en","language_confidence":1,"language_source":"publisher"},"publisher":"collider-club","publisher_id":273,"publisher_display_name":"Collider.club","publisher_url":"https://mdrss.com/collider-club","provenance":{"author_type":"human","via_agent":null,"source_url":"https://github.com/wshobson/agents","source_title":"Dataset Formats and Template Application","source_kind":"collider-club-curated","license":"MIT"},"signals":{"stars":0,"comments":0,"evidence_score":100,"risk_score":5},"urls":{"card":"https://mdrss.com/llm-engineering/training-and-fine-tuning/901361","permalink":"https://mdrss.com/m/901361","catalog_feed":"https://mdrss.com/s/llm-engineering","markdown":"https://mdrss.com/llm-engineering/training-and-fine-tuning/901361/901361.md","file":"https://mdrss.com/api/v1/cards/901361/file","raw":"https://mdrss.com/llm-engineering/training-and-fine-tuning/901361/raw","embed":"https://mdrss.com/llm-engineering/training-and-fine-tuning/901361/embed"},"created_at":"2026-08-04T13:48:45.280Z","updated_at":"2026-08-04T13:54:51.641Z","snapshot_at":"2026-08-04T13:48:45.280Z","classification_domain":"llm-engineering"},{"schema":"mdrss.card/v1","id":901360,"version":1,"slug":"dataset-curation-collider-b025ad8a03e4","title":"Dataset Curation","annotation":"This skill assumes finetuning-method-selection already routed here — the next step is preparing data, not choosing a method. What follows: format selection by target method, the template/packing mechanics behind the most common silent training failures, rules for mixing in synt. Use it to give an agent explicit responsibilities, steps and constraints.","state":"published","catalog_feed":{"slug":"llm-engineering","url":"https://mdrss.com/s/llm-engineering"},"classification":{"domain":"llm-engineering","category":"training-and-fine-tuning","content_type":"guide","tags":["llm-ml-engineering","training-fine-tuning","dataset","curation","data","format","selection","training","llm-engineering","collider-club"],"language":"en","language_confidence":1,"language_source":"publisher"},"publisher":"collider-club","publisher_id":273,"publisher_display_name":"Collider.club","publisher_url":"https://mdrss.com/collider-club","provenance":{"author_type":"human","via_agent":null,"source_url":"https://github.com/wshobson/agents","source_title":"Dataset Curation","source_kind":"collider-club-curated","license":"MIT"},"signals":{"stars":0,"comments":0,"evidence_score":100,"risk_score":5},"urls":{"card":"https://mdrss.com/llm-engineering/training-and-fine-tuning/901360","permalink":"https://mdrss.com/m/901360","catalog_feed":"https://mdrss.com/s/llm-engineering","markdown":"https://mdrss.com/llm-engineering/training-and-fine-tuning/901360/901360.md","file":"https://mdrss.com/api/v1/cards/901360/file","raw":"https://mdrss.com/llm-engineering/training-and-fine-tuning/901360/raw","embed":"https://mdrss.com/llm-engineering/training-and-fine-tuning/901360/embed"},"created_at":"2026-08-04T13:48:45.280Z","updated_at":"2026-08-04T13:54:51.641Z","snapshot_at":"2026-08-04T13:48:45.280Z","classification_domain":"llm-engineering"},{"schema":"mdrss.card/v1","id":901359,"version":1,"slug":"gate-templates-collider-2ba7f19b7b30","title":"Gate Templates","annotation":"Complete promotion-report.md template, the drift-suite scoring table, the paired-arena protocol, and a replay-mix configuration example referenced from SKILL.md. BASE MODEL and CHECKPOINT are placeholders throughout — no base model family names appear in this file. Benchm. Use it to give an agent explicit responsibilities, steps and constraints.","state":"published","catalog_feed":{"slug":"llm-engineering","url":"https://mdrss.com/s/llm-engineering"},"classification":{"domain":"llm-engineering","category":"training-and-fine-tuning","content_type":"guide","tags":["llm-ml-engineering","training-fine-tuning","example","gate","templates","promotion-report-md","template","training","llm-engineering","collider-club"],"language":"en","language_confidence":1,"language_source":"publisher"},"publisher":"collider-club","publisher_id":273,"publisher_display_name":"Collider.club","publisher_url":"https://mdrss.com/collider-club","provenance":{"author_type":"human","via_agent":null,"source_url":"https://github.com/wshobson/agents","source_title":"Gate Templates","source_kind":"collider-club-curated","license":"MIT"},"signals":{"stars":0,"comments":0,"evidence_score":100,"risk_score":5},"urls":{"card":"https://mdrss.com/llm-engineering/training-and-fine-tuning/901359","permalink":"https://mdrss.com/m/901359","catalog_feed":"https://mdrss.com/s/llm-engineering","markdown":"https://mdrss.com/llm-engineering/training-and-fine-tuning/901359/901359.md","file":"https://mdrss.com/api/v1/cards/901359/file","raw":"https://mdrss.com/llm-engineering/training-and-fine-tuning/901359/raw","embed":"https://mdrss.com/llm-engineering/training-and-fine-tuning/901359/embed"},"created_at":"2026-08-04T13:48:45.280Z","updated_at":"2026-08-04T13:54:51.641Z","snapshot_at":"2026-08-04T13:48:45.280Z","classification_domain":"llm-engineering"},{"schema":"mdrss.card/v1","id":901358,"version":1,"slug":"checkpoint-promotion-collider-cc3b4d3a8066","title":"Checkpoint Promotion","annotation":"The Phase 5 gate for the whole plugin: a checkpoint that trains cleanly and beats its task metric still doesn't ship without clearing all four stages below. eval-harness-first built the suite re-run here — this skill is where that suite's baseline decides something. Use it to give an agent explicit responsibilities, steps and constraints.","state":"published","catalog_feed":{"slug":"llm-engineering","url":"https://mdrss.com/s/llm-engineering"},"classification":{"domain":"llm-engineering","category":"training-and-fine-tuning","content_type":"guide","tags":["llm-ml-engineering","training-fine-tuning","checkpoint","promotion","gate","suite","training","fine-tuning","llm-engineering","collider-club"],"language":"en","language_confidence":1,"language_source":"publisher"},"publisher":"collider-club","publisher_id":273,"publisher_display_name":"Collider.club","publisher_url":"https://mdrss.com/collider-club","provenance":{"author_type":"human","via_agent":null,"source_url":"https://github.com/wshobson/agents","source_title":"Checkpoint Promotion","source_kind":"collider-club-curated","license":"MIT"},"signals":{"stars":0,"comments":0,"evidence_score":100,"risk_score":5},"urls":{"card":"https://mdrss.com/llm-engineering/training-and-fine-tuning/901358","permalink":"https://mdrss.com/m/901358","catalog_feed":"https://mdrss.com/s/llm-engineering","markdown":"https://mdrss.com/llm-engineering/training-and-fine-tuning/901358/901358.md","file":"https://mdrss.com/api/v1/cards/901358/file","raw":"https://mdrss.com/llm-engineering/training-and-fine-tuning/901358/raw","embed":"https://mdrss.com/llm-engineering/training-and-fine-tuning/901358/embed"},"created_at":"2026-08-04T13:48:45.280Z","updated_at":"2026-08-04T13:54:51.641Z","snapshot_at":"2026-08-04T13:48:45.280Z","classification_domain":"llm-engineering"},{"schema":"mdrss.card/v1","id":901357,"version":1,"slug":"fine-tune-for-arguments-collider-6bd3e8fdac82","title":"Fine-tune for: $ARGUMENTS","annotation":"This command orchestrates the eval-gated fine-tuning lifecycle across seven phases, each owned by a specialist agent and gated by the artifact the prior phase produced:. Use it to give an agent explicit responsibilities, steps and constraints.","state":"published","catalog_feed":{"slug":"llm-engineering","url":"https://mdrss.com/s/llm-engineering"},"classification":{"domain":"llm-engineering","category":"training-and-fine-tuning","content_type":"guide","tags":["llm-ml-engineering","training-fine-tuning","phase","fine-tune","arguments","training","fine-tuning","llm","llm-engineering","collider-club"],"language":"en","language_confidence":1,"language_source":"publisher"},"publisher":"collider-club","publisher_id":273,"publisher_display_name":"Collider.club","publisher_url":"https://mdrss.com/collider-club","provenance":{"author_type":"human","via_agent":null,"source_url":"https://github.com/wshobson/agents","source_title":"Fine-tune for: $ARGUMENTS","source_kind":"collider-club-curated","license":"MIT"},"signals":{"stars":0,"comments":0,"evidence_score":100,"risk_score":5},"urls":{"card":"https://mdrss.com/llm-engineering/training-and-fine-tuning/901357","permalink":"https://mdrss.com/m/901357","catalog_feed":"https://mdrss.com/s/llm-engineering","markdown":"https://mdrss.com/llm-engineering/training-and-fine-tuning/901357/901357.md","file":"https://mdrss.com/api/v1/cards/901357/file","raw":"https://mdrss.com/llm-engineering/training-and-fine-tuning/901357/raw","embed":"https://mdrss.com/llm-engineering/training-and-fine-tuning/901357/embed"},"created_at":"2026-08-04T13:48:45.280Z","updated_at":"2026-08-04T13:54:51.641Z","snapshot_at":"2026-08-04T13:48:45.280Z","classification_domain":"llm-engineering"},{"schema":"mdrss.card/v1","id":901356,"version":1,"slug":"llm-finetuning-training-engineer-collider-9d40accca00d","title":"Llm finetuning training engineer","annotation":"You are the fine-tuning training engineer: the workhorse who takes a training-brief.md someone else already justified and turns it into a dataset, a running job, and an exported artifact. You don't re- litigate method or model choice, and you don't decide whether a checkpoint s. Use it to give an agent explicit responsibilities, steps and constraints.","state":"published","catalog_feed":{"slug":"llm-engineering","url":"https://mdrss.com/s/llm-engineering"},"classification":{"domain":"llm-engineering","category":"training-and-fine-tuning","content_type":"guide","tags":["llm-ml-engineering","training-fine-tuning","phase","training","dataset","don","fine-tuning","llm","llm-engineering","collider-club"],"language":"en","language_confidence":1,"language_source":"publisher"},"publisher":"collider-club","publisher_id":273,"publisher_display_name":"Collider.club","publisher_url":"https://mdrss.com/collider-club","provenance":{"author_type":"human","via_agent":null,"source_url":"https://github.com/wshobson/agents","source_title":"Llm finetuning training engineer","source_kind":"collider-club-curated","license":"MIT"},"signals":{"stars":0,"comments":0,"evidence_score":100,"risk_score":5},"urls":{"card":"https://mdrss.com/llm-engineering/training-and-fine-tuning/901356","permalink":"https://mdrss.com/m/901356","catalog_feed":"https://mdrss.com/s/llm-engineering","markdown":"https://mdrss.com/llm-engineering/training-and-fine-tuning/901356/901356.md","file":"https://mdrss.com/api/v1/cards/901356/file","raw":"https://mdrss.com/llm-engineering/training-and-fine-tuning/901356/raw","embed":"https://mdrss.com/llm-engineering/training-and-fine-tuning/901356/embed"},"created_at":"2026-08-04T13:48:45.280Z","updated_at":"2026-08-04T13:54:51.641Z","snapshot_at":"2026-08-04T13:48:45.280Z","classification_domain":"llm-engineering"},{"schema":"mdrss.card/v1","id":901355,"version":1,"slug":"llm-finetuning-eval-engineer-collider-752bf5343139","title":"Llm finetuning eval engineer","annotation":"You are the fine-tuning eval engineer: the independent gatekeeper who builds the measuring stick before anyone trains against it, and reads that same measuring stick to decide whether a trained checkpoint ships. You own the two phases that bound the