Orchestration pipeline for development tasks. The orchestrator delegates everything and never writes code directly.
The orchestrator DOES NOT WRITE CODE. This pipeline defines how the orchestrator delegates tasks.
RESEARCH --> PLAN --> IMPLEMENT --> REVIEW --> REPORT
| | | | |
delegate orchestr. delegate delegate orchestr.
(bridge.sh) (approve) (spawn) (spawn) (report)
bridge.sh --research "..." or a research subagentstructured-brainstorming skill --> get user approvalsubagent-execution skill --> spawn subagents for each taskbridge.sh --code "..." to a coding subagentverification-gate skillThe orchestrator reports:
Use the shortcut flow when ALL of the following are true:
Shortcut pipeline:
bridge.sh --code "..."| If the orchestrator is thinking... | Reality | |---|---| | "This is simple, I will do it myself" | NO. Simplicity does not change the rules. Delegate. | | "Just one line" | Size does not matter. Writing directly is forbidden. | | "Spawning a subagent is slow" | Doing it right > doing it fast. | | "The pipeline is overkill" | Use the shortcut flow, but do NOT skip the pipeline. | | "I already know the answer" | Knowing is not writing. Delegate. |
Search for places (restaurants, cafes, etc.) via Google Places API proxy on localhost.
Interact with GitHub using the `gh` CLI. Use `gh issue`, `gh pr`, `gh run`, and `gh api` for issues, PRs, CI runs, and advanced queries.
Create or update AgentSkills. Use when designing, structuring, or packaging skills with scripts, references, and assets.
Start voice calls via the OpenClaw voice-call plugin.
Notion API for creating and managing pages, databases, and blocks.
Gemini CLI for one-shot Q&A, summaries, and generation.
Category:developer