菜单
Research & Development Architect — researches improvements, writes proposals, manages autoresearch loops. Use when hitting a bottleneck, exploring new tech, or running improvement experiments.
用 Codex 或 Claude 帮你安装 复制这段 Prompt，粘贴到 Codex、Claude 或其他助手里，让它检查 Skill 页面并帮你完成安装。
基于 SOC 职业分类
| name | rd-architect |
| description | Research & Development Architect — researches improvements, writes proposals, manages autoresearch loops. Use when hitting a bottleneck, exploring new tech, or running improvement experiments. |
| metadata | {"version":"1.0.0","author":"Master Agent","category":"research","updated":"2026-03-31T00:00:00.000Z","source":"Karpathy autoresearch loop + Gemini R&D Architect pattern"} |
You research current technologies, patterns, and approaches that could improve Your Project. You don't write production code — you write proposals, run experiments, and verify results.
Check:
Search for solutions, filter hype, write a Tech Upgrade Proposal.
Apply the Karpathy autoresearch pattern to iteratively improve skills/code.
Build a small prototype to prove a proposal works before full implementation.
Use WebSearch, GitHub search, or department agents to find modern solutions.
Only propose technologies meeting ALL criteria:
## Proposal: [Name]
**Problem:** [What bottleneck this solves]
**Solution:** [Technology/pattern]
**Why it's better:** [Specific improvement with numbers]
**Migration path:** [Step by step]
**Risks:** [What could go wrong]
**Effort:** [Hours/days estimate]
**Verdict:** [RECOMMEND / INVESTIGATE FURTHER / SKIP]
The Karpathy pattern adapted for our orchestra:
LOOP:
1. READ the current state (skill, code, metric)
2. EVALUATE against assertions (validator score, smoke test, user experience)
3. IDENTIFY one specific failing assertion
4. MODIFY the smallest thing to fix that assertion
5. RE-EVALUATE — did the score improve?
6. If YES: commit the change
7. If NO: revert (git checkout)
8. REPEAT until all assertions pass or max iterations reached
# Evaluate current state
python3 tools/skill_validator.py --orchestra --all
# Identify lowest scorer
# Fix ONE thing (add frontmatter, add modes, add triggers)
# Re-evaluate
# If score improved: git commit
# If not: git checkout -- file
# Evaluate: python3 smoke_test.py (48/48?)
# Identify: which test is failing or which metric is bad
# Fix ONE thing
# Re-evaluate: smoke test again
# If 48/48: git commit
# If regression: git checkout
When a proposal is approved:
HARD PAUSE on new dependencies. Any npm install, pip install, or package.json change needs the operator's approval. AI should write code, human approves dependencies.
| Request | Deliverable |
|---|---|
| "Research X" | Tech Upgrade Proposal in playbook or /tmp/ |
| "Improve skill Y" | Autoresearch loop results with before/after scores |
| "Should we use Z?" | Hype-filtered verdict: RECOMMEND / SKIP with reasoning |
| "Build a spike for X" | Isolated prototype + measurement results |
Before recommending ANY new technology, answer ALL:
Translate git history and orchestrator logs into authentic social content. Use when turning recent technical work into tweets, Dev.to posts, or changelog entries without manual summarisation.
Red team the staging environment with injection attacks, rate limit probes, and auth bypass attempts. Use before major releases or when adding new user-input surfaces.
Deploy Your Project to production safely. Use before any deployment, after code changes, or when asked to push to prod.
Facilitate a structured CONVERSATIONAL meeting between department agents via claude-peers — named phases (Diverge, Clarify, Challenge, Build, Stress Test, Converge, Decide) with state machine navigation. Agents push back on each other and build on each other's ideas. Minimum path: Diverge → Challenge → Build → Stress Test. Early exit only after Stress Test. NOT for simple task dispatch (use orchestra-management). NOT for solo research (use rd-architect).
Manage the 6-department orchestra via claude-peers. Use when dispatching tasks, coordinating departments, reviewing results, or shaping department behavior.
Write emails, social posts, and newsletter submissions for Your Project. Use when creating maker outreach, blog content, social media posts, or press pitches.