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Full multi-LLM pipeline orchestration. Runs the recipe pipeline that coordinates GPT (lead), Gemini, Grok, and Claude for recipe generation and validation. Auto-detects recipe mode from this repository.
Codex または Claude でインストール この Prompt をコピーして Codex、Claude、または他のアシスタントに貼り付けると、Skill ページを確認してインストールできます。
SOC 職業分類に基づく
Enforces atomic commits, checkpoint summaries, rate-limit recovery, and safe resume patterns. Writes session state to cognitive-memory so interrupted sessions can restart cleanly.
Round-robin multi-LLM consultation with full-context debate. GPT proposes, Gemini refines, Grok challenges — each sees the full chain including wheat/chaff verdicts and justifications. Nothing is filtered between rounds.
Knows common ingredient substitutions and validates they don't break recipes. Handles dairy-free, gluten-free, egg-free, sugar-free, and altitude adjustments.
Cross-repository cognitive memory system with semantic search. Persists knowledge across sessions using TF-IDF recall, memory versioning, knowledge graph edges, and confidence decay. Memory is cognition, not storage.
Audits WCAG 2.1 AA compliance for Granny Hudson's Kitchen — validates image alt text, color contrast, heading hierarchy, form labels, keyboard navigation, and screen reader compatibility on recipe pages.
Tracks content freshness across Granny Hudson's Kitchen web pages. Flags stale pages, monitors recipe data currency, and ensures the website reflects the latest transcription work.
| name | orchestrate |
| description | Full multi-LLM pipeline orchestration. Runs the recipe pipeline that coordinates GPT (lead), Gemini, Grok, and Claude for recipe generation and validation. Auto-detects recipe mode from this repository. |
GPT leads generation. Other models consult. Claude validates safety.
/orchestrate "task description"
/orchestrate recipe "Generate a classic Southern cornbread recipe with variations"
Mode is recipe by default in this repository.
Pipeline defined in /home/user/ken/orchestrator/modes/recipe.yaml:
Single pass — no loops.
IMPORTANT: Execute these commands directly using the Bash tool. Do NOT check if files exist first — just run them.
bash /home/user/ken/orchestrator/bootstrap-env.sh 2>/dev/null; pip3 install -q -r /home/user/ken/orchestrator/requirements.txt 2>/dev/null && python3 /home/user/ken/orchestrator/orchestrate.py recipe "task description"
Only if the command fails with No such file or directory or ModuleNotFoundError, tell the user:
"The orchestrator backend isn't available. Make sure the ken repo is cloned to
/home/user/ken/and runpip3 install -r /home/user/ken/orchestrator/requirements.txt."