Research & Analysis

Autonomous iterative optimization loop for improving measurable metrics through repeated experimentation and git-history learning.

Generate llms.txt files from docs or codebase scanning. Follows llmstxt.org spec. LLM-friendly site indexes, documentation summaries, AI context optimization.

Pack repositories into AI-friendly files (XML, Markdown, plain text). Codebase snapshots, LLM context preparation, security audits, third-party library analysis.

Research technical solutions, analyze architectures, gather requirements. Technology evaluation, best practices, solution design, scalability/security analysis.