Skip to content
Back to skills

Coordinator Running Autonomous Feature Development

ASecurity

Use when the coordinator is idle or in a post-merge lull and a small, self-contained, reversible backlog item exists that could plausibly be developed and planned autonomously, with the finished plan still going to the human for go/no-go. Not for inventing work to stay busy, for cross-cutting / schema / release-gating items, for items the human flagged as theirs, or for the dispatch and execution mechanics themselves.

  • 2 stars
  • 0 votes
  • 0 copies
  • 0 views
  • Added November 7, 2026
developmentgorailsapisecurity

Works with

  • api

Security analysis

A100/100

Scanned November 7, 2026

npx -y skills add thrum-team/thrum-pro --skill coordinator-running-autonomous-feature-development --agent claude-code

Installs into .claude/skills of the current project.

Are you the author of Coordinator Running Autonomous Feature Development?

Add the live security badge to your README. It updates with every re-scan.

Security grade badge for Coordinator Running Autonomous Feature Development
[![Security: A — Skills Directory](https://www.skillsdirectory.com/api/skills/thrum-team-coordinator-running-autonomous-feature-development/badge)](https://www.skillsdirectory.com/skills/thrum-team-coordinator-running-autonomous-feature-development)

More formats (shields.io, HTML) on the badges page. Keep it an A: scan every change in CI with Pro.

Download with Pro
SKILL.md
---
name: coordinator-running-autonomous-feature-development
description: "Use when the coordinator is idle or in a post-merge lull and a small, self-contained, reversible backlog item exists that could plausibly be developed and planned autonomously, with the finished plan still going to the human for go/no-go. Not for inventing work to stay busy, for cross-cutting / schema / release-gating items, for items the human flagged as theirs, or for the dispatch and execution mechanics themselves."
---

# Coordinator: Running Autonomous Feature Development

## Overview

When idle and a qualifying backlog item exists, the coordinator drives the whole
front half: scan, select, stand up a brainstormer, **drive the design Q&A on the
questions it owns**, surface only the genuine judgment calls (batched),
dual-review to a clean plan, and present the human a finished plan for go/no-go.
On approval, execution routes through a **standing orchestrator**.

This skill sequences existing coordinator skills and adds two guardrails; it
cites each sibling at its handoff and never restates their mechanics.

**Worked example:** the catch-up / anti-entropy tier — a ~12-task epic taken
scan-to-finished-plan this way.

## When to Use

**Trigger:** you are the coordinator, you have idle capacity (or just hit a
post-merge lull), **and** a real qualifying backlog item exists.

**The trigger is two conditions, not one:** _(a qualifying item exists)_ **AND**
_(idle capacity exists)_. It is **not** "invent work to stay busy." Manufactured
busywork is the failure this skill prevents — see the guardrail below.

**When NOT to use:**

- No qualifying backlog item exists → stay idle. Do not manufacture work.
- The item is cross-cutting / schema / release-gating / public-facing / touches
  the threat model or branch policy → surface to the human first (it fails
  selection — see below).
- You are mid-dispatch or running the back half (execution, code review, merge)
  → those are owned by the sibling skills, not this one.

## The loop (the winning pattern)

| Step                                  | What you do                                                                                                 | Composes (cite, don't restate)                                                                                                                          |
| ------------------------------------- | ----------------------------------------------------------------------------------------------------------- | ------------------------------------------------------------------------------------------------------------------------------------------------------- |
| 1. Scan & select                      | Find a qualifying backlog item (criteria below). Fails any criterion → surface to the human before pulling. | bd backlog / project-state "queued" notes                                                                                                               |
| 2. Stand up the brainstormer          | Spawn a brainstormer in an isolated worktree.                                                               | **`coordinator-running-brainstorm-cycles`**                                                                                                             |
| 3. Drive the Q&A yourself             | Answer design questions you own; batch the genuine judgment calls and surface that batch to the human.      | **`coordinator-running-brainstorm-cycles`**                                                                                                             |
| 4. Dual-review brainstorm & plan      | Run the load-bearing dual-review cycles to ready-to-merge.                                                  | **`coordinator-running-brainstorm-cycles`** review gates                                                                                                |
| 5. Project-setup                      | Convert the approved plan into a bd epic + tasks + impl prompt + worktree.                                  | **`thrum:project-setup`** (the researcher runs it)                                                                                                      |
| 6. Present finished plan to the human | Go/no-go on the finished, dual-reviewed plan. **Mandatory gate.**                                           | —                                                                                                                                                       |
| 7. **Handoff**                        | On the human's go → hand to dispatch. **The route-through-orchestrator guardrail is load-bearing here.**    | **`coordinator-dispatching-work`** → **`thrum:orchestrate`** → **`coordinator-running-review-cycles`** → **`coordinator-managing-state-and-lifecycle`** |

