## Thinking Path
> - Paperclip is the open source app people use to manage AI agents for
work
> - Agents run in heartbeat runs orchestrated by the server; run
lifecycle, retry scheduling, and the dashboard's run-activity metrics
are the subsystems involved
> - A spike in "failed" tasks traced to three causes: server restarts
killing in-flight runs and mislabeling them as failures, deterministic
workspace-validation loops when a worktree's branch diverged, and
provider quota/usage-limit errors being classified as generic transient
failures (putting agents into error state and polluting metrics)
> - Killed-then-recovered runs and quota waits are not product failures,
so both the runtime behavior and the reporting needed to distinguish
them
> - This pull request drains runs gracefully on shutdown with idempotent
restart retries, self-heals workspace branch mismatches, adds a
quota-aware failure class with reset-time retry, separates recovered
restart kills from true failures on the dashboard, and documents restart
hygiene for operators
> - The benefit is fewer spurious failures, automatic recovery instead
of manual repair, and dashboard metrics that reflect real failure rates
## Linked Issues or Issue Description
No public GitHub issue exists; describing the bug inline per the
bug-report template:
**What happened?**
In-flight heartbeat runs are marked `failed` when the server restarts,
even though a retry later succeeds. Worktrees whose checked-out branch
diverges from the issue branch fail workspace validation on every
subsequent run with no recovery path. Provider quota/usage-limit
responses are treated as generic transient upstream errors, putting
agents into an error state and retrying before the quota window resets.
The dashboard counts all of these as true failures, inflating failure
metrics.
**Expected behavior**
Graceful shutdown should interrupt (not fail) running runs and chain
exactly one recovery retry. Workspace validation should repair
recoverable branch mismatches automatically. Quota errors should get
their own error class with the retry scheduled at the provider reset
time and the agent left idle. The dashboard should report recovered
restart kills separately from true failures.
**Steps to reproduce**
1. Start a heartbeat run, then restart the server (SIGTERM) while it is
in flight — the run lands as `failed` with a process-loss error code
even when its retry succeeds
2. Check out an issue whose worktree branch has diverged (e.g. after a
force-moved branch) — every subsequent run fails
`workspace_validation_failed` deterministically
3. Drive an agent into a provider usage-limit window — the run fails as
a generic transient upstream error and the agent enters an error state
instead of idling until the reset time
**Paperclip version or commit**
master (base c07e650cd)
**Deployment mode**
Self-hosted dev plane (Linux, node server + embedded Postgres)
## What Changed
- Graceful shutdown (SIGTERM hook) now marks in-flight runs
`interrupted` instead of `failed` and enqueues an idempotent
process-loss retry (pre-insert existence check on `retryOfRunId`
prevents duplicates; bursts chain exactly one retry per interrupted run)
- Run-liveness classification routes `interrupted` to `needs_followup`
rather than `failed`
- Workspace validation self-heals branch mismatch / missing-branch
states instead of failing deterministically on every run
- New `provider_quota` error class: session/usage-limit responses
schedule the retry at the provider reset time and leave the agent idle
(not errored); fixes a case where a quota-terminated run with subtype
`success` was misclassified as failed; HTTP 529 remains transient
- Dashboard run-activity query separates recovered restart kills from
true failures via a recursive CTE over `retry_of_run_id` (ancestors of a
succeeded retry count as recovered), adds a per-day failed-by-error-code
breakdown, and binds the window start as a timestamptz string
- Activity charts UI: amber "Recovered" segment with legend and per-day
error-code tooltip; success-rate chart counts recovered runs as
successes
- New ops runbook: `docs/deploy/dev-plane-restart-hygiene.md`
## Verification
- Greptile follow-up fixes on `992705edd`: `pnpm exec vitest run
