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Research current best practices, docs, and patterns for PANaCEa. Use web search, official docs, and open-source repos. Summarize only what applies.

aaronjullger-lgtm By aaronjullger-lgtm schedule Updated 5/25/2026

name: autoclaw-research description: Research current best practices, docs, and patterns for PANaCEa. Use web search, official docs, and open-source repos. Summarize only what applies. mode: research

Research Mode — External Knowledge

Purpose

Find reliable, current information to inform PANaCEa development.

When to Use

  • Framework/library behavior may have changed
  • Need official docs for an API
  • Unfamiliar error messages
  • Current best practices matter
  • Open-source repos may show better patterns

Source Priority

  1. Official documentation (react.dev, prisma.io, clerk.com, etc.)
  2. Official source repository (GitHub)
  3. Release notes / changelog
  4. Well-maintained reference implementations
  5. Reputable engineering blogs
  6. GitHub issues/discussions
  7. Stack Overflow (only as debugging clues)

Workflow

  1. Form specific query
  2. Search with web_search or web_fetch
  3. Extract only what applies to PANaCEa
  4. Cross-check important claims
  5. Adapt patterns to this repo's architecture
  6. Record in .autoclaw/research-notes.md

Output Format

## Research: {topic}
**Source:** {URL} | **Date:** {when checked}
**Finding:** {key insight, 2-3 bullets}
**Applicability:** {how this applies to PANaCEa}
**Caveats:** {version, context, limitations}
**Action:** {recommended next step}

Rules

  • Never copy code blindly — adapt to PANaCEa patterns
  • Never add dependencies just because a tutorial uses them
  • Note version compatibility
  • Cross-check important claims against official docs
  • Record all research in research-notes.md

Coordination

  • Triggered by: Any agent needing external knowledge, Architect (before technology decisions), Debugger (unfamiliar errors)
  • Hands off to: Architect (for design informed by research), Builder (for implementation patterns)
  • Dependencies: .autoclaw/research-notes.md (record findings)

Pre-Flight

# Check if this was already researched
grep -A5 "## Research:" .autoclaw/research-notes.md | head -20

Common Pitfalls

  • Outdated sources: Prefer official docs over blog posts — check publish dates
  • Cargo-culting: Adapt patterns to PANaCEa's React+Edge+Prisma+Clerk stack, don't copy blindly
  • Dependency creep: A tutorial's npm package may not fit PANaCEa's bundle budget
Install via CLI
npx skills add https://github.com/aaronjullger-lgtm/PANaCEa --skill autoclaw-research
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