lifecycle — Phase 0 before a t. Use it to give an agent explicit responsibilities, steps and constraints.","state":"published","catalog_feed":{"slug":"llm-engineering","url":"https://mdrss.com/s/llm-engineering"},"classification":{"domain":"llm-engineering","category":"training-and-fine-tuning","content_type":"guide","tags":["llm-ml-engineering","training-fine-tuning","phase","measuring","stick","checkpoint","training","fine-tuning","llm-engineering","collider-club"],"language":"en","language_confidence":1,"language_source":"publisher"},"publisher":"collider-club","publisher_id":273,"publisher_display_name":"Collider.club","publisher_url":"https://mdrss.com/collider-club","provenance":{"author_type":"human","via_agent":null,"source_url":"https://github.com/wshobson/agents","source_title":"Llm finetuning eval engineer","source_kind":"collider-club-curated","license":"MIT"},"signals":{"stars":0,"comments":0,"evidence_score":100,"risk_score":5},"urls":{"card":"https://mdrss.com/llm-engineering/training-and-fine-tuning/901355","permalink":"https://mdrss.com/m/901355","catalog_feed":"https://mdrss.com/s/llm-engineering","markdown":"https://mdrss.com/llm-engineering/training-and-fine-tuning/901355/901355.md","file":"https://mdrss.com/api/v1/cards/901355/file","raw":"https://mdrss.com/llm-engineering/training-and-fine-tuning/901355/raw","embed":"https://mdrss.com/llm-engineering/training-and-fine-tuning/901355/embed"},"created_at":"2026-08-04T13:48:45.280Z","updated_at":"2026-08-04T13:54:51.641Z","snapshot_at":"2026-08-04T13:48:45.280Z","classification_domain":"llm-engineering"},{"schema":"mdrss.card/v1","id":901354,"version":1,"slug":"llm-finetuning-architect-collider-13c52cf04946","title":"Llm finetuning architect","annotation":"You are the fine-tuning architect: a skeptical strategist who decides whether fine-tuning is the right tool at all before anyone opens a training config. You are the gate-keeper standing between \"the user wants to fine-tune\" and the first line of a training script — most requests. Use it to give an agent explicit responsibilities, steps and constraints.","state":"published","catalog_feed":{"slug":"llm-engineering","url":"https://mdrss.com/s/llm-engineering"},"classification":{"domain":"llm-engineering","category":"training-and-fine-tuning","content_type":"guide","tags":["llm-ml-engineering","training-fine-tuning","fine-tuning","training","llm","ml","engineering","agent-playbook","llm-engineering","collider-club"],"language":"en","language_confidence":1,"language_source":"publisher"},"publisher":"collider-club","publisher_id":273,"publisher_display_name":"Collider.club","publisher_url":"https://mdrss.com/collider-club","provenance":{"author_type":"human","via_agent":null,"source_url":"https://github.com/wshobson/agents","source_title":"Llm finetuning architect","source_kind":"collider-club-curated","license":"MIT"},"signals":{"stars":0,"comments":0,"evidence_score":100,"risk_score":5},"urls":{"card":"https://mdrss.com/llm-engineering/training-and-fine-tuning/901354","permalink":"https://mdrss.com/m/901354","catalog_feed":"https://mdrss.com/s/llm-engineering","markdown":"https://mdrss.com/llm-engineering/training-and-fine-tuning/901354/901354.md","file":"https://mdrss.com/api/v1/cards/901354/file","raw":"https://mdrss.com/llm-engineering/training-and-fine-tuning/901354/raw","embed":"https://mdrss.com/llm-engineering/training-and-fine-tuning/901354/embed"},"created_at":"2026-08-04T13:48:43.738Z","updated_at":"2026-08-04T13:54:51.641Z","snapshot_at":"2026-08-04T13:48:43.738Z","classification_domain":"llm-engineering"},{"schema":"mdrss.card/v1","id":901353,"version":1,"slug":"vector-index-tuning-templates-and-worked-examples-collider-6dd50270d1e6","title":"vector-index-tuning — templates and worked examples","annotation":"vector-index-tuning — templates and worked examples captures reusable agent playbook guidance for agent design & orchestration. Use it to give an agent explicit responsibilities, steps and constraints.","state":"published","catalog_feed":{"slug":"ai-agents","url":"https://mdrss.com/s/ai-agents"},"classification":{"domain":"ai-agents","category":"agent-design-and-orchestration","content_type":"guide","tags":["ai-agent-systems","agent-design-and-orchestration","template","templates","vector-index-tuning","worked","examples","agent","ai-agents","collider-club"],"language":"en","language_confidence":1,"language_source":"publisher"},"publisher":"collider-club","publisher_id":273,"publisher_display_name":"Collider.club","publisher_url":"https://mdrss.com/collider-club","provenance":{"author_type":"human","via_agent":null,"source_url":"https://github.com/wshobson/agents","source_title":"vector-index-tuning — templates and worked examples","source_kind":"collider-club-curated","license":"MIT"},"signals":{"stars":0,"comments":0,"evidence_score":100,"risk_score":5},"urls":{"card":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901353","permalink":"https://mdrss.com/m/901353","catalog_feed":"https://mdrss.com/s/ai-agents","markdown":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901353/901353.md","file":"https://mdrss.com/api/v1/cards/901353/file","raw":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901353/raw","embed":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901353/embed"},"created_at":"2026-08-04T13:48:43.738Z","updated_at":"2026-08-04T13:54:51.641Z","snapshot_at":"2026-08-04T13:48:43.738Z","classification_domain":"ai-agents"},{"schema":"mdrss.card/v1","id":901352,"version":1,"slug":"similarity-search-patterns-templates-and-worked-examples-collider-7c86ce70ff39","title":"similarity-search-patterns — templates and worked examples","annotation":"similarity-search-patterns — templates and worked examples captures reusable agent playbook guidance for agent design & orchestration. Use it to give an agent explicit responsibilities, steps and constraints.","state":"published","catalog_feed":{"slug":"ai-agents","url":"https://mdrss.com/s/ai-agents"},"classification":{"domain":"ai-agents","category":"agent-design-and-orchestration","content_type":"guide","tags":["ai-agent-systems","agent-design-and-orchestration","template","templates","implementation","similarity-search-patterns","worked","agent","ai-agents","collider-club"],"language":"en","language_confidence":1,"language_source":"publisher"},"publisher":"collider-club","publisher_id":273,"publisher_display_name":"Collider.club","publisher_url":"https://mdrss.com/collider-club","provenance":{"author_type":"human","via_agent":null,"source_url":"https://github.com/wshobson/agents","source_title":"similarity-search-patterns — templates and worked examples","source_kind":"collider-club-curated","license":"MIT"},"signals":{"stars":0,"comments":0,"evidence_score":100,"risk_score":5},"urls":{"card":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901352","permalink":"https://mdrss.com/m/901352","catalog_feed":"https://mdrss.com/s/ai-agents","markdown":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901352/901352.md","file":"https://mdrss.com/api/v1/cards/901352/file","raw":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901352/raw","embed":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901352/embed"},"created_at":"2026-08-04T13:48:43.738Z","updated_at":"2026-08-04T13:54:51.641Z","snapshot_at":"2026-08-04T13:48:43.738Z","classification_domain":"ai-agents"},{"schema":"mdrss.card/v1","id":901351,"version":1,"slug":"rag-implementation-detailed-patterns-and-worked-examples-collider-2c34b3b7e096","title":"rag-implementation — detailed patterns and worked examples","annotation":"rag-implementation — detailed patterns and worked examples captures reusable agent playbook guidance for agent design & orchestration. Use it to give an agent explicit responsibilities, steps and constraints.","state":"published","catalog_feed":{"slug":"ai-agents","url":"https://mdrss.com/s/ai-agents"},"classification":{"domain":"ai-agents","category":"agent-design-and-orchestration","content_type":"guide","tags":["ai-agent-systems","agent-design-and-orchestration","pattern","patterns","document","rag-implementation","detailed","agent","ai-agents","collider-club"],"language":"en","language_confidence":1,"language_source":"publisher"},"publisher":"collider-club","publisher_id":273,"publisher_display_name":"Collider.club","publisher_url":"https://mdrss.com/collider-club","provenance":{"author_type":"human","via_agent":null,"source_url":"https://github.com/wshobson/agents","source_title":"rag-implementation — detailed patterns and worked examples","source_kind":"collider-club-curated","license":"MIT"},"signals":{"stars":0,"comments":0,"evidence_score":100,"risk_score":5},"urls":{"card":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901351","permalink":"https://mdrss.com/m/901351","catalog_feed":"https://mdrss.com/s/ai-agents","markdown":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901351/901351.md","file":"https://mdrss.com/api/v1/cards/901351/file","raw":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901351/raw","embed":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901351/embed"},"created_at":"2026-08-04T13:48:43.738Z","updated_at":"2026-08-04T13:54:51.641Z","snapshot_at":"2026-08-04T13:48:43.738Z","classification_domain":"ai-agents"},{"schema":"mdrss.card/v1","id":901350,"version":1,"slug":"prompt-template-systems-collider-c274ea8ee9d7","title":"Prompt Template Systems","annotation":"1. Keep It DRY : Use templates to avoid repetition 2. Validate Early : Check variables before rendering 3. Version Templates : Track changes like code 4. Test Variations : Ensure templates work with diverse inputs 5. Document Variables : Clearly specify required/op. Use it to give an agent explicit responsibilities, steps and constraints.","state":"published","catalog_feed":{"slug":"ai-agents","url":"https://mdrss.com/s/ai-agents"},"classification":{"domain":"ai-agents","category":"agent-design-and-orchestration","content_type":"guide","tags":["ai-agent-systems","agent-design-and-orchestration","template","templates","prompt","systems","variables","agent","ai-agents","collider-club"],"language":"en","language_confidence":1,"language_source":"publisher"},"publisher":"collider-club","publisher_id":273,"publisher_display_name":"Collider.club","publisher_url":"https://mdrss.com/collider-club","provenance":{"author_type":"human","via_agent":null,"source_url":"https://github.com/wshobson/agents","source_title":"Prompt Template Systems","source_kind":"collider-club-curated","license":"MIT"},"signals":{"stars":0,"comments":0,"evidence_score":100,"risk_score":5},"urls":{"card":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901350","permalink":"https://mdrss.com/m/901350","catalog_feed":"https://mdrss.com/s/ai-agents","markdown":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901350/901350.md","file":"https://mdrss.com/api/v1/cards/901350/file","raw":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901350/raw","embed":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901350/embed"},"created_at":"2026-08-04T13:48:43.738Z","updated_at":"2026-08-04T13:54:51.641Z","snapshot_at":"2026-08-04T13:48:43.738Z","classification_domain":"ai-agents"},{"schema":"mdrss.card/v1","id":901349,"version":1,"slug":"prompt-optimization-guide-collider-c87930fd284b","title":"Prompt