Adds a per-issue read-model resolver that loads the disposition state
vector (active runs, queued wakes, agents, interactions, approvals,
recovery/productivity-review issues, latest run evidence) and runs the
shared classifier. Wires it into issue list, detail, and
heartbeat-context responses, and surfaces it on the shared Issue type
as `executionDisposition` so the board can read execution health
without inferring it from status alone.
Co-Authored-By: Paperclip <noreply@paperclip.ing>
Suppress bounded run-liveness continuation wakes when an active pause hold
covers the issue, and cancel due scheduled retries with errorCode `issue_paused`
instead of promoting them only to be cancelled at claim time. Adds regression
coverage for both gates plus the no-pause-hold passthrough invariant.
Co-Authored-By: Paperclip <noreply@paperclip.ing>
A blocked parent like PAP-2089 currently reports a generic
needs_attention chain even when its leaf is the productive-run-stopped
shape from PAP-2674's plan. Extend listIssueBlockerAttentionMap to
fetch each candidate leaf's latest issue-linked succeeded run plus its
productivity-review state, classify the leaf as recovery_needed when it
matches the shape, and propagate the leaf identifier, next-action
owner, and CTA hint up to the root. The leaf itself also surfaces
recovery_needed on its own attention so the leaf-level notice can
render when an inbox wake lands directly on it.
Adds two integration cases (productive_run_stopped and
continuation_exhausted) to the embedded-Postgres regression suite.
Co-Authored-By: Paperclip <noreply@paperclip.ing>
Adds a productivityReview lookup to single-issue and list responses, plus
a ProductivityReviewBadge component that surfaces the open productivity
review on the source issue's header (with trigger/no-comment-streak
detail in the tooltip), and a compact eye glyph next to the StatusIcon
on IssueRow so operators can spot yellow tasks in any list. The review
issue itself shows a static "Productivity review" pill in the header
when its originKind matches.
Also extends the shared IssueOriginKind union with the recovery-side
kinds (harness_liveness_escalation, issue_productivity_review,
stranded_issue_recovery) so UI checks against issue.originKind type-check.
Wires the new helper through GET /issues/:id, GET /companies/:id/issues
(via issueService.list), and GET /issues/:id/heartbeat-context. Adds a
status-language Storybook story matrix for UX review.
Co-Authored-By: Paperclip <noreply@paperclip.ing>
## Thinking Path
> - Paperclip coordinates recurring agent work through scheduled and
manual routines.
> - Manual routine runs are board-initiated work and should stay visible
to the human who kicked them off.
> - Routine execution issues are agent-assigned, so they can be filtered
away from a board user's inbox unless the user is recorded as touching
the work.
> - Coalesced or skipped active routine runs have the same visibility
problem because they reuse an existing live issue.
> - This pull request carries the manual runner actor into routine
dispatch and touches the linked issue for that user's inbox.
> - The benefit is that manually triggered routine work stays
discoverable by the operator who started it.
## What Changed
- Passed the board or agent actor from the routine run route into the
routine service.
- Recorded manual board runners as `createdByUserId` on fresh routine
execution issues.
- Touched coalesced or skipped active routine issues for the manual
runner by updating read state and clearing that user's inbox archive.
- Added route and service regressions for manual routine run actor
propagation and inbox visibility.
## Verification
- `pnpm exec vitest run server/src/__tests__/routines-routes.test.ts
server/src/__tests__/routines-service.test.ts`
## Risks
- Low risk: the change is scoped to manual routine runs and only updates
issue attribution/read-state metadata for the initiating actor.
- No migrations.
> For core feature work, check [`ROADMAP.md`](ROADMAP.md) first and
discuss it in `#dev` before opening the PR. Feature PRs that overlap
with planned core work may need to be redirected — check the roadmap
first. See `CONTRIBUTING.md`.
## Model Used
- OpenAI Codex coding agent based on GPT-5, tool-enabled local
repository and shell access, Paperclip heartbeat context.
## Checklist
- [x] I have included a thinking path that traces from project context
to this change
- [x] I have specified the model used (with version and capability
details)
- [x] I have checked ROADMAP.md and confirmed this PR does not duplicate
planned core work
- [x] I have run tests locally and they pass
- [x] I have added or updated tests where applicable
- [x] If this change affects the UI, I have included before/after
screenshots
- [x] I have updated relevant documentation to reflect my changes
- [x] I have considered and documented any risks above
- [x] I will address all Greptile and reviewer comments before
requesting merge
---------
Co-authored-by: Paperclip <noreply@paperclip.ing>
## Thinking Path
> - Paperclip orchestrates AI agents for autonomous companies.
