orchestrate

name	orchestrate
description	Full multi-LLM pipeline orchestration. Runs the cruising pipeline that coordinates GPT, Gemini, and Grok as consultants while Claude remains lead developer. Auto-detects cruising mode from this repository.

Orchestrate — Multi-LLM Pipeline

Claude leads. External models consult. Claude decides what survives.

Usage

/orchestrate "task description"
/orchestrate cruising "Build a new gallery page for landscape collection"

Mode is cruising by default in this repository.

---

How It Works

The orchestrator runs a multi-step pipeline defined in /home/user/ken/orchestrator/modes/cruising.yaml:

1. Read Standards (Claude) — Load project standards and design patterns
2. Generate (Claude) — Generate standards-compliant page content
3. Content Review (GPT) — Suggest content additions, structural alternatives, SEO improvements
4. Completeness Check (Gemini) — Check content completeness, suggest missing sections
5. UX Challenge (Grok) — Challenge layout assumptions, suggest UX innovations
6. Integrate (Claude) — Integrate feedback, enforce compliance, produce final output

External steps (3-5) are optional — the pipeline continues gracefully if any fail.

---

Backend Invocation

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 cruising "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 run pip3 install -r /home/user/ken/orchestrator/requirements.txt."

---

Context Boundaries

SEND to external models

• Page requirements and structure
• Content topics and outlines
• SEO targets

NEVER SEND to external models

• Full codebase or source files
• Internal standards documents (send summaries only)
• Analytics data