Optimization Guide","annotation":"1. Establish Baseline : Always measure initial performance 2. Change One Thing : Isolate variables for clear attribution 3. Test Thoroughly : Use diverse, representative test cases 4. Track Metrics : Log all experiments and results 5. Validate Significance : Use st. Use it to give an agent explicit responsibilities, steps and constraints.","state":"published","catalog_feed":{"slug":"ai-agents","url":"https://mdrss.com/s/ai-agents"},"classification":{"domain":"ai-agents","category":"agent-design-and-orchestration","content_type":"guide","tags":["ai-agent-systems","agent-design-and-orchestration","optimization","prompt","metrics","guide","baseline","agent","ai-agents","collider-club"],"language":"en","language_confidence":1,"language_source":"publisher"},"publisher":"collider-club","publisher_id":273,"publisher_display_name":"Collider.club","publisher_url":"https://mdrss.com/collider-club","provenance":{"author_type":"human","via_agent":null,"source_url":"https://github.com/wshobson/agents","source_title":"Prompt Optimization Guide","source_kind":"collider-club-curated","license":"MIT"},"signals":{"stars":0,"comments":0,"evidence_score":100,"risk_score":5},"urls":{"card":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901349","permalink":"https://mdrss.com/m/901349","catalog_feed":"https://mdrss.com/s/ai-agents","markdown":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901349/901349.md","file":"https://mdrss.com/api/v1/cards/901349/file","raw":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901349/raw","embed":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901349/embed"},"created_at":"2026-08-04T13:48:43.738Z","updated_at":"2026-08-04T13:54:51.641Z","snapshot_at":"2026-08-04T13:48:43.738Z","classification_domain":"ai-agents"},{"schema":"mdrss.card/v1","id":901348,"version":1,"slug":"few-shot-learning-guide-collider-ba43d03e200f","title":"Few-Shot Learning Guide","annotation":"Few-shot learning enables LLMs to perform tasks by providing a small number of examples (typically 1-10) within the prompt. This technique is highly effective for tasks requiring specific formats, styles, or domain knowledge. Use it to give an agent explicit responsibilities, steps and constraints.","state":"published","catalog_feed":{"slug":"ai-agents","url":"https://mdrss.com/s/ai-agents"},"classification":{"domain":"ai-agents","category":"agent-design-and-orchestration","content_type":"guide","tags":["ai-agent-systems","agent-design-and-orchestration","few-shot","learning","example","selection","template","agent","ai-agents","collider-club"],"language":"en","language_confidence":1,"language_source":"publisher"},"publisher":"collider-club","publisher_id":273,"publisher_display_name":"Collider.club","publisher_url":"https://mdrss.com/collider-club","provenance":{"author_type":"human","via_agent":null,"source_url":"https://github.com/wshobson/agents","source_title":"Few-Shot Learning Guide","source_kind":"collider-club-curated","license":"MIT"},"signals":{"stars":0,"comments":0,"evidence_score":100,"risk_score":5},"urls":{"card":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901348","permalink":"https://mdrss.com/m/901348","catalog_feed":"https://mdrss.com/s/ai-agents","markdown":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901348/901348.md","file":"https://mdrss.com/api/v1/cards/901348/file","raw":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901348/raw","embed":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901348/embed"},"created_at":"2026-08-04T13:48:43.738Z","updated_at":"2026-08-04T13:54:51.641Z","snapshot_at":"2026-08-04T13:48:43.738Z","classification_domain":"ai-agents"},{"schema":"mdrss.card/v1","id":901347,"version":1,"slug":"prompt-engineering-patterns-detailed-patterns-and-worked-examples-collider-8665162a01f8","title":"prompt-engineering-patterns — detailed patterns and worked examples","annotation":"prompt-engineering-patterns — detailed patterns and worked examples captures reusable agent playbook guidance for agent design & orchestration. Use it to give an agent explicit responsibilities, steps and constraints.","state":"published","catalog_feed":{"slug":"ai-agents","url":"https://mdrss.com/s/ai-agents"},"classification":{"domain":"ai-agents","category":"agent-design-and-orchestration","content_type":"guide","tags":["ai-agent-systems","agent-design-and-orchestration","pattern","patterns","prompt-engineering-patterns","detailed","worked","agent","ai-agents","collider-club"],"language":"en","language_confidence":1,"language_source":"publisher"},"publisher":"collider-club","publisher_id":273,"publisher_display_name":"Collider.club","publisher_url":"https://mdrss.com/collider-club","provenance":{"author_type":"human","via_agent":null,"source_url":"https://github.com/wshobson/agents","source_title":"prompt-engineering-patterns — detailed patterns and worked examples","source_kind":"collider-club-curated","license":"MIT"},"signals":{"stars":0,"comments":0,"evidence_score":100,"risk_score":5},"urls":{"card":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901347","permalink":"https://mdrss.com/m/901347","catalog_feed":"https://mdrss.com/s/ai-agents","markdown":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901347/901347.md","file":"https://mdrss.com/api/v1/cards/901347/file","raw":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901347/raw","embed":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901347/embed"},"created_at":"2026-08-04T13:48:43.738Z","updated_at":"2026-08-04T13:54:51.641Z","snapshot_at":"2026-08-04T13:48:43.738Z","classification_domain":"ai-agents"},{"schema":"mdrss.card/v1","id":901346,"version":1,"slug":"chain-of-thought-prompting-collider-96b712272612","title":"Chain-of-Thought Prompting","annotation":"Chain-of-Thought (CoT) prompting elicits step-by-step reasoning from LLMs, dramatically improving performance on complex reasoning, math, and logic tasks. Use it to give an agent explicit responsibilities, steps and constraints.","state":"published","catalog_feed":{"slug":"ai-agents","url":"https://mdrss.com/s/ai-agents"},"classification":{"domain":"ai-agents","category":"agent-design-and-orchestration","content_type":"guide","tags":["ai-agent-systems","agent-design-and-orchestration","reasoning","prompting","cot","chain-of-thought","performance","agent","ai-agents","collider-club"],"language":"en","language_confidence":1,"language_source":"publisher"},"publisher":"collider-club","publisher_id":273,"publisher_display_name":"Collider.club","publisher_url":"https://mdrss.com/collider-club","provenance":{"author_type":"human","via_agent":null,"source_url":"https://github.com/wshobson/agents","source_title":"Chain-of-Thought Prompting","source_kind":"collider-club-curated","license":"MIT"},"signals":{"stars":0,"comments":0,"evidence_score":100,"risk_score":5},"urls":{"card":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901346","permalink":"https://mdrss.com/m/901346","catalog_feed":"https://mdrss.com/s/ai-agents","markdown":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901346/901346.md","file":"https://mdrss.com/api/v1/cards/901346/file","raw":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901346/raw","embed":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901346/embed"},"created_at":"2026-08-04T13:48:43.738Z","updated_at":"2026-08-04T13:54:51.641Z","snapshot_at":"2026-08-04T13:48:43.738Z","classification_domain":"ai-agents"},{"schema":"mdrss.card/v1","id":901345,"version":1,"slug":"llm-evaluation-detailed-patterns-and-worked-examples-collider-8bba41c980ea","title":"llm-evaluation — detailed patterns and worked examples","annotation":"llm-evaluation — detailed patterns and worked examples captures reusable agent playbook guidance for agent design & orchestration. Use it to give an agent explicit responsibilities, steps and constraints.","state":"published","catalog_feed":{"slug":"ai-agents","url":"https://mdrss.com/s/ai-agents"},"classification":{"domain":"ai-agents","category":"agent-design-and-orchestration","content_type":"guide","tags":["ai-agent-systems","agent-design-and-orchestration","evaluation","patterns","testing","llm-evaluation","detailed","agent","ai-agents","collider-club"],"language":"en","language_confidence":1,"language_source":"publisher"},"publisher":"collider-club","publisher_id":273,"publisher_display_name":"Collider.club","publisher_url":"https://mdrss.com/collider-club","provenance":{"author_type":"human","via_agent":null,"source_url":"https://github.com/wshobson/agents","source_title":"llm-evaluation — detailed patterns and worked examples","source_kind":"collider-club-curated","license":"MIT"},"signals":{"stars":0,"comments":0,"evidence_score":100,"risk_score":5},"urls":{"card":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901345","permalink":"https://mdrss.com/m/901345","catalog_feed":"https://mdrss.com/s/ai-agents","markdown":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901345/901345.md","file":"https://mdrss.com/api/v1/cards/901345/file","raw":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901345/raw","embed":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901345/embed"},"created_at":"2026-08-04T13:48:43.738Z","updated_at":"2026-08-04T13:54:51.641Z","snapshot_at":"2026-08-04T13:48:43.738Z","classification_domain":"ai-agents"},{"schema":"mdrss.card/v1","id":901344,"version":1,"slug":"langchain-architecture-detailed-patterns-and-worked-examples-collider-7e991cce1f8b","title":"langchain-architecture — detailed patterns and worked examples","annotation":"langchain-architecture — detailed patterns and worked examples captures reusable agent playbook guidance for agent design & orchestration. Use it to give an agent explicit responsibilities, steps and constraints.","state":"published","catalog_feed":{"slug":"ai-agents","url":"https://mdrss.com/s/ai-agents"},"classification":{"domain":"ai-agents","category":"agent-design-and-orchestration","content_type":"guide","tags":["ai-agent-systems","agent-design-and-orchestration","pattern","memory","patterns","langchain-architecture","detailed","agent","ai-agents","collider-club"],"language":"en","language_confidence":1,"language_source":"publisher"},"publisher":"collider-club","publisher_id":273,"publisher_display_name":"Collider.club","publisher_url":"https://mdrss.com/collider-club","provenance":{"author_type":"human","via_agent":null,"source_url":"https://github.com/wshobson/agents","source_title":"langchain-architecture — detailed patterns and worked examples","source_kind":"collider-club-curated","license":"MIT"},"signals":{"stars":0,"comments":0,"evidence_score":100,"risk_score":5},"urls":{"card":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901344","permalink":"https://mdrss.com/m/901344","catalog_feed":"https://mdrss.com/s/ai-agents","markdown":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901344/901344.md","file":"https://mdrss.com/api/v1/cards/901344/file","raw":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901344/raw","embed":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901344/embed"},"created_at":"2026-08-04T13:48:43.738Z","updated_at":"2026-08-04T13:54:51.641Z","snapshot_at":"2026-08-04T13:48:43.738Z","classification_domain":"ai-agents"},{"schema":"mdrss.card/v1","id":901343,"version":1,"slug":"langchain-langgraph-architecture-collider-d03cc361173b","title":"LangChain & LangGraph Architecture","annotation":"Master modern LangChain 1.x and LangGraph for building sophisticated LLM applications with agents, state management, memory, and tool integration. Use it to give an agent explicit responsibilities, steps and constraints.","state":"published","catalog_feed":{"slug":"ai-agents","url":"https://mdrss.com/s/ai-agents"},"classification":{"domain":"ai-agents","category":"agent-design-and-orchestration","content_type":"guide","tags":["ai-agent-systems","agent-design-and-orchestration","langgraph","langchain","architecture","modern","agents","agent","ai-agents","collider-club"],"language":"en","language_confidence":1,"language_source":"publisher"},"publisher":"collider-club","publisher_id":273,"publisher_display_name":"Collider.club","publisher_url":"https://mdrss.com/collider-club","provenance":{"author_type":"human","via_agent":null,"source_url":"https://github.com/wshobson/agents","source_title":"LangChain & LangGraph Architecture","source_kind":"collider-club-curated","license":"MIT"},"signals":{"stars":0,"comments":0,"evidence_score":100,"risk_score":5},"urls":{"card":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901343","permalink":"https://mdrss.com/m/901343","catalog_feed":"https://mdrss.com/s/ai-agents","markdown":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901343/901343.md","file":"https://mdrss.com/api/v1/cards/901343/file","raw":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901343/raw","embed":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901343/embed"},"created_at":"2026-08-04T13:48:43.738Z","updated_at":"2026-08-04T13:54:51.641Z","snapshot_at":"2026-08-04T13:48:43.738Z","classification_domain":"ai-agents"},{"schema":"mdrss.card/v1","id":901342,"version":1,"slug":"hybrid-search-implementation-templates-and-worked-examples-collider-22da31d68410","title":"hybrid-search-implementation — templates and worked examples","annotation":"hybrid-search-implementation — templates and worked examples captures reusable agent playbook guidance for agent design & orchestration. Use it to give an agent explicit responsibilities, steps and constraints.","state":"published","catalog_feed":{"slug":"ai-agents","url":"https://mdrss.com/s/ai-agents"},"classification":{"domain":"ai-agents","category":"agent-design-and-orchestration","content_type":"guide","tags":["ai-agent-systems","agent-design-and-orchestration","template","templates","hybrid","hybrid-search-implementation","worked","agent","ai-agents","collider-club"],"language":"en","language_confidence":1,"language_source":"publisher"},"publisher":"collider-club","publisher_id":273,"publisher_display_name":"Collider.club","publisher_url":"https://mdrss.com/collider-club","provenance":{"author_type":"human","via_agent":null,"source_url":"https://github.com/wshobson/agents","source_title":"hybrid-search-implementation — templates and worked examples","source_kind":"collider-club-curated","license":"MIT"},"signals":{"stars":0,"comments":0,"evidence_score":100,"risk_score":5},"urls":{"card":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901342","permalink":"https://mdrss.com/m/901342","catalog_feed":"https://mdrss.com/s/ai-agents","markdown":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901342/901342.md","file":"https://mdrss.com/api/v1/cards/901342/file","raw":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901342/raw","embed":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901342/embed"},"created_at":"2026-08-04T13:48:43.738Z","updated_at":"2026-08-04T13:54:51.641Z","snapshot_at":"2026-08-04T13:48:43.738Z","classification_domain":"ai-agents"},{"schema":"mdrss.card/v1","id":901341,"version":1,"slug":"embedding-strategies-templates-and-worked-examples-collider-d4e2f3011825","title":"embedding-strategies — templates and worked examples","annotation":"embedding-strategies — templates and worked examples captures reusable agent playbook guidance for agent design & orchestration. Use it to give an agent explicit responsibilities, steps and constraints.","state":"published","catalog_feed":{"slug":"ai-agents","url":"https://mdrss.com/s/ai-agents"},"classification":{"domain":"ai-agents","category":"agent-design-and-orchestration","content_type":"guide","tags":["ai-agent-systems","agent-design-and-orchestration","template","templates","embeddings","embedding-strategies","worked","agent","ai-agents","collider-club"],"language":"en","language_confidence":1,"language_source":"publisher"},"publisher":"collider-club","publisher_id":273,"publisher_display_name":"Collider.club","publisher_url":"https://mdrss.com/collider-club","provenance":{"author_type":"human","via_agent":null,"source_url":"https://github.com/wshobson/agents","source_title":"embedding-strategies — templates and worked examples","source_kind":"collider-club-curated","license":"MIT"},"signals":{"stars":0,"comments":0,"evidence_score":100,"risk_score":5},"urls":{"card":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901341","permalink":"https://mdrss.com/m/901341","catalog_feed":"https://mdrss.com/s/ai-agents","markdown":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901341/901341.md","file":"https://mdrss.com/api/v1/cards/901341/file","raw":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901341/raw","embed":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901341/embed"},"created_at":"2026-08-04T13:48:43.738Z","updated_at":"2026-08-04T13:54:51.641Z","snapshot_at":"2026-08-04T13:48:43.738Z","classification_domain":"ai-agents"},{"schema":"mdrss.card/v1","id":901340,"version":1,"slug":"ai-assistant-development-collider-f12757a299ac","title":"AI Assistant Development","annotation":"You are an AI assistant development expert specializing in creating intelligent conversational interfaces, chatbots, and AI-powered applications. Design comprehensive AI assistant solutions with natural language understanding, context management, and seamless integrations. Use it to give an agent explicit responsibilities, steps and constraints.","state":"published","catalog_feed":{"slug":"ai-agents","url":"https://mdrss.com/s/ai-agents"},"classification":{"domain":"ai-agents","category":"agent-design-and-orchestration","content_type":"guide","tags":["ai-agent-systems","agent-design-and-orchestration","assistant","context","conversational","design","agent","orchestration","ai-agents","collider-club"],"language":"en","language_confidence":1,"language_source":"publisher"},"publisher":"collider-club","publisher_id":273,"publisher_display_name":"Collider.club","publisher_url":"https://mdrss.com/collider-club","provenance":{"author_type":"human","via_agent":null,"source_url":"https://github.com/wshobson/agents","source_title":"AI Assistant Development","source_kind":"collider-club-curated","license":"MIT"},"signals":{"stars":0,"comments":0,"evidence_score":100,"risk_score":5},"urls":{"card":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901340","permalink":"https://mdrss.com/m/901340","catalog_feed":"https://mdrss.com/s/ai-agents","markdown":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901340/901340.md","file":"https://mdrss.com/api/v1/cards/901340/file","raw":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901340/raw","embed":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901340/embed"},"created_at":"2026-08-04T13:48:43.738Z","updated_at":"2026-08-04T13:54:51.641Z","snapshot_at":"2026-08-04T13:48:43.738Z","classification_domain":"ai-agents"},{"schema":"mdrss.card/v1","id":901339,"version":1,"slug":"prompt-engineer-collider-4ffae739b2a2","title":"Prompt engineer","annotation":"You are an expert prompt engineer specializing in crafting effective prompts for LLMs and optimizing AI system performance through advanced prompting techniques. Use it to give an agent explicit responsibilities, steps and constraints.","state":"published","catalog_feed":{"slug":"ai-agents","url":"https://mdrss.com/s/ai-agents"},"classification":{"domain":"ai-agents","category":"agent-design-and-orchestration","content_type":"guide","tags":["ai-agent-systems","agent-design-and-orchestration","prompt","prompting","performance","advanced","agent","design","ai-agents","collider-club"],"language":"en","language_confidence":1,"language_source":"publisher"},"publisher":"collider-club","publisher_id":273,"publisher_display_name":"Collider.club","publisher_url":"https://mdrss.com/collider-club","provenance":{"author_type":"human","via_agent":null,"source_url":"https://github.com/wshobson/agents","source_title":"Prompt engineer","source_kind":"collider-club-curated","license":"MIT"},"signals":{"stars":0,"comments":0,"evidence_score":100,"risk_score":5},"urls":{"card":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901339","permalink":"https://mdrss.com/m/901339","catalog_feed":"https://mdrss.com/s/ai-agents","markdown":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901339/901339.md","file":"https://mdrss.com/api/v1/cards/901339/file","raw":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901339/raw","embed":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901339/embed"},"created_at":"2026-08-04T13:48:43.738Z","updated_at":"2026-08-04T13:54:51.641Z","snapshot_at":"2026-08-04T13:48:43.738Z","classification_domain":"ai-agents"},{"schema":"mdrss.card/v1","id":901338,"version":1,"slug":"ai-engineer-collider-55430b9d42d2","title":"Ai engineer","annotation":"You are an AI engineer specializing in production-grade LLM applications, generative AI systems, and intelligent agent architectures. Use it to give an agent explicit responsibilities, steps and constraints.","state":"published","catalog_feed":{"slug":"ai-agents","url":"https://mdrss.com/s/ai-agents"},"classification":{"domain":"ai-agents","category":"agent-design-and-orchestration","content_type":"guide","tags":["ai-agent-systems","agent-design-and-orchestration","systems","integration","llm","agent","design","orchestration","ai-agents","collider-club"],"language":"en","language_confidence":1,"language_source":"publisher"},"publisher":"collider-club","publisher_id":273,"publisher_display_name":"Collider.club","publisher_url":"https://mdrss.com/collider-club","provenance":{"author_type":"human","via_agent":null,"source_url":"https://github.com/wshobson/agents","source_title":"Ai engineer","source_kind":"collider-club-curated","license":"MIT"},"signals":{"stars":0,"comments":0,"evidence_score":100,"risk_score":5},"urls":{"card":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901338","permalink":"https://mdrss.com/m/901338","catalog_feed":"https://mdrss.com/s/ai-agents","markdown":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901338/901338.md","file":"https://mdrss.com/api/v1/cards/901338/file","raw":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901338/raw","embed":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901338/embed"},"created_at":"2026-08-04T13:48:43.738Z","updated_at":"2026-08-04T13:54:51.641Z","snapshot_at":"2026-08-04T13:48:43.738Z","classification_domain":"ai-agents"},{"schema":"mdrss.card/v1","id":901337,"version":1,"slug":"kubernetes-service-specification-reference-collider-3c01717b401f","title":"Kubernetes Service Specification Reference","annotation":"Comprehensive reference for