> - Agent assignments must reliably turn into heartbeat work without
board operators manually nudging stuck tasks.
> - The stranded-assignment recovery sweep already handles failed or
lost runs.
> - But assigned `todo` issues with no prior run could sit idle because
there was nothing to retry or recover.
> - This pull request dispatches those never-started assigned todos as
normal assignment wakes.
> - The benefit is that recovery fixes missed initial dispatches without
creating unnecessary recovery issues.
## What Changed
- Added an initial assigned-todo dispatch path to the recovery service
when an assigned `todo` issue has no heartbeat run yet.
- Reused invocation budget hard-stop checks before dispatching or
requeueing recovery work.
- Counted `assignmentDispatched` in startup/scheduled recovery logs.
- Added heartbeat recovery regressions for first dispatch, duplicate
queued wake prevention, budget-blocked skips, and paused-agent skips.
## Verification
- `pnpm exec vitest run
server/src/__tests__/heartbeat-process-recovery.test.ts`
## Risks
- Low to medium risk: this changes liveness recovery behavior for
assigned `todo` issues, but it stays on the existing assignment wake
path and skips paused or budget-blocked agents.
- No migrations.
> For core feature work, check [`ROADMAP.md`](ROADMAP.md) first and
discuss it in `#dev` before opening the PR. Feature PRs that overlap
with planned core work may need to be redirected — check the roadmap
first. See `CONTRIBUTING.md`.
## Model Used
- OpenAI Codex coding agent based on GPT-5, tool-enabled local
repository and shell access, Paperclip heartbeat context.
## Checklist
- [x] I have included a thinking path that traces from project context
to this change
- [x] I have specified the model used (with version and capability
details)
- [x] I have checked ROADMAP.md and confirmed this PR does not duplicate
planned core work
- [x] I have run tests locally and they pass
- [x] I have added or updated tests where applicable
- [x] If this change affects the UI, I have included before/after
screenshots
- [x] I have updated relevant documentation to reflect my changes
- [x] I have considered and documented any risks above
- [x] I will address all Greptile and reviewer comments before
requesting merge
## Thinking Path
> - Paperclip orchestrates AI agents for zero-human companies
> - The control plane must recover stranded agent work without creating
new operational loops
> - Stranded recovery issues can themselves fail, and exposing raw retry
errors in comments can leak sensitive adapter details
> - New local companies also should not force a hire-approval gate
unless operators enable that policy
> - This pull request hardens recovery issue handling, redacts retry
failure details in issue copy, preserves `maxConcurrentRuns: 1`, and
flips new-hire approval to an opt-in default
> - The benefit is safer automatic recovery and smoother default company
setup without hidden migration conflicts
## What Changed
- Added migration `0071_default_hire_approval_off` and updated company
schema/import/export/docs so hire approvals default off and serialize
only when enabled.
- Added migration `0072_large_sandman` with a partial unique index
preventing duplicate active stranded recovery issues for the same source
issue.
- Blocked failed `stranded_issue_recovery` issues in place instead of
creating nested recovery issues.
- Redacted latest retry failure details from recovery issue comments
while still linking reviewers to run evidence.
- Allowed `maxConcurrentRuns: 1` to be honored by heartbeat concurrency
normalization.
- Added focused regression coverage for recovery recursion, redaction,
migration ordering, and concurrency behavior.
## Verification
- `pnpm --filter @paperclipai/db run check:migrations`
- `pnpm exec vitest run --project @paperclipai/server
server/src/__tests__/recovery-classifiers.test.ts`
- `pnpm exec vitest run --project @paperclipai/server
server/src/__tests__/company-portability.test.ts --pool=forks
--poolOptions.forks.isolate=true`
- `pnpm exec vitest run --project @paperclipai/server
server/src/__tests__/agent-permissions-routes.test.ts --pool=forks
--poolOptions.forks.isolate=true`
- `pnpm --filter @paperclipai/server typecheck`
- `pnpm exec vitest run --project @paperclipai/server
server/src/__tests__/heartbeat-process-recovery.test.ts --pool=forks
--poolOptions.forks.isolate=true` exits 0, but this host skipped the
embedded Postgres tests with the existing init guard.
