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AI Toolkit

AI tools, guidance, and research for AI engineering at scale.

Built from real-world experience optimizing AI workflows, this repository contains research-backed tools for context optimization, prompt engineering, and LLM-assisted development.

What's Inside

  • Skills - Skills developed from research-backed information
  • Prompt Patterns - Production-tested system prompts and templates
  • Engineering Tools - Scripts and utilities for AI-assisted workflows

The Philosophy

Most AI tooling is built on intuition. This repo is built on research - Google, Stanford, UC Berkeley, Anthropic, Microsoft, Open AI Research.

Stop cargo-culting. Start measuring fidelity, cache efficiency, and task success rates.


Built by Arthur Khachatryan

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Research-backed tools and patterns for AI engineering. Context optimization, prompt engineering, and production LLM workflows.

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