server/src/__tests__/server-startup-feedback-export.test.ts
server/src/__tests__/heartbeat-workspace-branch-containment.test.ts
server/src/__tests__/heartbeat-workspace-session.test.ts
server/src/__tests__/heartbeat-process-recovery.test.ts
server/src/__tests__/heartbeat-workspace-finalize-branch.test.ts` (209
tests); `pnpm --filter @paperclipai/server typecheck`; `git diff
--check`
- Post-rebase CI fixes: `pnpm exec vitest run
server/src/__tests__/heartbeat-retry-scheduling.test.ts`; `pnpm exec
vitest run server/src/__tests__/heartbeat-retry-scheduling.test.ts
server/src/__tests__/workspace-runtime.test.ts
server/src/__tests__/heartbeat-workspace-branch-containment.test.ts
server/src/__tests__/heartbeat-workspace-finalize-branch.test.ts
server/src/__tests__/heartbeat-workspace-session.test.ts` (227 tests);
`pnpm --filter @paperclipai/server typecheck`
- `npm test` server suites covering the changes:
`heartbeat-process-recovery`, `heartbeat-stop-metadata`,
`heartbeat-retry-scheduling` (95 tests), quota parse +
execute/retry-scheduling suites (100 tests), workspace self-heal suites
(200 tests), dashboard run-activity tests (3 tests) — all green,
typecheck exit 0
- Dashboard CTE cross-checked against a real development database: two
restart-burst days moved from 17 to 8 and 19 to 6 true failures once
recovered kills were separated, matching manual retry-chain inspection
- Screenshot verification of the real ActivityCharts component
(recovered segment + tooltip) during QA
## Risks
- Behavioral shift: runs killed by a restart no longer surface as
`failed`; anyone consuming raw run statuses will see `interrupted` (new
status value) — dashboards/queries in this repo were updated accordingly
- Retry chaining on repeated restarts is bounded (one chained retry per
interruption) but a pathological restart loop still delays work rather
than failing it; the runbook covers operator hygiene for that case
- Dashboard query adds a recursive CTE; cost is bounded by the
day-window row count and was verified against production-sized data
- No schema migrations; low migration risk
## Model Used
- Claude (Anthropic) — claude-fable-5 via Claude Code / Paperclip agent
harness, extended thinking with tool use; implementation commits also
produced with Codex CLI (GPT-5 class) agents under the same harness
## 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 searched GitHub for duplicate or related PRs and linked
them above
- [x] I have either (a) linked existing issues with `Fixes: #` / `Closes
#` / `Refs #` OR (b) described the issue in-PR following the relevant
issue template
- [x] I have not referenced internal/instance-local Paperclip issues or
links (only public GitHub `#NNN` / `github.com/paperclipai/paperclip`
URLs)
- [ ] My branch name describes the change (e.g. `docs/...`, `fix/...`)
and contains no internal Paperclip ticket id or instance-derived details
- [x] I have run tests locally and they pass
- [x] I have added or updated tests where applicable
- [x] I have updated relevant documentation to reflect my changes
- [x] I have considered and documented any risks above
- [x] All Paperclip CI gates are green
- [x] Greptile is 5/5 with no open P2s, recommendations, or follow-ups
- [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, and
heartbeat execution is the control-plane loop that keeps assigned work
moving.
> - Max-turn exhaustion is a recoverable local-adapter stop condition
for Claude and Gemini agents when a run needs another heartbeat to
continue safely.
> - The previous behavior could leave max-turn continuation details hard
to inspect, and duplicate/stale continuation wakes could keep running
after issue state changed.
> - The adapter layer also needed to avoid trusting arbitrary
stdout/stderr text as scheduler control metadata.
> - This pull request adds bounded max-turn continuation scheduling,
visible retry state, structured stop metadata handling, and
stale/duplicate continuation guards.
> - The benefit is safer automatic continuation after max-turn stops,
clearer operator visibility, and fewer duplicate or stale agent runs.
## What Changed
- Replaces closed PR #4952, whose head repository was deleted.