- `pnpm exec vitest run --project @paperclipai/server
server/src/__tests__/heartbeat-dependency-scheduling.test.ts
--pool=forks --poolOptions.forks.isolate=true` exits 0, but this host
skipped the embedded Postgres tests with the existing init guard.
## Risks
- Migration risk is low but this PR intentionally owns both new
migrations to avoid separate PR migration-journal conflicts.
- Recovery comments now require operators to inspect linked run evidence
for details instead of reading raw errors inline.
- The hire approval default changes behavior for newly created/imported
companies only; existing persisted company settings are not changed
except by the SQL default for future rows.
> For core feature work, check [`ROADMAP.md`](ROADMAP.md) first and
discuss it in `#dev` before opening the PR. Feature PRs that overlap
with planned core work may need to be redirected — check the roadmap
first. See `CONTRIBUTING.md`.
## Model Used
- OpenAI Codex, GPT-5 coding agent, tool-enabled terminal/GitHub
workflow, reasoning mode active. Context window not exposed in this
environment.
## Checklist
- [x] I have included a thinking path that traces from project context
to this change
- [x] I have specified the model used (with version and capability
details)
- [x] I have checked ROADMAP.md and confirmed this PR does not duplicate
planned core work
- [x] I have run tests locally and they pass
- [x] I have added or updated tests where applicable
- [x] If this change affects the UI, I have included before/after
screenshots
- [x] I have updated relevant documentation to reflect my changes
- [x] I have considered and documented any risks above
- [x] I will address all Greptile and reviewer comments before
requesting merge
---------
Co-authored-by: Paperclip <noreply@paperclip.ing>
## Thinking Path
> - Paperclip orchestrates AI agents for zero-human companies
> - Company skills are part of the reusable agent capability layer
> - Skill inventory refresh work can outlive the company it was
requested for
> - Without an explicit company existence check, stale refreshes can
continue into bundled/local skill cleanup for deleted or missing
companies
> - This pull request makes company-skill listing fail fast when the
company no longer exists
> - The benefit is clearer API behavior and less stale background work
against missing company scope
## What Changed
- Added a company existence check before `companySkillService.list()`
refreshes bundled and local-path skill state.
- Added regression coverage asserting missing companies return `404
Company not found`.
## Verification
- `pnpm exec vitest run --project @paperclipai/server
server/src/__tests__/company-skills-service.test.ts --pool=forks
--poolOptions.forks.isolate=true` exits 0, but this host skipped the
embedded Postgres tests with the existing init guard.
## Risks
- Low risk. Existing callers for valid companies are unchanged.
- Missing-company callers now receive an explicit 404 instead of
continuing refresh work.
> For core feature work, check [`ROADMAP.md`](ROADMAP.md) first and
discuss it in `#dev` before opening the PR. Feature PRs that overlap
with planned core work may need to be redirected — check the roadmap
first. See `CONTRIBUTING.md`.
## Model Used
- OpenAI Codex, GPT-5 coding agent, tool-enabled terminal/GitHub
workflow, reasoning mode active. Context window not exposed in this
environment.
## Checklist
- [x] I have included a thinking path that traces from project context
to this change
- [x] I have specified the model used (with version and capability
details)
- [x] I have checked ROADMAP.md and confirmed this PR does not duplicate
planned core work
- [x] I have run tests locally and they pass
- [x] I have added or updated tests where applicable
- [x] If this change affects the UI, I have included before/after
screenshots
- [x] I have updated relevant documentation to reflect my changes
- [x] I have considered and documented any risks above
- [x] I will address all Greptile and reviewer comments before
requesting merge
## Thinking Path
> - Paperclip orchestrates AI agents for zero-human companies.
> - Agent creation accepts roles that become part of the agent contract
and telemetry.
> - The shared role list already includes the security role.
> - Direct agent creation should preserve that role through route
handling and analytics metadata.
> - This pull request adds route coverage for creating a security-role
agent and asserting telemetry receives the same role.
> - The benefit is regression coverage for security agents without
changing the production route behavior.
## What Changed
- Added a server route test that creates an agent with `role:
"security"`.
- Asserted the create payload and telemetry metadata preserve `security`
as the agent role.
## Verification
- `pnpm exec vitest run --project @paperclipai/server
server/src/__tests__/agent-skills-routes.test.ts --pool=forks
--poolOptions.forks.isolate=true`
## Risks
- Low risk; test-only coverage.
- No runtime behavior, schema, or API contract changes.