Kubernetes Service resources, covering service types, networking, load balancing, and service discovery patterns. Use it to give an agent explicit responsibilities, steps and constraints.","state":"published","catalog_feed":{"slug":"platforms","url":"https://mdrss.com/s/platforms"},"classification":{"domain":"platforms","category":"devops-and-infrastructure","content_type":"guide","tags":["cloud-reliability","devops-and-infrastructure","service","kubernetes","specification","reference","traffic","devops","platforms","collider-club"],"language":"en","language_confidence":1,"language_source":"publisher"},"publisher":"collider-club","publisher_id":273,"publisher_display_name":"Collider.club","publisher_url":"https://mdrss.com/collider-club","provenance":{"author_type":"human","via_agent":null,"source_url":"https://github.com/wshobson/agents","source_title":"Kubernetes Service Specification Reference","source_kind":"collider-club-curated","license":"MIT"},"signals":{"stars":0,"comments":0,"evidence_score":100,"risk_score":5},"urls":{"card":"https://mdrss.com/platforms/devops-and-infrastructure/901337","permalink":"https://mdrss.com/m/901337","catalog_feed":"https://mdrss.com/s/platforms","markdown":"https://mdrss.com/platforms/devops-and-infrastructure/901337/901337.md","file":"https://mdrss.com/api/v1/cards/901337/file","raw":"https://mdrss.com/platforms/devops-and-infrastructure/901337/raw","embed":"https://mdrss.com/platforms/devops-and-infrastructure/901337/embed"},"created_at":"2026-08-04T13:48:43.738Z","updated_at":"2026-08-04T13:54:51.641Z","snapshot_at":"2026-08-04T13:48:43.738Z","classification_domain":"platforms"},{"schema":"mdrss.card/v1","id":901336,"version":1,"slug":"k8s-manifest-generator-detailed-patterns-and-worked-examples-collider-395107c63c79","title":"k8s-manifest-generator — detailed patterns and worked examples","annotation":"The following templates are available in the assets/ directory:. Use it to give an agent explicit responsibilities, steps and constraints.","state":"published","catalog_feed":{"slug":"platforms","url":"https://mdrss.com/s/platforms"},"classification":{"domain":"platforms","category":"devops-and-infrastructure","content_type":"guide","tags":["cloud-reliability","devops-and-infrastructure","create","pattern","patterns","k8s-manifest-generator","detailed","devops","platforms","collider-club"],"language":"en","language_confidence":1,"language_source":"publisher"},"publisher":"collider-club","publisher_id":273,"publisher_display_name":"Collider.club","publisher_url":"https://mdrss.com/collider-club","provenance":{"author_type":"human","via_agent":null,"source_url":"https://github.com/wshobson/agents","source_title":"k8s-manifest-generator — detailed patterns and worked examples","source_kind":"collider-club-curated","license":"MIT"},"signals":{"stars":0,"comments":0,"evidence_score":100,"risk_score":5},"urls":{"card":"https://mdrss.com/platforms/devops-and-infrastructure/901336","permalink":"https://mdrss.com/m/901336","catalog_feed":"https://mdrss.com/s/platforms","markdown":"https://mdrss.com/platforms/devops-and-infrastructure/901336/901336.md","file":"https://mdrss.com/api/v1/cards/901336/file","raw":"https://mdrss.com/platforms/devops-and-infrastructure/901336/raw","embed":"https://mdrss.com/platforms/devops-and-infrastructure/901336/embed"},"created_at":"2026-08-04T13:48:43.738Z","updated_at":"2026-08-04T13:54:51.641Z","snapshot_at":"2026-08-04T13:48:43.738Z","classification_domain":"platforms"},{"schema":"mdrss.card/v1","id":901335,"version":1,"slug":"kubernetes-deployment-specification-reference-collider-27e742ab71df","title":"Kubernetes Deployment Specification Reference","annotation":"Comprehensive reference for Kubernetes Deployment resources, covering all key fields, best practices, and common patterns. Use it to give an agent explicit responsibilities, steps and constraints.","state":"published","catalog_feed":{"slug":"platforms","url":"https://mdrss.com/s/platforms"},"classification":{"domain":"platforms","category":"devops-and-infrastructure","content_type":"guide","tags":["cloud-reliability","devops-and-infrastructure","deployment","reference","fields","kubernetes","specification","devops","platforms","collider-club"],"language":"en","language_confidence":1,"language_source":"publisher"},"publisher":"collider-club","publisher_id":273,"publisher_display_name":"Collider.club","publisher_url":"https://mdrss.com/collider-club","provenance":{"author_type":"human","via_agent":null,"source_url":"https://github.com/wshobson/agents","source_title":"Kubernetes Deployment Specification Reference","source_kind":"collider-club-curated","license":"MIT"},"signals":{"stars":0,"comments":0,"evidence_score":100,"risk_score":5},"urls":{"card":"https://mdrss.com/platforms/devops-and-infrastructure/901335","permalink":"https://mdrss.com/m/901335","catalog_feed":"https://mdrss.com/s/platforms","markdown":"https://mdrss.com/platforms/devops-and-infrastructure/901335/901335.md","file":"https://mdrss.com/api/v1/cards/901335/file","raw":"https://mdrss.com/platforms/devops-and-infrastructure/901335/raw","embed":"https://mdrss.com/platforms/devops-and-infrastructure/901335/embed"},"created_at":"2026-08-04T13:48:43.738Z","updated_at":"2026-08-04T13:54:51.641Z","snapshot_at":"2026-08-04T13:48:43.738Z","classification_domain":"platforms"},{"schema":"mdrss.card/v1","id":901334,"version":1,"slug":"helm-chart-scaffolding-detailed-patterns-and-worked-examples-collider-817b27802430","title":"helm-chart-scaffolding — detailed patterns and worked examples","annotation":"helm-chart-scaffolding — detailed patterns and worked examples captures reusable agent playbook guidance for api, backend & databases. Use it to give an agent explicit responsibilities, steps and constraints.","state":"published","catalog_feed":{"slug":"software-craft","url":"https://mdrss.com/s/software-craft"},"classification":{"domain":"software-craft","category":"api-backend-and-databases","content_type":"guide","tags":["software-architecture-backend","api-backend-and-databases","pattern","patterns","helm-chart-scaffolding","detailed","worked","backend","software-craft","collider-club"],"language":"en","language_confidence":1,"language_source":"publisher"},"publisher":"collider-club","publisher_id":273,"publisher_display_name":"Collider.club","publisher_url":"https://mdrss.com/collider-club","provenance":{"author_type":"human","via_agent":null,"source_url":"https://github.com/wshobson/agents","source_title":"helm-chart-scaffolding — detailed patterns and worked examples","source_kind":"collider-club-curated","license":"MIT"},"signals":{"stars":0,"comments":0,"evidence_score":100,"risk_score":5},"urls":{"card":"https://mdrss.com/software-craft/api-backend-and-databases/901334","permalink":"https://mdrss.com/m/901334","catalog_feed":"https://mdrss.com/s/software-craft","markdown":"https://mdrss.com/software-craft/api-backend-and-databases/901334/901334.md","file":"https://mdrss.com/api/v1/cards/901334/file","raw":"https://mdrss.com/software-craft/api-backend-and-databases/901334/raw","embed":"https://mdrss.com/software-craft/api-backend-and-databases/901334/embed"},"created_at":"2026-08-04T13:48:43.738Z","updated_at":"2026-08-04T13:54:51.641Z","snapshot_at":"2026-08-04T13:48:43.738Z","classification_domain":"software-craft"},{"schema":"mdrss.card/v1","id":901333,"version":1,"slug":"helm-chart-structure-reference-collider-ff20223073fa","title":"Helm Chart Structure Reference","annotation":"Complete guide to Helm chart organization, file conventions, and best practices. Use it to give an agent explicit responsibilities, steps and constraints.","state":"published","catalog_feed":{"slug":"software-craft","url":"https://mdrss.com/s/software-craft"},"classification":{"domain":"software-craft","category":"api-backend-and-databases","content_type":"guide","tags":["software-architecture-backend","api-backend-and-databases","chart","helm","structure","dependencies","reference","backend","software-craft","collider-club"],"language":"en","language_confidence":1,"language_source":"publisher"},"publisher":"collider-club","publisher_id":273,"publisher_display_name":"Collider.club","publisher_url":"https://mdrss.com/collider-club","provenance":{"author_type":"human","via_agent":null,"source_url":"https://github.com/wshobson/agents","source_title":"Helm Chart Structure Reference","source_kind":"collider-club-curated","license":"MIT"},"signals":{"stars":0,"comments":0,"evidence_score":100,"risk_score":5},"urls":{"card":"https://mdrss.com/software-craft/api-backend-and-databases/901333","permalink":"https://mdrss.com/m/901333","catalog_feed":"https://mdrss.com/s/software-craft","markdown":"https://mdrss.com/software-craft/api-backend-and-databases/901333/901333.md","file":"https://mdrss.com/api/v1/cards/901333/file","raw":"https://mdrss.com/software-craft/api-backend-and-databases/901333/raw","embed":"https://mdrss.com/software-craft/api-backend-and-databases/901333/embed"},"created_at":"2026-08-04T13:48:43.738Z","updated_at":"2026-08-04T13:54:51.641Z","snapshot_at":"2026-08-04T13:48:43.738Z","classification_domain":"software-craft"},{"schema":"mdrss.card/v1","id":901332,"version":1,"slug":"typescript-advanced-types-detailed-worked-examples-collider-2b7b9de810fe","title":"typescript-advanced-types — detailed worked examples","annotation":"typescript-advanced-types — detailed worked examples captures reusable agent playbook guidance for programming & runtime. Use it to give an agent explicit responsibilities, steps and constraints.","state":"published","catalog_feed":{"slug":"software-craft","url":"https://mdrss.com/s/software-craft"},"classification":{"domain":"software-craft","category":"programming-and-runtime","content_type":"guide","tags":["software-architecture-backend","programming-runtime","pattern","type-safe","type","typescript-advanced-types","detailed","programming","software-craft","collider-club"],"language":"en","language_confidence":1,"language_source":"publisher"},"publisher":"collider-club","publisher_id":273,"publisher_display_name":"Collider.club","publisher_url":"https://mdrss.com/collider-club","provenance":{"author_type":"human","via_agent":null,"source_url":"https://github.com/wshobson/agents","source_title":"typescript-advanced-types — detailed worked examples","source_kind":"collider-club-curated","license":"MIT"},"signals":{"stars":0,"comments":0,"evidence_score":100,"risk_score":5},"urls":{"card":"https://mdrss.com/software-craft/programming-and-runtime/901332","permalink":"https://mdrss.com/m/901332","catalog_feed":"https://mdrss.com/s/software-craft","markdown":"https://mdrss.com/software-craft/programming-and-runtime/901332/901332.md","file":"https://mdrss.com/api/v1/cards/901332/file","raw":"https://mdrss.com/software-craft/programming-and-runtime/901332/raw","embed":"https://mdrss.com/software-craft/programming-and-runtime/901332/embed"},"created_at":"2026-08-04T13:48:43.738Z","updated_at":"2026-08-04T13:54:51.641Z","snapshot_at":"2026-08-04T13:48:43.738Z","classification_domain":"software-craft"},{"schema":"mdrss.card/v1","id":901331,"version":1,"slug":"typescript-advanced-types-collider-03cb3b803639","title":"TypeScript Advanced Types","annotation":"Comprehensive guidance for mastering TypeScript's advanced type system including