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GPT-5.6 That Actually Knows When to Stop

We just fixed a real Codex run that kept going for eight hours. This was not one bad loop; it was the full runaway stack: a main-agent model that does not treat stopping as the default, an ultrawork prompt designed to keep summoning help, subagents that also keep going, and a harness whose subagent lifecycle is difficult to control once all of those forces combine.

We are genuinely proud of this one. OMO now couples the intent gate and stop gate instead of treating completion as an afterthought:

  • Every GPT-5.6 Hephaestus intent line must declare the exact observable condition that ends the turn.
  • Ultrawork must register the goal through create_goal, include a binding WHEN TO STOP, and rank “is the user’s problem actually solved?” above ledger ceremony.
  • The moment the stop goal holds, the agent must answer and stop immediately: no extra verification loop, polish pass, review cycle, or bonus refactor.
  • Every spawned subagent must receive GOAL, STOP WHEN, and EVIDENCE, so the parent can control completion by an observable contract instead of trusting a vague “done.”

This is specifically tuned for gpt-5.6-sol and the persistent behavior that makes it such a strong autonomous worker. OMO keeps that persistence where it is useful, then gives it a hard, coordinated stopping boundary across the main agent, ultrawork, and subagents. For GPT-5.6 users, this update is strongly recommended; this control layer is the reason the OMO Codex experience can be substantially more disciplined than a stock harness run.

Frontend Layout Mechanics, Inspired by StyleGallery

A big shoutout to changeroa/StyleGallery. Its layout work directly inspired the new layout-mechanics layer in OMO’s frontend skill, distilled part by part rather than copied as a generic style preset:

  • Layout Brief inspired declaring scroll ownership, fixed/sticky/static regions, constraints, viewport-vs-container responsiveness, and content stress before CSS is written.
  • scroll-body-shell inspired the bounded app-shell contract: auto minmax(0, 1fr) auto, a single named scroll body, and the load-bearing min-block-size: 0 fix.
  • ram-grid inspired the overflow-safe intrinsic grid using repeat(auto-fit, minmax(min(16rem, 100%), 1fr)).
  • StyleGallery’s pattern catalog inspired OMO’s shared spatial vocabulary: stack, cluster, content limiter, sidebar, switcher, cover, frame, reel, imposter, overlay stack, fixed sidenav shell, list-detail, and sticky aside.
  • Layout Gate and the Dashboard recipe inspired the strict boundary between spatial mechanics and visual taste, plus source-order, scroll, reflow, and decision-priority checks.

OMO keeps its own visual direction, motion rules, image workflow, and QA system. The adopted lesson is narrower and extremely useful: app layouts must declare what scrolls, how regions shrink, and how the screen survives empty, long, unbroken, narrow, and RTL content.

Safer Codex Development and Installation

Codex contributors can now run bun run install:codex-dev to install the local source build with an unmistakable dev version stamp. The cache path, plugin metadata, per-turn (OmO dev) prefix, and omo get-local-version output all reveal that the development build is active, while update checks are skipped for non-semver stamps.

The Codex installer also strips inherited npm 12 allow-scripts configuration only from dependency-install subprocesses, preventing an outer npx policy from breaking the plugin install while preserving registry, authentication, proxy, build, and skill-sync environment behavior.

Layered Impact

  • omo pure components: minor. Shared frontend and programming skills gain reusable layout and behavioral-test contracts; Codex ultrawork prompts gain the coordinated goal/stop model.
  • omo opencode: minor. OpenCode receives the new frontend layout-mechanics skill and recognizes visibly stamped local development builds.
  • omo codex / LazyCodex: minor. GPT-5.6 stop control, subagent contracts, development stamping, and npm 12 installation isolation all ship in the Codex marketplace payload.

No breaking changes or migration steps are required.


  • c7c903f66 Merge pull request [#6106] from code-yeongyu/release/v4.18.0-source-state
  • bb0f6fbb6 Merge pull request [#5832] from JSap0914/fix/session-exists-by-id-5810
  • 7138dba01 Merge pull request [#5690] from Hungdoan565/codex/fix-git-status-rename-path-20260628
  • fb8b6227a Merge pull request [#6104] from code-yeongyu/fix/ulw-test-authoring-contract
  • 71959157b docs(ultrawork): require mutation proof for test-only regression coverage
  • ffec49237 Merge pull request [#6102] from code-yeongyu/docs/prompt-test-rule-hardening
  • 53dc9f0a1 docs(rules): forbid prose assertions and mechanism-prescribing delegation
  • 921d08ff8 Merge pull request [#6099] from code-yeongyu/fix/hephaestus-gpt56-registration
  • bbba1a15d test(agents): verify registered GPT-5.6 prompt
  • c9fe21744 Merge pull request [#6100] from code-yeongyu/feature/hephaestus-56-subagent-stop-contract
  • 3262f8502 test(agents): strengthen GPT-5.6 registration coverage
  • 4cdac71d6 feat(omo-codex): require GOAL/STOP WHEN/EVIDENCE in Hephaestus 5.6 spawn messages
  • 33eb742ef test(agents): cover Hephaestus GPT-5.6 registration
  • 403ce788c Merge pull request [#6098] from code-yeongyu/feat/lazycodex-dev-install
  • 5b5cbb8bc docs(omo-codex): document the dev-install workflow and dev version stamp
  • 7b1f02cf8 feat(omo-codex): dev install stamped as version dev via LAZYCODEX_DEV_VERSION
  • 830ec1e29 Merge pull request [#6092] from code-yeongyu/fix/ulw-when-to-stop
  • 6b3f22691 fix(ultrawork): require a when-to-stop declaration in every goal contract
  • c05d0ca7e Merge pull request [#6090] from code-yeongyu/fix/ulw-stop-goal-round2
  • 8482f2c9a fix(codex-rules): declare a binding stop condition in the hephaestus intent line
  • 6a096c2d1 fix(ultrawork): mandate create_goal registration and rank problem-actually-solved above all stop criteria
  • a0a89aa6d fix(codex-rules): make hephaestus gpt-5.6 stop mandatory and immediate at the stop goal
  • c57619895 Merge pull request [#6089] from code-yeongyu/fix/ulw-stop-goal-5.6
  • 33759ba0c fix(ultrawork): make the STOP GOAL explicit in codex directive and ulw-loop stop rules
  • 03753d38c fix(codex-rules): name the stop goal in hephaestus gpt-5.6 and stop the moment it holds
  • 68942f882 Merge pull request [#6086] from code-yeongyu/code-yeongyu/fix-omo-codex-npm12-allow-scripts
  • 389a0d168 chore(omo-codex): regenerate npm install env handling
  • 065fbb9cd Merge pull request [#6085] from code-yeongyu/feat/frontend-layout-mechanics
  • c5ba41787 fix(codex-install): isolate npm 12 allow-scripts config
  • 7528cffd2 feat(shared-skills/frontend): add layout-mechanics ruleset from StyleGallery
  • 57f064934 fix(opencode): check session existence by id
  • 520f793d2 fix(utils): parse git status rename destinations

Thank you to 3 community contributors:

  • @Hungdoan565:
  • fix(utils): parse git status rename destinations
  • @JSap0914:
  • fix(opencode): check session existence by id
  • @MoerAI:
  • Merge pull request [#5690] from Hungdoan565/codex/fix-git-status-rename-path-20260628
  • Merge pull request [#5832] from JSap0914/fix/session-exists-by-id-5810
Source: README.md, updated 2026-07-14