> For core feature work, check [`ROADMAP.md`](ROADMAP.md) first and
discuss it in `#dev` before opening the PR. Feature PRs that overlap
with planned core work may need to be redirected — check the roadmap
first. See `CONTRIBUTING.md`.
## Model Used
- OpenAI Codex, `gpt-5`, coding model with tool use and local command
execution; context window not exposed by the runtime.
## Checklist
- [x] I have included a thinking path that traces from project context
to this change
- [x] I have specified the model used (with version and capability
details)
- [x] I have checked ROADMAP.md and confirmed this PR does not duplicate
planned core work
- [x] I have run tests locally and they pass
- [x] I have added or updated tests where applicable
- [x] If this change affects the UI, I have included before/after
screenshots
- [x] I have updated relevant documentation to reflect my changes
- [x] I have considered and documented any risks above
- [x] I will address all Greptile and reviewer comments before
requesting merge
---------
Co-authored-by: Paperclip <noreply@paperclip.ing>
## Thinking Path
> - Paperclip orchestrates AI agents for zero-human companies.
> - Heartbeat liveness recovery decides when stalled issue trees need
manager-visible follow-up.
> - Automatic recovery issue creation is useful, but operators need
instance-level controls for how aggressive it is.
> - Without controls, recovery behavior is harder to tune for local
development, production operations, and noisy edge cases.
> - This pull request adds configurable liveness auto-recovery settings
across shared contracts, API routes, services, and the instance
experimental settings UI.
> - The benefit is that operators can keep liveness findings advisory or
enable bounded recovery automation with explicit intervals and lookback
windows.
## What Changed
- Added shared types and validators for liveness auto-recovery settings.
- Extended instance settings routes and services to persist and validate
the new controls.
- Wired heartbeat/recovery services to honor enablement, minimum
interval, and lookback settings.
- Added UI controls for liveness recovery under instance experimental
settings.
- Covered the new server behavior with instance settings and liveness
escalation tests.
## Verification
- `pnpm exec vitest run --project @paperclipai/server
server/src/__tests__/heartbeat-issue-liveness-escalation.test.ts
server/src/__tests__/instance-settings-routes.test.ts --pool=forks
--poolOptions.forks.isolate=true`
- `pnpm --filter @paperclipai/shared typecheck`
- `pnpm --filter @paperclipai/server typecheck`
- `pnpm --filter @paperclipai/ui typecheck`
## Risks
- Moderate behavioral risk because recovery automation timing changes
when enabled; defaults keep existing advisory behavior unless the
setting is turned on.
- No database migration in this PR; settings are stored through the
existing instance settings path.
> For core feature work, check [`ROADMAP.md`](ROADMAP.md) first and
discuss it in `#dev` before opening the PR. Feature PRs that overlap
with planned core work may need to be redirected — check the roadmap
first. See `CONTRIBUTING.md`.
## Model Used
- OpenAI Codex, `gpt-5`, coding model with tool use and local command
execution; context window not exposed by the runtime.
## Checklist
- [x] I have included a thinking path that traces from project context
to this change
- [x] I have specified the model used (with version and capability
details)
- [x] I have checked ROADMAP.md and confirmed this PR does not duplicate
planned core work
- [x] I have run tests locally and they pass
- [x] I have added or updated tests where applicable
- [ ] If this change affects the UI, I have included before/after
screenshots
- [x] I have updated relevant documentation to reflect my changes
- [x] I have considered and documented any risks above
- [x] I will address all Greptile and reviewer comments before
requesting merge
---------
Co-authored-by: Paperclip <noreply@paperclip.ing>
## Thinking Path
> - Paperclip orchestrates AI agents through company-scoped
control-plane workflows.
> - Agent creation is one of the core board/operator surfaces for
defining who works in a company.
> - The shared taxonomy now includes a first-class `security` agent
role.
> - Direct agent creation must preserve that role through default
instruction materialization and telemetry.
> - A prior replacement PR covered this path, but Greptile identified
that the route-test mock could let a future patch object shadow the
regression.
> - This pull request reopens the narrow regression coverage from
current `master` with the mock ordering fixed.
> - The benefit is a focused guardrail that keeps `security` role
creation observable without expanding the production diff.
## What Changed
- Added a direct agent creation route regression test for `role:
"security"`.
- Verified telemetry receives `agentRole: "security"` after the default
instruction materialization update path.