generics, conditional types, mapped types, template literal types, and utility types for building robust, type-safe applications. Use it to give an agent explicit responsibilities, steps and constraints.","state":"published","catalog_feed":{"slug":"software-craft","url":"https://mdrss.com/s/software-craft"},"classification":{"domain":"software-craft","category":"programming-and-runtime","content_type":"guide","tags":["software-architecture-backend","programming-runtime","types","typescript","advanced","type","generics","programming","software-craft","collider-club"],"language":"en","language_confidence":1,"language_source":"publisher"},"publisher":"collider-club","publisher_id":273,"publisher_display_name":"Collider.club","publisher_url":"https://mdrss.com/collider-club","provenance":{"author_type":"human","via_agent":null,"source_url":"https://github.com/wshobson/agents","source_title":"TypeScript Advanced Types","source_kind":"collider-club-curated","license":"MIT"},"signals":{"stars":0,"comments":0,"evidence_score":100,"risk_score":5},"urls":{"card":"https://mdrss.com/software-craft/programming-and-runtime/901331","permalink":"https://mdrss.com/m/901331","catalog_feed":"https://mdrss.com/s/software-craft","markdown":"https://mdrss.com/software-craft/programming-and-runtime/901331/901331.md","file":"https://mdrss.com/api/v1/cards/901331/file","raw":"https://mdrss.com/software-craft/programming-and-runtime/901331/raw","embed":"https://mdrss.com/software-craft/programming-and-runtime/901331/embed"},"created_at":"2026-08-04T13:48:43.738Z","updated_at":"2026-08-04T13:54:51.641Z","snapshot_at":"2026-08-04T13:48:43.738Z","classification_domain":"software-craft"},{"schema":"mdrss.card/v1","id":901330,"version":1,"slug":"nodejs-backend-patterns-detailed-patterns-and-worked-examples-collider-9014ff41c772","title":"nodejs-backend-patterns — detailed patterns and worked examples","annotation":"Use a DI container to wire up repositories, services, and controllers. For a full container implementation, see references/advanced-patterns.md. Use it to give an agent explicit responsibilities, steps and constraints.","state":"published","catalog_feed":{"slug":"software-craft","url":"https://mdrss.com/s/software-craft"},"classification":{"domain":"software-craft","category":"programming-and-runtime","content_type":"guide","tags":["software-architecture-backend","programming-runtime","patterns","middleware","error","nodejs-backend-patterns","detailed","programming","software-craft","collider-club"],"language":"en","language_confidence":1,"language_source":"publisher"},"publisher":"collider-club","publisher_id":273,"publisher_display_name":"Collider.club","publisher_url":"https://mdrss.com/collider-club","provenance":{"author_type":"human","via_agent":null,"source_url":"https://github.com/wshobson/agents","source_title":"nodejs-backend-patterns — detailed patterns and worked examples","source_kind":"collider-club-curated","license":"MIT"},"signals":{"stars":0,"comments":0,"evidence_score":100,"risk_score":5},"urls":{"card":"https://mdrss.com/software-craft/programming-and-runtime/901330","permalink":"https://mdrss.com/m/901330","catalog_feed":"https://mdrss.com/s/software-craft","markdown":"https://mdrss.com/software-craft/programming-and-runtime/901330/901330.md","file":"https://mdrss.com/api/v1/cards/901330/file","raw":"https://mdrss.com/software-craft/programming-and-runtime/901330/raw","embed":"https://mdrss.com/software-craft/programming-and-runtime/901330/embed"},"created_at":"2026-08-04T13:48:43.738Z","updated_at":"2026-08-04T13:54:51.641Z","snapshot_at":"2026-08-04T13:48:43.738Z","classification_domain":"software-craft"},{"schema":"mdrss.card/v1","id":901329,"version":1,"slug":"node-js-advanced-patterns-collider-dc8b0e9a754e","title":"Node.js Advanced Patterns","annotation":"Advanced patterns for dependency injection, database integration, authentication, caching, and API response formatting. Use it to give an agent explicit responsibilities, steps and constraints.","state":"published","catalog_feed":{"slug":"software-craft","url":"https://mdrss.com/s/software-craft"},"classification":{"domain":"software-craft","category":"programming-and-runtime","content_type":"guide","tags":["software-architecture-backend","programming-runtime","patterns","advanced","authentication","node-js","dependency","programming","software-craft","collider-club"],"language":"en","language_confidence":1,"language_source":"publisher"},"publisher":"collider-club","publisher_id":273,"publisher_display_name":"Collider.club","publisher_url":"https://mdrss.com/collider-club","provenance":{"author_type":"human","via_agent":null,"source_url":"https://github.com/wshobson/agents","source_title":"Node.js Advanced Patterns","source_kind":"collider-club-curated","license":"MIT"},"signals":{"stars":0,"comments":0,"evidence_score":100,"risk_score":5},"urls":{"card":"https://mdrss.com/software-craft/programming-and-runtime/901329","permalink":"https://mdrss.com/m/901329","catalog_feed":"https://mdrss.com/s/software-craft","markdown":"https://mdrss.com/software-craft/programming-and-runtime/901329/901329.md","file":"https://mdrss.com/api/v1/cards/901329/file","raw":"https://mdrss.com/software-craft/programming-and-runtime/901329/raw","embed":"https://mdrss.com/software-craft/programming-and-runtime/901329/embed"},"created_at":"2026-08-04T13:48:41.831Z","updated_at":"2026-08-04T13:54:51.641Z","snapshot_at":"2026-08-04T13:48:41.831Z","classification_domain":"software-craft"},{"schema":"mdrss.card/v1","id":901328,"version":1,"slug":"modern-javascript-patterns-detailed-patterns-and-worked-examples-collider-959cb35f3f2c","title":"modern-javascript-patterns — detailed patterns and worked examples","annotation":"Functional programming in JavaScript centers on pure functions, immutability, and composable transformations. Use it to give an agent explicit responsibilities, steps and constraints.","state":"published","catalog_feed":{"slug":"software-craft","url":"https://mdrss.com/s/software-craft"},"classification":{"domain":"software-craft","category":"programming-and-runtime","content_type":"guide","tags":["software-architecture-backend","programming-runtime","patterns","modern-javascript-patterns","detailed","worked","examples","programming","software-craft","collider-club"],"language":"en","language_confidence":1,"language_source":"publisher"},"publisher":"collider-club","publisher_id":273,"publisher_display_name":"Collider.club","publisher_url":"https://mdrss.com/collider-club","provenance":{"author_type":"human","via_agent":null,"source_url":"https://github.com/wshobson/agents","source_title":"modern-javascript-patterns — detailed patterns and worked examples","source_kind":"collider-club-curated","license":"MIT"},"signals":{"stars":0,"comments":0,"evidence_score":100,"risk_score":5},"urls":{"card":"https://mdrss.com/software-craft/programming-and-runtime/901328","permalink":"https://mdrss.com/m/901328","catalog_feed":"https://mdrss.com/s/software-craft","markdown":"https://mdrss.com/software-craft/programming-and-runtime/901328/901328.md","file":"https://mdrss.com/api/v1/cards/901328/file","raw":"https://mdrss.com/software-craft/programming-and-runtime/901328/raw","embed":"https://mdrss.com/software-craft/programming-and-runtime/901328/embed"},"created_at":"2026-08-04T13:48:41.831Z","updated_at":"2026-08-04T13:54:51.641Z","snapshot_at":"2026-08-04T13:48:41.831Z","classification_domain":"software-craft"},{"schema":"mdrss.card/v1","id":901327,"version":1,"slug":"advanced-modern-javascript-patterns-collider-b2683d0c17e7","title":"Advanced Modern JavaScript Patterns","annotation":"Advanced patterns covering functional programming, modern class features, ES6 modules, iterators, generators, modern operators, and performance optimization. Use it to give an agent explicit responsibilities, steps and constraints.","state":"published","catalog_feed":{"slug":"software-craft","url":"https://mdrss.com/s/software-craft"},"classification":{"domain":"software-craft","category":"programming-and-runtime","content_type":"guide","tags":["software-architecture-backend","programming-runtime","modern","patterns","advanced","javascript","functional","programming","software-craft","collider-club"],"language":"en","language_confidence":1,"language_source":"publisher"},"publisher":"collider-club","publisher_id":273,"publisher_display_name":"Collider.club","publisher_url":"https://mdrss.com/collider-club","provenance":{"author_type":"human","via_agent":null,"source_url":"https://github.com/wshobson/agents","source_title":"Advanced Modern JavaScript Patterns","source_kind":"collider-club-curated","license":"MIT"},"signals":{"stars":0,"comments":0,"evidence_score":100,"risk_score":5},"urls":{"card":"https://mdrss.com/software-craft/programming-and-runtime/901327","permalink":"https://mdrss.com/m/901327","catalog_feed":"https://mdrss.com/s/software-craft","markdown":"https://mdrss.com/software-craft/programming-and-runtime/901327/901327.md","file":"https://mdrss.com/api/v1/cards/901327/file","raw":"https://mdrss.com/software-craft/programming-and-runtime/901327/raw","embed":"https://mdrss.com/software-craft/programming-and-runtime/901327/embed"},"created_at":"2026-08-04T13:48:41.831Z","updated_at":"2026-08-04T13:54:51.641Z","snapshot_at":"2026-08-04T13:48:41.831Z","classification_domain":"software-craft"},{"schema":"mdrss.card/v1","id":901326,"version":1,"slug":"advanced-javascript-testing-patterns-collider-57602fb3f75f","title":"Advanced JavaScript Testing Patterns","annotation":"Advanced patterns for integration testing, frontend component testing, fixtures, snapshot testing, coverage, and common test utilities. Use it to give an agent explicit responsibilities, steps and constraints.","state":"published","catalog_feed":{"slug":"software-craft","url":"https://mdrss.com/s/software-craft"},"classification":{"domain":"software-craft","category":"programming-and-runtime","content_type":"guide","tags":["software-architecture-backend","programming-runtime","testing","patterns","integration","pattern","advanced","programming","software-craft","collider-club"],"language":"en","language_confidence":1,"language_source":"publisher"},"publisher":"collider-club","publisher_id":273,"publisher_display_name":"Collider.club","publisher_url":"https://mdrss.com/collider-club","provenance":{"author_type":"human","via_agent":null,"source_url":"https://github.com/wshobson/agents","source_title":"Advanced JavaScript Testing Patterns","source_kind":"collider-club-curated","license":"MIT"},"signals":{"stars":0,"comments":0,"evidence_score":100,"risk_score":5},"urls":{"card":"https://mdrss.com/software-craft/programming-and-runtime/901326","permalink":"https://mdrss.com/m/901326","catalog_feed":"https://mdrss.com/s/software-craft","markdown":"https://mdrss.com/software-craft/programming-and-runtime/901326/901326.md","file":"https://mdrss.com/api/v1/cards/901326/file","raw":"https://mdrss.com/software-craft/programming-and-runtime/901326/raw","embed":"https://mdrss.com/software-craft/programming-and-runtime/901326/embed"},"created_at":"2026-08-04T13:48:41.831Z","updated_at":"2026-08-04T13:54:51.641Z","snapshot_at":"2026-08-04T13:48:41.831Z","classification_domain":"software-craft"},{"schema":"mdrss.card/v1","id":901325,"version":1,"slug":"javascript-testing-patterns-collider-5ef1827e7c8c","title":"JavaScript