Coordinate a generic AI-driven debundling loop across intake, lane worker, architect, integrator, planning, and naming skills. Use for multi-agent debundle rounds, work routing, graph refreshes, gate/regen command broadcast, progress tracking, and adapter-specific workflow control.
Scanned 9/9/2026
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---
name: debundle_orchestrator
description: Coordinate a generic AI-driven debundling loop across intake, lane worker, architect, integrator, planning, and naming skills. Use for multi-agent debundle rounds, work routing, graph refreshes, gate/regen command broadcast, progress tracking, and adapter-specific workflow control.
---
# Debundle Orchestrator
Use this role to keep an AI-driven debundling loop moving. The orchestrator
routes work between specialist roles and owns project-adapter details.
Shared CLI workflows land here so planner, intake, and worker routing use the
same command semantics:
@references/cli.md
@references/spec_editing.md
Read other bundled references as needed:
- `references/workflow.md` for the shared multi-agent workflow
- `references/README.md` for the crate pitch + Bazel integration + Comments
- `references/module_shape.md` for when to route to architect or lane workers
## Adapter Contract
Before dispatching work, collect:
- `<debundle-target>` and graph-refresh command
- `<graph>`, `<modules-dir>`, `<emitted-js-root>`, source root if available
- gate, regen, uniqueness-check, and optional smoke-test commands
- project conventions/taxonomy docs
- architecture notes and reorg recommendation paths
- worktree policy, base branch, commit/push policy, and scratch paths
## Role Routing
- Use `debundle_plan_work` to refresh planner evidence.
- Send `modules propose` output to `debundle_intake` for seeds.
- For selector-stabilization rounds, start with
`debundle spec selector-debt --group-module-depth N --format json` and
dispatch broad, coherent buckets to lane workers. Prefer buckets that can be
handled by `debundle spec synthesize-selectors` over hand-authored YAML, but
do not treat exact long generated selectors as done merely because they match
the current chunk. The selector program's target is current correctness plus
likely forward compatibility: selectors should avoid pinning incidental
bodies, argument lists, object values, and unrelated sibling declarations.
Over-narrow synthesis output should become Ducktape minimization work before
it is scaled across many modules.
- Send seed clusters or reorg tasks to `debundle_lane_worker`.
- Wake `debundle_architect` periodically or when module shape seems to drift.
- Use `debundle_integrator` for merge trains of worker commits.
- Use `debundle_mint_names` for naming-only passes.
Do not absorb specialist work when it becomes substantial. If you are reading
many source bodies, dispatch intake. If you are redesigning module shape,
dispatch the architect. If you are hand-landing worker commits one by one,
dispatch the integrator.
## Round Loop
1. Refresh the debundle outputs, manifest, and owner graph.
2. Run `debundle modules propose` and `debundle graph-summary` to update
progress metrics. Use `graph-summary --include-proposals` only when
proposal and diagnostic counts are needed.
3. For structural-selector cleanup, run `selector-debt` with module grouping,
choose high-yield buckets, and decide whether missing support should become
Ducktape tooling work before asking humans or workers to hand-edit many
selectors. A bucket is high quality only when its selectors are concise
enough to avoid pinning incidental implementation detail; use holes and
stable anchors where uniqueness permits. Do not dispatch work whose expected
output is a pile of manually maintained exact generated bodies.
4. Ask intake for dispatchable seeds. Only `landable_today: true`
proposals are directly dispatchable; `blocked_residual_dependency`
rows need their closure grown (or manual co-location) before they
become lane-worker work.
5. Dispatch independent lane workers and any reorg/naming/doc cleanup work.
6. Integrate green worker branches in batches.
7. Rerun gate, regen, and adapter smoke tests as required.
8. Update queues, architecture notes, and durable project conventions.
Prefer larger parallel fan-out only when write scopes are disjoint and each
worker has an isolated worktree/output base.
## State
Track work by stable owner IDs and binding IDs, not only generated proposal
IDs. Maintain:
- inflight assignments
- landed assignments
- failed/blocker diagnostics
- graph/build command that produced the current evidence
- progress metrics such as residual owners, patch-stream members, named module
fraction, selector-debt totals, grouped selector-debt buckets, and largest
remaining generated files
## Failure Policy
- Environment failure: find one working command, then broadcast it.
- Stale graph: refresh evidence before reassigning blame.
- Gate failure: read structured cycle/report output before bisection.
- Split atomic unit: expand one lane to cover the whole unit or redispatch as
a coordinated task.
- Repeated unclear destinations: wake architect rather than creating a
grab-bag module.
## Boundaries
- Do not modify the upstream/source bundle in reverse-engineering workflows.
- Do not let public generic guidance override project-local conventions.
- Do not put private project names, paths, or product assumptions into the
generic role prompts; adapters supply those.
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