- Ordered the regression mock as `...patch` before `role: "security"` so
future patch fields cannot shadow the asserted role.
## Verification
- `pnpm install --frozen-lockfile` to link dependencies in the fresh
worktree; it completed with existing plugin SDK bin warnings.
- `pnpm exec vitest run server/src/__tests__/agent-skills-routes.test.ts
packages/shared/src/adapter-types.test.ts`
## Risks
- Low risk. This is test-only coverage and does not change runtime
behavior.
> For core feature work, check [`ROADMAP.md`](ROADMAP.md) first and
discuss it in `#dev` before opening the PR. Feature PRs that overlap
with planned core work may need to be redirected — check the roadmap
first. See `CONTRIBUTING.md`.
## Model Used
- OpenAI Codex, GPT-5 based coding agent, tool-enabled with local shell
and repository editing capabilities.
## Checklist
- [x] I have included a thinking path that traces from project context
to this change
- [x] I have specified the model used (with version and capability
details)
- [x] I have checked ROADMAP.md and confirmed this PR does not duplicate
planned core work
- [x] I have run tests locally and they pass
- [x] I have added or updated tests where applicable
- [x] If this change affects the UI, I have included before/after
screenshots (N/A: no UI changes)
- [x] I have updated relevant documentation to reflect my changes (N/A:
test-only regression)
- [x] I have considered and documented any risks above
- [x] I will address all Greptile and reviewer comments before
requesting merge
Co-authored-by: Paperclip <noreply@paperclip.ing>
## Thinking Path
> - Paperclip orchestrates AI agents for zero-human companies, and its
CLI import/export path is part of how operators move company state
safely between environments.
> - The `paperclipai company import/export` e2e test is supposed to
validate that portability flow inside a hermetic harness, not against a
developer's live Paperclip home.
> - This regression showed nested CLI subprocesses could silently fall
back to ambient `PAPERCLIP_*` state and mutate a real local instance by
creating extra companies such as `CLI-1-Roundtrip-Test`.
> - The first job was to pin the test subprocesses to isolated config,
home, instance, auth, and context paths, and to add a regression
assertion that proves the nested CLI writes stay inside the test-owned
state.
> - Once the PR was up, CI and Greptile exposed two follow-on issues
that were blocking merge: plugin SDK typecheck bootstrap was racing
across packages in fresh CI, and the new lock helper needed one more fix
to release its lock on failure.
> - This pull request therefore ends up doing two tightly related
things: fixing the original CLI isolation leak, and hardening the
supporting typecheck/bootstrap path enough for the fix to verify cleanly
in CI.
> - The benefit is that the portability e2e test is now actually
isolated, and the PR verification path is stable enough to catch
regressions instead of introducing its own nondeterministic failures.
## What Changed
- Hardened `cli/src/__tests__/company-import-export-e2e.test.ts` so
nested CLI subprocesses re-seed isolated `PAPERCLIP_CONFIG`,
`PAPERCLIP_HOME`, `PAPERCLIP_INSTANCE_ID`, `PAPERCLIP_CONTEXT`,
`PAPERCLIP_AUTH_STORE`, and throwaway `HOME` values instead of falling
back to ambient machine state.
- Added a regression assertion around `paperclipai context set --json`,
then cleared the temporary `context.json` so the isolation check and the
later export/import flow stay independent.
- Passed the same isolated `HOME` into the server subprocess so both
sides of the e2e harness are symmetric.
- Introduced locking in `scripts/ensure-plugin-build-deps.mjs` and
switched the server/plugin example `typecheck` scripts to use that
helper instead of launching concurrent raw `@paperclipai/plugin-sdk`
builds.
- Fixed the helper failure path so it releases the lock before exiting
non-zero, which prevents stale-lock timeouts during parallel typecheck
runs.
## Verification
- `pnpm vitest run cli/src/__tests__/company-import-export-e2e.test.ts
--project paperclipai`
- `pnpm --filter paperclipai typecheck`
- `pnpm -r typecheck`
- PR checks now pass on the current head, including `policy`, `verify`,
`e2e`, `security/snyk`, and `Greptile Review`.
## Risks
- Low risk. The product-facing behavior change is scoped to test harness
code in the CLI e2e suite.
- The CI stabilization changes only affect bootstrap/typecheck helper
paths for the server and plugin/example packages, but they do touch
shared verification plumbing; the main risk is changing how fresh build
artifacts are prepared in local/CI typecheck runs.