**Project-setup (step 5) is researcher-owned** — the researcher runs
`thrum:project-setup` in their own worktree; it is not coordinator-owned.

**Scope ends at step 7.** Everything past the handoff (orchestrator dispatch,
epic execution, code review, merge) is owned by the back-half siblings.

**Keep the brainstormer warm until merge.** At the handoff the brainstormer is
**not** dismissed — it stays warm as a review tie-breaker through implementation
until merge, then is torn down. It holds the design rationale and adjudicates
review disputes the implementer/reviewer can't resolve.

## Backlog selection — pull autonomously only when ALL hold

1. **Bounded blast radius** — single subsystem/package; not a cross-cutting
   protocol or schema change.
2. **Reversible** — no irreversible data migration; no public-API or release
   commitment.
3. **Narrow design space** — direction already implied by prior decisions; you
   have the domain depth to drive the Q&A.
4. **Sized** — roughly one epic, ~one orchestrator-driven cohort (one
   orchestrator running one epic wave without spawning a second). Soft guidance,
   not a task-count gate.
5. **No manufactured urgency** — not release-gating.
6. **Traceable source** — a bd backlog item, a deferred follow-up, or a
   project-state "queued" note.

**Fail any → surface to the human before pulling.** Hard escalation triggers:
schema migration, cross-version/release-line change, public-facing/website,
security/threat-model shift, branch-policy, or anything the human flagged as
theirs.

**Trigger source matters.** The 6 criteria gate **coordinator-initiated idle
scans** — those require all 6. An **explicit human-directed pull bypasses
criteria 1–6** (the human already made the selection call), **but you still run
the Q&A-vs-escalate logic and the mandatory plan-approval gate.** The human
choosing the item does not waive the finished-plan go/no-go.

## Guardrail 1 — proactive backlog, not idle-and-wait

**Default posture when idle: scan for qualifying backlog and pull it. Do not sit
waiting for instructions.**

**Never write invented discipline into a restart snapshot.** Self-imposed rules
survive restarts and propagate silently — an undocumented invented rule can
outlive its author and later be enforced as if it were the human's mandate.

| Rationalization                                                                     | Reality                                                                                                                                                |
| ----------------------------------------------------------------------------------- | ------------------------------------------------------------------------------------------------------------------------------------------------------ |
| "I lack explicit authorization to pull this, so I should wait."                     | **WRONG** — the skill authorizes scan-and-pull when all 6 criteria hold. Idle-and-wait is the exact failure mode this skill prevents.                  |
| "I'll write a 'do not manufacture work' rule into my snapshot to stay disciplined." | **WRONG** — that invented rule propagates across restarts unchallenged. Never write invented discipline into a snapshot. |

## Guardrail 2 — ALWAYS route through a standing orchestrator

**NEVER stand up a dedicated implementer yourself. ALWAYS route implementation
through a standing orchestrator.**

The reason, in one line: orchestrators own the implementer lifecycle and the
`--model` pin (from `runtime.role_models`, per `choosing-subagent-models`); standing one up yourself risks the implementer inheriting
your own model. Your lane is dispatch-decision + gate + merge. Full dispatch mechanics
live in **`coordinator-dispatching-work`**.

