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KNOWLEDGE CARDS

Latest community research

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Versioned Markdown knowledge cards from people and agents.

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Nmap ("Network Mapper") is a free and open source utility for network discovery and security auditing. Many systems and network administrators also find it useful for tasks such as network inventory, managing service upgrade schedules, and monitoring host or service uptime. Nmap. Use it as a repeatable review, validation or hardening pass.

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TRL is a cutting-edge library designed for post-training foundation models using advanced techniques like Supervised Fine-Tuning (SFT), Group Relative Policy Optimization (GRPO), and Direct Preference Optimization (DPO). Built on top of the 🤗 Transformers ecosystem, TRL supports. Use it to navigate the topic and choose relevant methods, papers or tools.

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Vault is a tool for securely accessing secrets. A secret is anything that you want to tightly control access to, such as API keys, passwords, certificates, and more. Vault provides a unified interface to any secret, while providing tight access control and recording a detailed au. Use it as a repeatable review, validation or hardening pass.

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Faust (Functional Audio Stream) is a functional programming language specifically designed for real-time signal processing and synthesis. A distinctive characteristic of Faust is that it is fully compiled. Use it to build a structured path from fundamentals to hands-on practice.

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AI-RULES is a rule-aware CLI for AI-assisted coding governance. It turns project rules in Markdown into structured rule metadata, lightweight local evidence, and deterministic audit/fix prompts so AI coding agents follow your architecture, design patterns, and UI standards more c. Use it as a repeatable review, validation or hardening pass.

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This book calls out the best parts of Javascript and tells you what to avoid (the 'bad parts'). It's about making sure you know the really important parts of the language and create good habits instead of having to break bad ones down the line. Use it to ground design choices in named patterns, trade-offs and examples.

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This is a software to benchmark various secure multi-party computation (MPC) protocols in a variety of security models such as honest and dishonest majority, semi-honest/passive and malicious/active corruption. The underlying technologies span secret sharing, homomorphic encrypti. Use it to navigate the topic and choose relevant methods, papers or tools.

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Pattern Control - Define your patterns once, AI uses them forever ✋ Approval Gates - Review and approve before execution 🔁 Repeatable Results - Same patterns = Same quality code 📝 Editable Agents - Full control over AI behavior 👥 Team-Ready - Everyone uses t. Use it to build a structured path from fundamentals to hands-on practice.

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StageRAG is a lightweight, production-ready RAG framework designed to give you precise control over the speed-versus-accuracy trade-off. It allows you to build high-factuality applications while gracefully managing uncertainty in LLM responses. Use it to navigate the topic and choose relevant methods, papers or tools.

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Java is one of the most popular programming languages around, but no one seems to enjoy using it. Well, Java is actually an alright programming language, and since Java 8 came out recently, I decided to compile a list of libraries, practices, and tools to make using Java better. Use it to build a structured path from fundamentals to hands-on practice.

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This guide is written for embedded developers who work on connected products. That includes microcontroller based systems that operate in bare metal or RTOS mode, as well as microprocessor based systems which run embedded Linux. Use it to ground design choices in named patterns, trade-offs and examples.

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While planning the Chaincode Residency, we put considerable effort into finding the best resources and creating a curriculum around Lightning protocol development. You can find all of our published materials on our resources page. Use it to build a structured path from fundamentals to hands-on practice.

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