Testing Patterns","annotation":"Comprehensive guide for implementing robust testing strategies in JavaScript/TypeScript applications using modern testing frameworks and best practices. Use it to give an agent explicit responsibilities, steps and constraints.","state":"published","catalog_feed":{"slug":"software-craft","url":"https://mdrss.com/s/software-craft"},"classification":{"domain":"software-craft","category":"programming-and-runtime","content_type":"guide","tags":["software-architecture-backend","programming-runtime","testing","pattern","patterns","javascript","functions","programming","software-craft","collider-club"],"language":"en","language_confidence":1,"language_source":"publisher"},"publisher":"collider-club","publisher_id":273,"publisher_display_name":"Collider.club","publisher_url":"https://mdrss.com/collider-club","provenance":{"author_type":"human","via_agent":null,"source_url":"https://github.com/wshobson/agents","source_title":"JavaScript Testing Patterns","source_kind":"collider-club-curated","license":"MIT"},"signals":{"stars":0,"comments":0,"evidence_score":100,"risk_score":5},"urls":{"card":"https://mdrss.com/software-craft/programming-and-runtime/901325","permalink":"https://mdrss.com/m/901325","catalog_feed":"https://mdrss.com/s/software-craft","markdown":"https://mdrss.com/software-craft/programming-and-runtime/901325/901325.md","file":"https://mdrss.com/api/v1/cards/901325/file","raw":"https://mdrss.com/software-craft/programming-and-runtime/901325/raw","embed":"https://mdrss.com/software-craft/programming-and-runtime/901325/embed"},"created_at":"2026-08-04T13:48:41.831Z","updated_at":"2026-08-04T13:54:51.641Z","snapshot_at":"2026-08-04T13:48:41.831Z","classification_domain":"software-craft"},{"schema":"mdrss.card/v1","id":901324,"version":1,"slug":"typescript-project-scaffolding-collider-f81571e039f3","title":"TypeScript Project Scaffolding","annotation":"You are a TypeScript project architecture expert specializing in scaffolding production-ready Node.js and frontend applications. Generate complete project structures with modern tooling (pnpm, Vite, Next.js), type safety, testing setup, and configuration following current best pr. Use it to give an agent explicit responsibilities, steps and constraints.","state":"published","catalog_feed":{"slug":"software-craft","url":"https://mdrss.com/s/software-craft"},"classification":{"domain":"software-craft","category":"programming-and-runtime","content_type":"guide","tags":["software-architecture-backend","programming-runtime","project","generate","typescript","structure","scaffolding","programming","software-craft","collider-club"],"language":"en","language_confidence":1,"language_source":"publisher"},"publisher":"collider-club","publisher_id":273,"publisher_display_name":"Collider.club","publisher_url":"https://mdrss.com/collider-club","provenance":{"author_type":"human","via_agent":null,"source_url":"https://github.com/wshobson/agents","source_title":"TypeScript Project Scaffolding","source_kind":"collider-club-curated","license":"MIT"},"signals":{"stars":0,"comments":0,"evidence_score":100,"risk_score":5},"urls":{"card":"https://mdrss.com/software-craft/programming-and-runtime/901324","permalink":"https://mdrss.com/m/901324","catalog_feed":"https://mdrss.com/s/software-craft","markdown":"https://mdrss.com/software-craft/programming-and-runtime/901324/901324.md","file":"https://mdrss.com/api/v1/cards/901324/file","raw":"https://mdrss.com/software-craft/programming-and-runtime/901324/raw","embed":"https://mdrss.com/software-craft/programming-and-runtime/901324/embed"},"created_at":"2026-08-04T13:48:41.831Z","updated_at":"2026-08-04T13:54:51.641Z","snapshot_at":"2026-08-04T13:48:41.831Z","classification_domain":"software-craft"},{"schema":"mdrss.card/v1","id":901323,"version":1,"slug":"on-call-handoff-patterns-templates-and-worked-examples-collider-62fa7da2b882","title":"on-call-handoff-patterns — templates and worked examples","annotation":"1. API latency around 02:00-03:00 UTC (backup window) 2. Auth service memory (restart if 80%). Use it to give an agent explicit responsibilities, steps and constraints.","state":"published","catalog_feed":{"slug":"security","url":"https://mdrss.com/s/security"},"classification":{"domain":"security","category":"forensics-and-reverse-engineering","content_type":"guide","tags":["security-privacy-compliance","forensics-reverse-engineering","handoff","templates","service","on-call-handoff-patterns","worked","forensics","security","collider-club"],"language":"en","language_confidence":1,"language_source":"publisher"},"publisher":"collider-club","publisher_id":273,"publisher_display_name":"Collider.club","publisher_url":"https://mdrss.com/collider-club","provenance":{"author_type":"human","via_agent":null,"source_url":"https://github.com/wshobson/agents","source_title":"on-call-handoff-patterns — templates and worked examples","source_kind":"collider-club-curated","license":"MIT"},"signals":{"stars":0,"comments":0,"evidence_score":100,"risk_score":5},"urls":{"card":"https://mdrss.com/security/forensics-and-reverse-engineering/901323","permalink":"https://mdrss.com/m/901323","catalog_feed":"https://mdrss.com/s/security","markdown":"https://mdrss.com/security/forensics-and-reverse-engineering/901323/901323.md","file":"https://mdrss.com/api/v1/cards/901323/file","raw":"https://mdrss.com/security/forensics-and-reverse-engineering/901323/raw","embed":"https://mdrss.com/security/forensics-and-reverse-engineering/901323/embed"},"created_at":"2026-08-04T13:48:41.831Z","updated_at":"2026-08-04T13:54:51.641Z","snapshot_at":"2026-08-04T13:48:41.831Z","classification_domain":"security"},{"schema":"mdrss.card/v1","id":901322,"version":1,"slug":"incident-runbook-templates-collider-a289a4f6f0ec","title":"Incident Runbook Templates","annotation":"Production-ready templates for incident response runbooks covering detection, triage, mitigation, resolution, and communication. Use it to give an agent explicit responsibilities, steps and constraints.","state":"published","catalog_feed":{"slug":"security","url":"https://mdrss.com/s/security"},"classification":{"domain":"security","category":"forensics-and-reverse-engineering","content_type":"guide","tags":["security-privacy-compliance","forensics-reverse-engineering","runbook","incident","templates","steps","commands","forensics","security","collider-club"],"language":"en","language_confidence":1,"language_source":"publisher"},"publisher":"collider-club","publisher_id":273,"publisher_display_name":"Collider.club","publisher_url":"https://mdrss.com/collider-club","provenance":{"author_type":"human","via_agent":null,"source_url":"https://github.com/wshobson/agents","source_title":"Incident Runbook Templates","source_kind":"collider-club-curated","license":"MIT"},"signals":{"stars":0,"comments":0,"evidence_score":100,"risk_score":5},"urls":{"card":"https://mdrss.com/security/forensics-and-reverse-engineering/901322","permalink":"https://mdrss.com/m/901322","catalog_feed":"https://mdrss.com/s/security","markdown":"https://mdrss.com/security/forensics-and-reverse-engineering/901322/901322.md","file":"https://mdrss.com/api/v1/cards/901322/file","raw":"https://mdrss.com/security/forensics-and-reverse-engineering/901322/raw","embed":"https://mdrss.com/security/forensics-and-reverse-engineering/901322/embed"},"created_at":"2026-08-04T13:48:41.831Z","updated_at":"2026-08-04T13:54:51.641Z","snapshot_at":"2026-08-04T13:48:41.831Z","classification_domain":"security"},{"schema":"mdrss.card/v1","id":901321,"version":1,"slug":"intelligent-issue-resolution-orchestrator-collider-a2f64068441a","title":"Intelligent Issue Resolution Orchestrator","annotation":"You MUST follow these rules exactly. Violating any of them is a failure. Use it to give an agent explicit responsibilities, steps and constraints.","state":"published","catalog_feed":{"slug":"security","url":"https://mdrss.com/s/security"},"classification":{"domain":"security","category":"forensics-and-reverse-engineering","content_type":"guide","tags":["security-privacy-compliance","forensics-reverse-engineering","step","phase","issue","steps","deep","forensics","security","collider-club"],"language":"en","language_confidence":1,"language_source":"publisher"},"publisher":"collider-club","publisher_id":273,"publisher_display_name":"Collider.club","publisher_url":"https://mdrss.com/collider-club","provenance":{"author_type":"human","via_agent":null,"source_url":"https://github.com/wshobson/agents","source_title":"Intelligent Issue Resolution Orchestrator","source_kind":"collider-club-curated","license":"MIT"},"signals":{"stars":0,"comments":0,"evidence_score":100,"risk_score":5},"urls":{"card":"https://mdrss.com/security/forensics-and-reverse-engineering/901321","permalink":"https://mdrss.com/m/901321","catalog_feed":"https://mdrss.com/s/security","markdown":"https://mdrss.com/security/forensics-and-reverse-engineering/901321/901321.md","file":"https://mdrss.com/api/v1/cards/901321/file","raw":"https://mdrss.com/security/forensics-and-reverse-engineering/901321/raw","embed":"https://mdrss.com/security/forensics-and-reverse-engineering/901321/embed"},"created_at":"2026-08-04T13:48:41.831Z","updated_at":"2026-08-04T13:54:51.641Z","snapshot_at":"2026-08-04T13:48:41.831Z","classification_domain":"security"},{"schema":"mdrss.card/v1","id":901320,"version":1,"slug":"incident-response-orchestrator-collider-2495704d56a7","title":"Incident Response Orchestrator","annotation":"You MUST follow these rules exactly. Violating any of them is a failure. Use it to give an agent explicit responsibilities, steps and constraints.","state":"published","catalog_feed":{"slug":"security","url":"https://mdrss.com/s/security"},"classification":{"domain":"security","category":"forensics-and-reverse-engineering","content_type":"guide","tags":["security-privacy-compliance","forensics-reverse-engineering","step","phase","incident","steps","checkpoint","forensics","security","collider-club"],"language":"en","language_confidence":1,"language_source":"publisher"},"publisher":"collider-club","publisher_id":273,"publisher_display_name":"Collider.club","publisher_url":"https://mdrss.com/collider-club","provenance":{"author_type":"human","via_agent":null,"source_url":"https://github.com/wshobson/agents","source_title":"Incident Response Orchestrator","source_kind":"collider-club-curated","license":"MIT"},"signals":{"stars":0,"comments":0,"evidence_score":100,"risk_score":5},"urls":{"card":"https://mdrss.com/security/forensics-and-reverse-engineering/901320","permalink":"https://mdrss.com/m/901320","catalog_feed":"https://mdrss.com/s/security","markdown":"https://mdrss.com/security/forensics-and-reverse-engineering/901320/901320.md","file":"https://mdrss.com/api/v1/cards/901320/file","raw":"https://mdrss.com/security/forensics-and-reverse-engineering/901320/raw","embed":"https://mdrss.com/security/forensics-and-reverse-engineering/901320/embed"},"created_at":"2026-08-04T13:48:41.831Z","updated_at":"2026-08-04T13:54:51.641Z","snapshot_at":"2026-08-04T13:48:41.831Z","classification_domain":"security"},{"schema":"mdrss.card/v1","id":901319,"version":1,"slug":"incident-responder-collider-3d44ead6220d","title":"Incident responder","annotation":"You are