Assemble — Dev-Critic feedback loop
SkillDev toolsDev-Critic loop: implement, review, fix, repeat until clean
Available today. Use it from your connected AI after setup.
No other account needed.
Connect ahel once, and every AI you use reads what you have installed.
Then ask your AI: use the Assemble — Dev-Critic feedback loop skill
What this skill tells your AI
The instructions your AI receives, as published by villetakanen/asdlc-io in .agents/skills/assemble/SKILL.md and read by ahel’s review.
Orchestrate a Dev -> Critic feedback loop, driving a task from implementation to a clean, verified state without human intervention — unless genuine blocking questions arise.
Trigger
When a task needs full implementation AND review in one go.
Goal
Run dev and critic in alternating cycles until the critic issues a PASS verdict. Each cycle runs in its own sub-agent with a fresh context window. Only interrupt the user when a question genuinely blocks progress.
Boundaries
- In scope: orchestrating dev-critic sub-agent cycles to reach PASS, managing the circuit breaker.
- Out of scope: committing or pushing (
ship), authoring or modifying specs (spec), creating Linear issues (lead).
Pipeline
Step 0 — Context Gathering
Before starting the loop, gather the context the sub-agents will need:
- Read the task:
$ARGUMENTS - If a PBI/Linear issue ID is given, fetch it via MCP to get acceptance criteria.
- Identify relevant specs in
specs/for the task domain. - Read
AGENTS.md/CLAUDE.mdfor project constraints.
Compile this into a Task Brief — a self-contained description that each sub-agent receives.
Step 1 — Dev Cycle
Spawn a sub-agent (model: sonnet / pro) with the full dev skill instructions and the Task Brief.
The dev agent prompt must include:
- The complete
devskill instructions (from.agents/skills/dev/SKILL.mdor.claude/skills/dev/SKILL.md) - The Task Brief from Step 0
- If this is cycle N>1: the Critic Findings from the previous cycle, with explicit instructions to fix each violation
Wait for the dev agent to complete. Capture its summary of changes made.
Step 2 — Critic Cycle
Spawn a sub-agent (model: sonnet / pro) with the full critic skill instructions.
The critic agent prompt must include:
- The complete
criticskill instructions (from.agents/skills/critic/SKILL.mdor.claude/skills/critic/SKILL.md) - The Task Brief (so the critic knows what was intended)
- The dev agent's summary of what was changed
Wait for the critic agent to complete. Parse the verdict.
Step 3 — Decision Gate
Based on the critic's verdict:
- PASS — Proceed to Step 4 (finish).
- PASS WITH NOTES — Proceed to Step 4 (finish). Report the notes to the user.
- FAIL — Extract the violation list. Go back to Step 1 with the findings as fix instructions.
Circuit breaker: If you have completed 3 full cycles without reaching PASS, stop and present the remaining findings to the user. Ask whether to continue or adjust the approach. Do not loop forever.
Step 4 — Finish
Report to the user:
- Summary of what was implemented
- Number of dev-critic cycles it took
- Final critic verdict (and any notes)
- Suggest running
/shipto commit and push
Sub-Agent Model Policy
Follow the standard model policy for sub-agent spawning:
- haiku / flash — File search, grep, reading files, listing issues, gathering context
- sonnet / pro — Code edits, writing content, running validation, critic reviews
- opus — Only if a sub-task genuinely requires it; ask user first
Principles
- Fresh context per cycle — Each dev/critic run is a separate sub-agent. No stale state accumulation.
- Self-healing — Critic findings feed directly into the next dev cycle as fix instructions.
- Silent unless stuck — Do not ask the user for confirmation between cycles. Only interrupt if genuinely blocked (ambiguous requirement, conflicting specs, architectural question).
- Deterministic exit — The loop has a clear termination condition (PASS) and a circuit breaker (3 cycles).
Instructions
$ARGUMENTS
Signals
- GitHub stars
- 35
- Forks
- 4
- Last commit
- Aug 2026
Advanced
- Catalog kind
- skill
- Gateway key
assemble- Source
- github.com/villetakanen/asdlc-io