## Model Used
- Anthropic Claude via Paperclip `claude_local`, model
`claude-opus-4-7`, high-effort local coding agent, used for the initial
implementation and first peer-reviewed verification.
- OpenAI Codex via Paperclip `codex_local`, model `gpt-5.4`, high
reasoning-effort local coding agent with tool use, used for CI triage,
Greptile follow-up fixes, verification, and PR maintenance.
## Checklist
- [x] I have included a thinking path that traces from project context
to this change
- [x] I have specified the model used (with version and capability
details)
- [x] I have checked ROADMAP.md and confirmed this PR does not duplicate
planned core work
- [x] I have run tests locally and they pass
- [x] I have added or updated tests where applicable
- [x] If this change affects the UI, I have included before/after
screenshots
- [x] I have updated relevant documentation to reflect my changes
- [x] I have considered and documented any risks above
- [x] I will address all Greptile and reviewer comments before
requesting merge
## Thinking Path
> - Paperclip orchestrates AI agents for zero-human companies.
> - The linked CI job is in the server test/recovery path, where
heartbeat runs and issue cleanup need to leave the control plane in a
consistent state even when retries fail.
> - In this case the failure was not runtime product behavior but test
teardown behavior inside `heartbeat-process-recovery.test.ts`.
> - The failing GitHub Actions job showed a foreign-key race on
`company_skills_company_id_companies_id_fk` while the test tried to
delete the parent company record.
> - The surrounding teardown code already uses bounded retry cleanup for
other dependent tables (`issues`, `heartbeatRuns`, and `agents`) because
this test file intentionally exercises asynchronous recovery flows.
> - This pull request applies that same retry pattern to the final
`db.delete(companies)` step, re-clearing `companySkills` before each
retry.
> - The benefit is a targeted fix for the CI flake without changing
runtime behavior or expanding the scope beyond the failing teardown
path.
## What Changed
- Wrapped the final `db.delete(companies)` call in
`server/src/__tests__/heartbeat-process-recovery.test.ts` with the same
5-attempt retry pattern already used elsewhere in that teardown.
- Re-cleared `companySkills` before each company-delete retry so
late-arriving FK-dependent rows do not mask the real test result.
- Verified the fix against the originally failing
`heartbeat-process-recovery` test file and the broader `pnpm test:run`
command under CI-like env conditions.
## Verification
- `pnpm exec vitest run
server/src/__tests__/heartbeat-process-recovery.test.ts`
- Re-ran `pnpm exec vitest run
server/src/__tests__/heartbeat-process-recovery.test.ts` multiple times
locally; the previously failing teardown stayed green.
- `env -u PAPERCLIP_API_URL -u PAPERCLIP_RUNTIME_API_URL -u
PAPERCLIP_RUN_ID -u PAPERCLIP_TASK_ID -u PAPERCLIP_AGENT_ID -u
PAPERCLIP_COMPANY_ID -u PAPERCLIP_API_KEY -u PAPERCLIP_WAKE_REASON -u
PAPERCLIP_WAKE_COMMENT_ID -u PAPERCLIP_WAKE_PAYLOAD_JSON -u
PAPERCLIP_APPROVAL_ID -u PAPERCLIP_APPROVAL_STATUS pnpm test:run`
## Risks
- Low risk. The change is test-only and scoped to teardown retry
behavior in a single server test file.
- If the underlying async cleanup behavior changes again, this test
could still become flaky in a different way, but this PR addresses the
specific FK race seen in the linked CI job.
> For core feature work, check [`ROADMAP.md`](ROADMAP.md) first and
discuss it in `#dev` before opening the PR. Feature PRs that overlap
with planned core work may need to be redirected — check the roadmap
first. See `CONTRIBUTING.md`.
## Model Used
- OpenAI `gpt-5.4` via Paperclip `codex_local`, high reasoning mode,
with tool use for shell, git, HTTP API calls, and patch application.
## Checklist
- [x] I have included a thinking path that traces from project context
to this change
- [x] I have specified the model used (with version and capability
details)
- [x] I have checked ROADMAP.md and confirmed this PR does not duplicate
planned core work
- [x] I have run tests locally and they pass
- [x] I have added or updated tests where applicable
- [x] If this change affects the UI, I have included before/after
screenshots
- [x] I have updated relevant documentation to reflect my changes
- [x] I have considered and documented any risks above
- [x] I will address all Greptile and reviewer comments before
requesting merge
