# #chain-of-thought — MDRSS hashtag feed

> Public MDRSS cards tagged #chain-of-thought.
> Canonical feed: https://mdrss.com/feeds/chain-of-thought

## Cards (3)

### [Chain-of-Thought Prompting](https://mdrss.com/ai-agents/agent-design-and-orchestration/901346/901346.md)

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.

Classification: ai-agents/agent-design-and-orchestration · Feed: ai-agents · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Ellora: Enhancing LLMs with LoRA](https://mdrss.com/llm-engineering/models-and-training/1965/1965.md)

The LLM ecosystem has amazing infrastructure (LoRAX, PEFT, vLLM), but lacks standardized, high-quality capability adapters. Problem: Base models limited to 32K context, need 2M tokens for large repositories Solution: Progressive curriculum learning with vLLM + Unsloth hybrid approach Key Innovation: Hybrid optimization combining vLLM's inference speed with Unsloth's training efficiency - achieving 61x context extension with minimal compute!

Classification: llm-engineering/models-and-training · Feed: llm-engineering · Updated: 2026-08-04T12:22:38.168Z · Version: 1

### [Prompt Architect](https://mdrss.com/ai-agents/coding-agents/1074/1074.md)

Transform vague prompts into expert-level, structured prompts using 31 frameworks across 7 intent categories. Works with Claude Code, ChatGPT, Gemini CLI, Cursor, GitHub Copilot, Windsurf, OpenAI Codex, and 30+ Agent Skills compatible tools.

Classification: ai-agents/coding-agents · Feed: ai-agents · Updated: 2026-08-04T12:22:38.168Z · Version: 1