ai-prompt-engineering

Prompting techniques, context engineering, and the Fabric prompt library.

The fabric-prompt-library holds 181 prompt patterns (a January 2025 snapshot of upstream Fabric); it is not listed note by note here.

25 notes.

Notes

• tree-of-thought-prompting — The body below is a generic, essay-style overview and does not describe the method. Tree of Thoughts (Y…
• Chain of thought prompting — Explicit “think step by step” prompting has diminishing value. Meincke, Mollick et al. (arXiv 2506.07142, 2…
• claude-pseudocode-guidelines — Prompt-style guideline written Feb 2025. It contains no product or version claims, so nothing needed correc…
• coding-prompt-enhancer — A generic prompt-rewriting template with no product or version claims. Current reasoning models often do be…
• Fabric — Upstream repo: https://github.com/danielmiessler/fabric (MIT, written in Go, about 44k stars). Latest relea…
• ignition-platform-automation-guide — Three ChatGPT-style system prompts (written 2024-10-20) for Inductive Automation’s Ignition SCADA/MES platf…
• it-analyst-llm-prompt-guide — “LLM” means large language model (the body says “Language Learning Model”, which is a mislabel). These…
• LLM-as-Judge and Evals
• Magic Prompts for Agile Software Development — Prompt collection from July 2025 covering generic agile practices (use cases, vertical slices, ATDD/BDD); n…
• magic-prompt — “Magic prompt” is community slang, not a technique with an origin paper; the note itself says it has no sin…
• meta-prompting — The paper behind this article is Meta-Prompting: Enhancing Language Models with Task-Agnostic Scaffolding…
• prompt-optimization-dspy-gepa
• Prompt Planner — Vendor description: AI-powered workflow planning platform that turns projects into structured steps with pr…
• prompt---chrome-extension-prd-template-generator — The template is still usable, but its “Browser Action / Page action” and background-script wording predates…
• prompt---create-test-cases-using-codeceptjs — CodeceptJS is still actively developed (MIT, repository on the 4.x branch; 4.2 requires Node.js 22.12.0 or…
• Prompting Reasoning Models
• Spec-Driven Development
• Structured Outputs

context-engineering

• AI Context Engineering
• CLAUDE.md and Agent Instruction Files
• Context Compaction and Memory
• Context Rot and Long Context
• how-to-give-your-app-better-context
• Prompt Caching
• Tool Description Design

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