skills/deep-research/SKILL.md
8-phase autonomous research pipeline with multi-source discovery, 4-layer citation verification, hypothesis generation, and PIVOT/REFINE/PROCEED decision loops. Confidence-gated — loops until 95%+ confidence.
npx skillsauth add ShaheerKhawaja/ProductionOS deep-researchInstall this skill globally with one command. Works with Claude Code, Cursor, and Windsurf.
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Use this as the Codex-first research workflow for ProductionOS. It should take a topic, break it into concrete research questions, gather and verify sources, synthesize competing hypotheses, and only deliver claims that are evidence-backed.
Source references:
.claude/commands/deep-research.mdscripts/arxiv-scraper.shtopic: required research question or areadepth: quick, standard, deep, or exhaustivesources: arxiv, web, docs, or alltools
Implementation planning workflow that turns approved ideas into dependency-aware execution plans.
development
Local RAG and Graph RAG over the SecondBrain wiki vault. Progressive context loading (hot cache -> index -> domain -> entity). Graph traversal via wikilink resolution. Use when agents need cross-project context, when answering questions that span multiple domains, or when building context for planning tasks. Triggers on: "wiki context", "cross-project context", "what do we know about", "check the wiki", "graph context", "/wiki-rag".
devops
UX improvement pipeline — creates user stories from UI guidelines, maps user journeys, identifies friction, dispatches fix agents. The user-experience equivalent of /production-upgrade.
development
Test-driven development workflow that writes failing tests first, implements minimally, and refactors safely.