If `runtime.role_models` has no entry for the role, never ask the user for a model or effort. Launch without
`--model` and `--effort` so the runtime's own default applies.

**Recovery:** if an implementer was ever stood up directly, **tear it down
before handing to the orchestrator.** Do not let the orchestrator adopt a
coordinator-spawned implementer — it may carry the wrong model.

| Rationalization                                                      | Reality                                                                                                                                                                                                                                                                                                   |
| -------------------------------------------------------------------- | --------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
| "I'll just stand up the implementer myself, it's faster."            | **WRONG** — route through a standing orchestrator. |
| "The orchestrator can just adopt the implementer I already spawned." | **WRONG** — it may carry a costly model. Tear it down first; let the orchestrator spawn its own with the pinned model.                                                                                                                                                                                                |

## Coordinator-run Q&A vs escalate

Drive far, surface little.

**Answer yourself when** the question is a technical/design detail inside a
subsystem you understand, has a clear best answer given prior decisions, and is
reversible / low-stakes.

**Escalate to the human when** the answer changes user-visible behavior/shape,
touches philosophy/policy (threat model, release strategy, branch policy),
creates an irreversible commitment, or has multiple defensible options with
material **product** tradeoffs.

**Default behavior:** drive as far as possible, then **batch** the genuine
judgment calls into ONE surfacing — don't interrupt per-question.

**Mid-brainstorm fork:** if a genuinely contentious design fork surfaces
mid-brainstorm on an item that already passed selection, **escalate
immediately** (batch to the human) — do **not** retroactively un-select the
item. Also surface to the human that the **selection criteria failed to catch
the fork**, so the criteria can be tightened.

## Runway management

A refinement of the Q&A rule — how to surface questions without burning your own
context.

- **Default — batch-surface.** The brainstormer surfaces its **full question
  agenda**; you answer in one batch, not per-question round-trips. This is the
  runway-efficient default.
- **Per-question inline** is the variant for short brainstorms (few questions;
  you are the domain driver).
- **Escalate to human-joins-the-pane** when your context crosses the ~50% tier
  **or** the human signals they want to drive — then you step out.

## Human gate

**Mandatory human-in-the-loop:**

1. **Plan approval before implementation dispatch** — go/no-go on the finished,
   dual-reviewed plan (step 6).
2. **Backlog-item selection when the item fails the selection criteria.**
3. **The batched judgment calls** from the Q&A rule, as needed.

**Optional / informational:** progress status, final merge report (the merge
report itself is produced by **`coordinator-managing-state-and-lifecycle`**).

**Do not over-gate.** Once the human approves the plan, **execute and report —
do not re-ask.**

## Red Flags — STOP

- "I'll just stand up the implementer myself." → Route through a standing
  orchestrator.
- "I lack authorization to pull this, so I'll wait." → Scan-and-pull when all 6
  criteria hold.
- "I'll note in my snapshot not to manufacture work." → Never write invented
  discipline into a snapshot.
- "The human picked this item, so I can skip the plan-approval gate." →
  Human-directed pull still hits the mandatory go/no-go.
- "This fork is contentious, so the item was a bad pick — un-select it." →
  Escalate the fork; keep the item in flight.
- "It's a schema/release/public change but small, I'll just pull it." → Fails
  selection. Surface first.
- "The plan is approved, I can dismiss the brainstormer now." → Keep it warm as
  a review tie-breaker until merge.

## Common Mistakes

- **Standing up the implementer directly** — the single most-corrected misstep.
  Always the orchestrator.
- **Surfacing every question** instead of driving and batching — burns the
  human's attention; defeats the pattern.
- **Re-gating approved work** — re-asking after go/no-go. Execute and report.
- **Dismissing the brainstormer at handoff** — keep it warm as a tie-breaker
  until merge.
- **Restating sibling mechanics** here — cite the sibling skill; this skill is
  the spine, not a copy.

Attribution

Is this your skill, or is something wrong with this listing? Request removal or report an issue. Author removals are honored within 72 hours.

Comments

Loading comments…

Newsletter

Get the weekly list of safe new skills, and the ones we pulled.