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gps-denied-onboard/.cursor/skills/autodev/SKILL.md
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Oleksandr Bezdieniezhnykh c19c76481c Update autodev skill documentation and acceptance criteria
Enhanced the SKILL.md file to enforce conciseness rules for the state file, specifying acceptable content and file size limits. Updated the autodev state to reflect the transition to the planning phase, including changes to the current step and sub-step details. Revised acceptance criteria to clarify validation requirements and external dependencies, ensuring alignment with the latest research findings. Added a new overlay for Mode B revisions to track changes and decisions made during the assessment process.
2026-05-09 03:10:57 +03:00

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---
name: autodev
description: |
Auto-chaining orchestrator that drives the full BUILD-SHIP workflow from problem gathering through deployment.
Detects current project state from _docs/ folder, resumes from where it left off, and flows through
problem → research → plan → test specs → decompose → implement → tests → docs sync → deploy without manual skill invocation.
Maximizes work per conversation by auto-transitioning between skills.
Trigger phrases:
- "autodev", "auto", "start", "continue"
- "what's next", "where am I", "project status"
category: meta
tags: [orchestrator, workflow, auto-chain, state-machine, meta-skill]
disable-model-invocation: true
---
# Autodev Orchestrator
Auto-chaining execution engine that drives the full BUILD → SHIP workflow. Detects project state from `_docs/`, resumes from where work stopped, and flows through skills automatically. The user invokes `/autodev` once — the engine handles sequencing, transitions, and re-entry.
## File Index
| File | Purpose |
|------|---------|
| `flows/greenfield.md` | Detection rules, step table, and auto-chain rules for new projects |
| `flows/existing-code.md` | Detection rules, step table, and auto-chain rules for existing codebases |
| `flows/meta-repo.md` | Detection rules, step table, and auto-chain rules for meta-repositories (submodule aggregators, workspace monorepos) |
| `state.md` | State file format, rules, re-entry protocol, session boundaries |
| `protocols.md` | User interaction, tracker auth, choice format, error handling, status summary |
**On every invocation**: read `state.md`, `protocols.md`, and the active flow file before executing any logic. You don't need to read flow files for flows you're not in.
## Core Principles
- **Auto-chain**: when a skill completes, immediately start the next one — no pause between skills
- **Only pause at decision points**: BLOCKING gates inside sub-skills are the natural pause points; do not add artificial stops between steps
- **State from disk**: current step is persisted to `_docs/_autodev_state.md` and cross-checked against `_docs/` folder structure
- **Re-entry**: on every invocation, read the state file and cross-check against `_docs/` folders before continuing
- **Delegate, don't duplicate**: read and execute each sub-skill's SKILL.md; never inline their logic here
- **Sound on pause**: follow `.cursor/rules/human-attention-sound.mdc` — play a notification sound before every pause that requires human input (AskQuestion tool preferred for structured choices; fall back to plain text if unavailable)
- **Minimize interruptions**: only ask the user when the decision genuinely cannot be resolved automatically
- **Single project per workspace**: all `_docs/` paths are relative to workspace root; for multi-component systems, each component needs its own Cursor workspace. **Exception**: a meta-repo workspace (git-submodule aggregator or monorepo workspace) uses the `meta-repo` flow and maintains cross-cutting artifacts via `monorepo-*` skills rather than per-component BUILD-SHIP flows.
## Flow Resolution
Determine which flow to use (check in order — first match wins):
1. If `_docs/_autodev_state.md` exists → read the `flow` field and use that flow. (When a greenfield project completes its final cycle, the Done step rewrites `flow: existing-code` in-band so the next invocation enters the feature-cycle loop — see greenfield "Done".)
2. If the workspace is a **meta-repo****meta-repo flow**. Detected by: presence of `.gitmodules` with ≥2 submodules, OR `package.json` with `workspaces` field, OR `pnpm-workspace.yaml`, OR `Cargo.toml` with `[workspace]` section, OR `go.work`, OR an ad-hoc structure with multiple top-level component folders each containing their own project manifests. Optional tiebreaker: the workspace has little or no source code of its own at the root (just registry + orchestration files).
3. If workspace has **no source code files****greenfield flow**
4. If workspace has source code files **and** `_docs/` does not exist → **existing-code flow**
5. If workspace has source code files **and** `_docs/` exists → **existing-code flow**
After selecting the flow, apply its detection rules (first match wins) to determine the current step.
**Note**: the meta-repo flow uses a different artifact layout — its source of truth is `_docs/_repo-config.yaml`, not `_docs/NN_*/` folders. After Step 2.5 it also produces `_docs/glossary.md` and a `## Architecture Vision` section in the cross-cutting architecture doc identified by `docs.cross_cutting`. Other detection rules assume the BUILD-SHIP artifact layout; they don't apply to meta-repos.
## Execution Loop
Every invocation has three phases: **Bootstrap** (runs once), **Resolve** (runs once), **Execute Loop** (runs per step). Exit conditions are explicit.
```
### Bootstrap (once per invocation)
B1. Process leftovers — delegate to `.cursor/rules/tracker.mdc` → Leftovers Mechanism
(authoritative spec: replay rules, escalation, blocker handling).
