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Planningmanual triggermarkdown-export Hardened

Codex Project Context Loop

A planning loop that turns a broad request into a precise long-running Codex objective that is easier to audit.

Use loop copies the kickoff prompt. Copy Markdown and Download loop include the complete Markdown page with context, source attribution, anchors, and guardrails. Cursor / Claude Code buttons prepare the shorter kickoff prompt only.

Run shape

Supported agents

Codex

Goal

Create an audit-friendly agent objective before implementation.

Feedback gate

find . -maxdepth 2 -type f | sort | head -100

Stop condition

The goal is concrete enough for an agent to execute and for a reviewer to audit.

Do not weaken, skip, delete, or rewrite the validation command to force success.
Do not claim completion until the stated exit condition is actually satisfied.
If blocked, report the blocker, evidence, and next safest action instead of gaming the metric.
Required context

Give the agent these inputs before it starts the loop. This keeps discovery bounded and prevents vague retries.

Objective.
Scope boundaries.
Constraints.
Verification commands.
Stop conditions.
Required tools

The loop assumes these commands or integrations are available. Missing tools should be reported as blockers, not ignored.

project file inspection
How to run

Two separate pieces: the kickoff prompt starts the loop, while the downloaded Markdown carries the complete reference page.

1. Copy or download

Use the kickoff for a fast agent run. Download the full Markdown when you need source, context, and attribution in one file.

2. Paste into the agent

Start a fresh agent session in the target repo and provide the requested project context if the loop asks for it.

3. Let it self-pace

The agent should act, check evidence, retry only when the gate fails, and stop at the stated exit condition.

manual triggerPlanning Step flow
Manual start
Read project signals
Define scope
Define done criteria
Define stop-if rules
Feedback gate
Goal complete with evidence
not done → return to next actiondone → exit condition met
Manual startRead project signalsDefine scopeDefine done criteriaDefine stop-if rulesFeedback gatedoneGoal complete with evidencenot done
Action checklist

The diagram shows the order. This checklist keeps only the action, command, and failure handling needed during a real pass.

1. Read project signals

Inspect scripts, docs, and architecture before writing the objective.

2. Define scope

State what to change and what not to change.

3. Define done criteria

List tests, build, SEO, SSR, and packaging requirements.

4. Define stop-if rules

State when the agent must stop instead of guessing.

Kickoff prompt

This is the text copied by Use loop. It is intentionally shorter than the Markdown export.

Inspect the project context and write a strict, audit-friendly implementation objective with scope, constraints, done criteria, verification, and stop-if rules.
Goal: Create an audit-friendly agent objective before implementation.
Check command: find . -maxdepth 2 -type f | sort | head -100
Exit condition: The goal is concrete enough for an agent to execute and for a reviewer to audit.
Max iterations: 2
Guardrails:
- Do not weaken, skip, delete, or rewrite the validation command to force success.
- Do not claim completion until the stated exit condition is actually satisfied.
- If blocked, report the blocker, evidence, and next safest action instead of gaming the metric.
- Do not write a goal that allows vague completion or unverified claims.

Quality

86/100

Safety

92/100

Expected output

A structured objective with scope, constraints, done criteria, verification, and stop-if rules.

Related loops

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Docsmanual trigger Hardened

AGENTS.md Improvement Loop

Audit and improve repository agent instructions so future AI sessions follow project conventions and verification rules.

Claude CodeCodexCursor
agents-mdproject-contextinstructions

Kickoff preview

Audit repository agent instructions against actual project files, then improve them with accurate commands, architecture rules, and verification expectations.
Goal: Make repository instructions accurate, actionable, and verification-oriented.
Check command: ls -la && rg -n "build|test|lint|deploy" README.md package.json AGENTS.md CLAUDE.md
Exit condition: Agent instructions state stack, commands, architecture rules, and verification expectations accurately.
Max iterations: 3
Guardrails:
- Do not weaken, skip, delete, or rewrite the validation command to force success.
- Do not claim completion until the stated exit condition is actually satisfied.
- If blocked, report the blocker, evidence, and next safest action instead of gaming the metric.
- Do not invent commands, tools, or architecture claims that are not present in the repository.
View
Reviewmanual trigger Hardened

Independent Verifier Pass

Review an agent-produced change as a skeptical verifier before it is marked done.

CursorClaude CodeCodex
reviewverificationquality

Kickoff preview

Act as an independent verifier. Restate the requirements, inspect the diff, run relevant checks, and return a pass/fail/blocker verdict with evidence.
Goal: Prove the implementation satisfies the request without relying on the implementer’s claim.
Check command: git diff --stat && git diff --check
Exit condition: The verifier can map each requirement to code and verification evidence.
Max iterations: 3
Guardrails:
- Do not weaken, skip, delete, or rewrite the validation command to force success.
- Do not claim completion until the stated exit condition is actually satisfied.
- If blocked, report the blocker, evidence, and next safest action instead of gaming the metric.
- Do not rubber-stamp. Find at least one plausible failure mode and check it.
View
Testingmanual trigger Hardened

Build Until Passing

Run the production build, fix compile/runtime bundling failures, and stop only when the build succeeds.

CursorClaude CodeCodex
buildproductionvitenextjs

Kickoff preview

Run the production build, fix root causes while preserving project architecture, and repeat until the build passes.
Goal: Make the production build succeed for the target runtime.
Check command: pnpm build
Exit condition: The production build command exits successfully.
Max iterations: 6
Guardrails:
- Do not weaken, skip, delete, or rewrite the validation command to force success.
- Do not claim completion until the stated exit condition is actually satisfied.
- If blocked, report the blocker, evidence, and next safest action instead of gaming the metric.
- Do not hide build failures with dynamic imports or environment checks unless that is the correct runtime boundary.
View
CImanual trigger Hardened

Ship PR Until Green

Implement a scoped change, open or update a pull request, inspect CI, and continue until all required PR checks pass.

CursorClaude CodeCodex
pull-requestcigithub-actionsverification

Kickoff preview

Take this branch to a green pull request. Implement the requested change, run local verification, open or update the PR, run `gh pr checks`, inspect failures, fix root causes, and repeat until every required check passes or you hit the iteration cap.
Goal: Open or update a pull request and stop only when all required PR checks are green.
Check command: gh pr checks
Exit condition: All required pull request checks are successful and the PR is ready for review or merge.
Max iterations: 10
Guardrails:
- Do not weaken, skip, delete, or rewrite the validation command to force success.
- Do not claim completion until the stated exit condition is actually satisfied.
- If blocked, report the blocker, evidence, and next safest action instead of gaming the metric.
- Do not disable required checks, edit loops to skip jobs, or remove tests to make CI green.
- Do not merge the PR unless the user explicitly asked for merge authority.
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