an incident response specialist with comprehensive Site Reliability Engineering (SRE) expertise. When activated, you must act with urgency while maintaining precision and following modern incident management best practices. Use it to give an agent explicit responsibilities, steps and constraints.","state":"published","catalog_feed":{"slug":"security","url":"https://mdrss.com/s/security"},"classification":{"domain":"security","category":"forensics-and-reverse-engineering","content_type":"guide","tags":["security-privacy-compliance","forensics-reverse-engineering","incident","immediate","investigation","communication","forensics","reverse","security","collider-club"],"language":"en","language_confidence":1,"language_source":"publisher"},"publisher":"collider-club","publisher_id":273,"publisher_display_name":"Collider.club","publisher_url":"https://mdrss.com/collider-club","provenance":{"author_type":"human","via_agent":null,"source_url":"https://github.com/wshobson/agents","source_title":"Incident responder","source_kind":"collider-club-curated","license":"MIT"},"signals":{"stars":0,"comments":0,"evidence_score":100,"risk_score":5},"urls":{"card":"https://mdrss.com/security/forensics-and-reverse-engineering/901319","permalink":"https://mdrss.com/m/901319","catalog_feed":"https://mdrss.com/s/security","markdown":"https://mdrss.com/security/forensics-and-reverse-engineering/901319/901319.md","file":"https://mdrss.com/api/v1/cards/901319/file","raw":"https://mdrss.com/security/forensics-and-reverse-engineering/901319/raw","embed":"https://mdrss.com/security/forensics-and-reverse-engineering/901319/embed"},"created_at":"2026-08-04T13:48:41.831Z","updated_at":"2026-08-04T13:54:51.641Z","snapshot_at":"2026-08-04T13:48:41.831Z","classification_domain":"security"},{"schema":"mdrss.card/v1","id":901318,"version":1,"slug":"gdpr-data-handling-detailed-worked-examples-collider-7a8da4d41b0c","title":"gdpr-data-handling — detailed worked examples","annotation":"gdpr-data-handling — detailed worked examples captures reusable agent playbook guidance for cryptography, privacy & compliance. Use it to give an agent explicit responsibilities, steps and constraints.","state":"published","catalog_feed":{"slug":"security","url":"https://mdrss.com/s/security"},"classification":{"domain":"security","category":"cryptography-privacy-and-compliance","content_type":"guide","tags":["security-privacy-compliance","cryptography-privacy-compliance","pattern","gdpr-data-handling","detailed","worked","examples","cryptography","security","collider-club"],"language":"en","language_confidence":1,"language_source":"publisher"},"publisher":"collider-club","publisher_id":273,"publisher_display_name":"Collider.club","publisher_url":"https://mdrss.com/collider-club","provenance":{"author_type":"human","via_agent":null,"source_url":"https://github.com/wshobson/agents","source_title":"gdpr-data-handling — detailed worked examples","source_kind":"collider-club-curated","license":"MIT"},"signals":{"stars":0,"comments":0,"evidence_score":100,"risk_score":5},"urls":{"card":"https://mdrss.com/security/cryptography-privacy-and-compliance/901318","permalink":"https://mdrss.com/m/901318","catalog_feed":"https://mdrss.com/s/security","markdown":"https://mdrss.com/security/cryptography-privacy-and-compliance/901318/901318.md","file":"https://mdrss.com/api/v1/cards/901318/file","raw":"https://mdrss.com/security/cryptography-privacy-and-compliance/901318/raw","embed":"https://mdrss.com/security/cryptography-privacy-and-compliance/901318/embed"},"created_at":"2026-08-04T13:48:41.831Z","updated_at":"2026-08-04T13:54:51.641Z","snapshot_at":"2026-08-04T13:48:41.831Z","classification_domain":"security"},{"schema":"mdrss.card/v1","id":901317,"version":1,"slug":"employment-contract-templates-templates-and-worked-examples-collider-f4d1982a4f68","title":"employment-contract-templates — templates and worked examples","annotation":"employment-contract-templates — templates and worked examples captures reusable agent playbook guidance for cryptography, privacy & compliance. Use it to give an agent explicit responsibilities, steps and constraints.","state":"published","catalog_feed":{"slug":"security","url":"https://mdrss.com/s/security"},"classification":{"domain":"security","category":"cryptography-privacy-and-compliance","content_type":"guide","tags":["security-privacy-compliance","cryptography-privacy-compliance","templates","template","employment-contract-templates","worked","examples","cryptography","security","collider-club"],"language":"en","language_confidence":1,"language_source":"publisher"},"publisher":"collider-club","publisher_id":273,"publisher_display_name":"Collider.club","publisher_url":"https://mdrss.com/collider-club","provenance":{"author_type":"human","via_agent":null,"source_url":"https://github.com/wshobson/agents","source_title":"employment-contract-templates — templates and worked examples","source_kind":"collider-club-curated","license":"MIT"},"signals":{"stars":0,"comments":0,"evidence_score":100,"risk_score":5},"urls":{"card":"https://mdrss.com/security/cryptography-privacy-and-compliance/901317","permalink":"https://mdrss.com/m/901317","catalog_feed":"https://mdrss.com/s/security","markdown":"https://mdrss.com/security/cryptography-privacy-and-compliance/901317/901317.md","file":"https://mdrss.com/api/v1/cards/901317/file","raw":"https://mdrss.com/security/cryptography-privacy-and-compliance/901317/raw","embed":"https://mdrss.com/security/cryptography-privacy-and-compliance/901317/embed"},"created_at":"2026-08-04T13:48:41.831Z","updated_at":"2026-08-04T13:54:51.641Z","snapshot_at":"2026-08-04T13:48:41.831Z","classification_domain":"security"},{"schema":"mdrss.card/v1","id":901316,"version":1,"slug":"onboard-collider-ab72aaea7455","title":"Onboard","annotation":"You are an expert onboarding specialist and knowledge transfer architect with deep experience in remote-first organizations, technical team integration, and accelerated learning methodologies. Your role is to ensure smooth, comprehensive onboarding that transforms new team me. Use it to give an agent explicit responsibilities, steps and constraints.","state":"published","catalog_feed":{"slug":"software-craft","url":"https://mdrss.com/s/software-craft"},"classification":{"domain":"software-craft","category":"testing-and-documentation","content_type":"guide","tags":["software-architecture-backend","testing-documentation","onboarding","team","day","onboard","integration","testing","software-craft","collider-club"],"language":"en","language_confidence":1,"language_source":"publisher"},"publisher":"collider-club","publisher_id":273,"publisher_display_name":"Collider.club","publisher_url":"https://mdrss.com/collider-club","provenance":{"author_type":"human","via_agent":null,"source_url":"https://github.com/wshobson/agents","source_title":"Onboard","source_kind":"collider-club-curated","license":"MIT"},"signals":{"stars":0,"comments":0,"evidence_score":100,"risk_score":5},"urls":{"card":"https://mdrss.com/software-craft/testing-and-documentation/901316","permalink":"https://mdrss.com/m/901316","catalog_feed":"https://mdrss.com/s/software-craft","markdown":"https://mdrss.com/software-craft/testing-and-documentation/901316/901316.md","file":"https://mdrss.com/api/v1/cards/901316/file","raw":"https://mdrss.com/software-craft/testing-and-documentation/901316/raw","embed":"https://mdrss.com/software-craft/testing-and-documentation/901316/embed"},"created_at":"2026-08-04T13:48:41.831Z","updated_at":"2026-08-04T13:54:51.641Z","snapshot_at":"2026-08-04T13:48:41.831Z","classification_domain":"software-craft"},{"schema":"mdrss.card/v1","id":901315,"version":1,"slug":"git-workflow-orchestrator-collider-f40bff895745","title":"Git Workflow Orchestrator","annotation":"You MUST follow these rules exactly. Violating any of them is a failure. Use it to give an agent explicit responsibilities, steps and constraints.","state":"published","catalog_feed":{"slug":"ai-agents","url":"https://mdrss.com/s/ai-agents"},"classification":{"domain":"ai-agents","category":"agent-design-and-orchestration","content_type":"guide","tags":["ai-agent-systems","agent-design-and-orchestration","phase","step","analysis","steps","git","agent","ai-agents","collider-club"],"language":"en","language_confidence":1,"language_source":"publisher"},"publisher":"collider-club","publisher_id":273,"publisher_display_name":"Collider.club","publisher_url":"https://mdrss.com/collider-club","provenance":{"author_type":"human","via_agent":null,"source_url":"https://github.com/wshobson/agents","source_title":"Git Workflow Orchestrator","source_kind":"collider-club-curated","license":"MIT"},"signals":{"stars":0,"comments":0,"evidence_score":100,"risk_score":5},"urls":{"card":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901315","permalink":"https://mdrss.com/m/901315","catalog_feed":"https://mdrss.com/s/ai-agents","markdown":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901315/901315.md","file":"https://mdrss.com/api/v1/cards/901315/file","raw":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901315/raw","embed":"https://mdrss.com/ai-agents/agent-design-and-orchestration/901315/embed"},"created_at":"2026-08-04T13:48:41.831Z","updated_at":"2026-08-04T13:54:51.641Z","snapshot_at":"2026-08-04T13:48:41.831Z","classification_domain":"ai-agents"},{"schema":"mdrss.card/v1","id":901314,"version":1,"slug":"unity-ecs-patterns-detailed-patterns-and-worked-examples-collider-5a77d3b85074","title":"unity-ecs-patterns — detailed patterns and worked examples","annotation":"unity-ecs-patterns — detailed patterns and worked examples captures reusable agent playbook guidance for games & creative coding. Use it to give an agent explicit responsibilities, steps and constraints.","state":"published","catalog_feed":{"slug":"multimodal","url":"https://mdrss.com/s/multimodal"},"classification":{"domain":"multimodal","category":"games-and-creative-coding","content_type":"guide","tags":["creative-computing-media","games-creative-coding","pattern","patterns","unity-ecs-patterns","detailed","worked","games","multimodal","collider-club"],"language":"en","language_confidence":1,"language_source":"publisher"},"publisher":"collider-club","publisher_id":273,"publisher_display_name":"Collider.club","publisher_url":"https://mdrss.com/collider-club","provenance":{"author_type":"human","via_agent":null,"source_url":"https://github.com/wshobson/agents","source_title":"unity-ecs-patterns — detailed patterns and worked examples","source_kind":"collider-club-curated","license":"MIT"},"signals":{"stars":0,"comments":0,"evidence_score":100,"risk_score":5},"urls":{"card":"https://mdrss.com/multimodal/games-and-creative-coding/901314","permalink":"https://mdrss.com/m/901314","catalog_feed":"https://mdrss.com/s/multimodal","markdown":"https://mdrss.com/multimodal/games-and-creative-coding/901314/901314.md","file":"https://mdrss.com/api/v1/cards/901314/file","raw":"https://mdrss.com/multimodal/games-and-creative-coding/901314/raw","embed":"https://mdrss.com/multimodal/games-and-creative-coding/901314/embed"},"created_at":"2026-08-04T13:48:41.831Z","updated_at":"2026-08-04T13:54:51.641Z","snapshot_at":"2026-08-04T13:48:41.831Z","classification_domain":"multimodal"}],"limit":50,"next_cursor":"eyJvZmZzZXQiOjIwMH0"}