B2. Surface Recent Lessons — print top 3 entries from `_docs/LESSONS.md` if present; skip silently otherwise.
B3. Read state — `_docs/_autodev_state.md` (if it exists).
B4. Read File Index — `state.md`, `protocols.md`, and the active flow file.
### Resolve (once per invocation, after Bootstrap)
R1. Reconcile state — verify state file against `_docs/` contents; on disagreement, trust the folders
and update the state file (rules: `state.md` → "State File Rules" #4).
After this step, `state.step` / `state.status` are authoritative.
R2. Resolve flow — see §Flow Resolution above.
R3. Resolve current step — when a state file exists, `state.step` drives detection.
When no state file exists, walk the active flow's detection rules in order;
first folder-probe match wins.
R4. Present Status Summary — banner template in `protocols.md` + step-list fragment from the active flow file.
### Execute Loop (per step)
loop:
E1. Delegate to the current skill (see §Skill Delegation below).
E2. On FAILED
→ apply Failure Handling (`protocols.md`): increment retry_count, auto-retry up to 3.
→ if retry_count reaches 3 → set status: failed → EXIT (escalate on next invocation).
E3. On success
→ reset retry_count, update state file (rules: `state.md`).
E4. Re-detect next step from the active flow's detection rules.
E5. If the transition is marked as a session boundary in the flow's Auto-Chain Rules
→ update state, present boundary Choose block, suggest new conversation → EXIT.
E6. If all steps done
→ update state, report completion → EXIT.
E7. Else
→ continue loop (go to E1 with the next skill).
```
## Skill Delegation
For each step, the delegation pattern is:
1. Update state file: set `step` to the autodev step number, status to `in_progress`, set `sub_step` to the sub-skill's current internal phase using the structured `{phase, name, detail}` schema (see `state.md`), reset `retry_count: 0`
2. Announce: "Starting [Skill Name]..."
3. Read the skill file: `.cursor/skills/[name]/SKILL.md`
4. Execute the skill's workflow exactly as written, including all BLOCKING gates, self-verification checklists, save actions, and escalation rules. Update `sub_step.phase`, `sub_step.name`, and optional `sub_step.detail` in state each time the sub-skill advances to a new internal phase.
5. If the skill **fails**: follow Failure Handling in `protocols.md` — increment `retry_count`, auto-retry up to 3 times, then escalate.
6. When complete (success): reset `retry_count: 0`, update state file to the next step with `status: not_started` and `sub_step: {phase: 0, name: awaiting-invocation, detail: ""}`, return to auto-chain rules (from active flow file)
**sub_step read fallback**: when reading `sub_step`, parse the structured form. If parsing fails (legacy free-text value) OR the named phase is not recognized, log a warning and fall back to a folder scan of the sub-skill's artifact directory to infer progress. Do not silently treat a malformed sub_step as phase 0 — that would cause a sub-skill to restart from scratch after each resume.
Do NOT modify, skip, or abbreviate any part of the sub-skill's workflow. The autodev is a sequencer, not an optimizer.
## State File
The state file (`_docs/_autodev_state.md`) is a minimal pointer — only the current step. See `state.md` for the authoritative template, field semantics, update rules, and worked examples. Do not restate the schema here — `state.md` is the single source of truth.
**Conciseness rule (authoritative).** The state file MUST stay short. Acceptable content per field:
- `name` — the step title from the active flow's Step Reference Table. That's it.
- `sub_step.name` — kebab-case identifier from the active sub-skill. That's it.
- `sub_step.detail`**leave empty (`""`) by default.** Add a one-line note ONLY when the next-session resumer cannot infer where to pick up from `phase` + `name` + on-disk artifacts alone (e.g. `"batch 2 of 4"`, `"blocked on D-PROJ-2 reply"`, `"variant 1b"`). NEVER use `detail` as a changelog, recap, or summary of completed work — those facts belong in the relevant `_docs/` artifact (glossary, traceability matrix, leftovers folder, retro report, etc.) and in git history.
- **Total file size target: <30 lines.** If you're tempted to write more, you're using the wrong artifact — write in `_docs/` instead.
Multi-line `detail` blobs that recap what was just completed are a smell. The state file is a *pointer*, not a logbook.
## Trigger Conditions
This skill activates when the user wants to:
- Start a new project from scratch
- Continue an in-progress project
- Check project status
- Let the AI guide them through the full workflow
**Keywords**: "autodev", "auto", "start", "continue", "what's next", "where am I", "project status"
**Invocation model**: this skill is explicitly user-invoked only (`disable-model-invocation: true` in the front matter). The keywords above aid skill discovery and tooling (other skills / agents can reason about when `/autodev` is appropriate), but the model never auto-fires this skill from a keyword match. The user always types `/autodev`.
**Differentiation**:
- User wants only research → use `/research` directly
- User wants only planning → use `/plan` directly
- User wants to document an existing codebase → use `/document` directly
- User wants the full guided workflow → use `/autodev`
## Flow Reference
See `flows/greenfield.md`, `flows/existing-code.md`, and `flows/meta-repo.md` for step tables, detection rules, auto-chain rules, and each flow's Status Summary step-list fragment. The banner that wraps those fragments lives in `protocols.md` → "Banner Template (authoritative)".