- Rebases the recovered max-turn continuation branch onto current
`paperclipai/paperclip:master`.
- Adds max-turn continuation scheduling and retry-state plumbing for
heartbeat runs.
- Adds stale/duplicate continuation suppression when issue status,
ownership, or execution locks change.
- Normalizes Claude/Gemini max-turn detection around structured stop
metadata instead of unstructured stdout/stderr text.
- Surfaces max-turn continuation settings and retry visibility in the
board UI.
- Adds focused server, adapter, and UI tests for max-turn stop metadata,
retry scheduling, stale queued-run invalidation, adapter
parsing/execution, run ledger display, and agent config patching.
## Verification
- `pnpm install --no-frozen-lockfile` to refresh local dependencies
after rebasing onto current `master`.
- `pnpm run preflight:workspace-links && pnpm exec vitest run
server/src/__tests__/claude-local-adapter.test.ts
server/src/__tests__/claude-local-execute.test.ts
server/src/__tests__/gemini-local-adapter.test.ts
server/src/__tests__/gemini-local-execute.test.ts
server/src/__tests__/heartbeat-retry-scheduling.test.ts
server/src/__tests__/heartbeat-stale-queue-invalidation.test.ts
server/src/services/heartbeat-stop-metadata.test.ts
ui/src/components/IssueRunLedger.test.tsx
ui/src/lib/agent-config-patch.test.ts ui/src/lib/runRetryState.test.ts
--testTimeout=20000`
- `pnpm --filter @paperclipai/adapter-claude-local typecheck && pnpm
--filter @paperclipai/adapter-gemini-local typecheck && pnpm --filter
@paperclipai/server typecheck && pnpm --filter @paperclipai/ui
typecheck`
- UI screenshot note: the UI changes are limited to config/ledger state
rendering rather than layout changes; component/unit coverage above
verifies the rendered behavior.
## Risks
- Medium behavior risk: heartbeat retry gating now suppresses max-turn
continuations when issue state or execution locks drift, so any callers
that relied on stale continuations running will now see cancellation
instead.
- Low adapter risk: Claude/Gemini unstructured text no longer triggers
max-turn scheduler metadata, so only structured stop signals and Gemini
exit code 53 are trusted.
- No database 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, GPT-5-class model, tool-enabled local
repository editing and command execution.
## 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 (not applicable: state/default rendering only; covered by
component/unit tests)
- [x] I have updated relevant documentation to reflect my changes (not
applicable: no user-facing command or docs contract changed)
- [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 runs are the control-plane record of each agent execution
window.
> - Long-running local agents can exhaust context or stop while still
holding useful next-step state.
> - Operators need that stop reason, next action, and continuation path
to be durable and visible.
> - This pull request adds run liveness metadata, continuation
summaries, and UI surfaces for issue run ledgers.
> - The benefit is that interrupted or long-running work can resume with
clearer context instead of losing the agent's last useful handoff.
## What Changed
- Added heartbeat-run liveness fields, continuation attempt tracking,
and an idempotent `0058` migration.
- Added server services and tests for run liveness, continuation
summaries, stop metadata, and activity backfill.
- Wired local and HTTP adapters to surface continuation/liveness context
through shared adapter utilities.
- Added shared constants, validators, and heartbeat types for liveness
continuation state.
- Added issue-detail UI surfaces for continuation handoffs and the run
ledger, with component tests.
- Updated agent runtime docs, heartbeat protocol docs, prompt guidance,
onboarding assets, and skills instructions to explain continuation
behavior.
- Addressed Greptile feedback by scoping document evidence by run,
excluding system continuation-summary documents from liveness evidence,
importing shared liveness types, surfacing hidden ledger run counts,
documenting bounded retry behavior, and moving run-ledger liveness
backfill off the request path.
## Verification
- `pnpm exec vitest run packages/adapter-utils/src/server-utils.test.ts
server/src/__tests__/run-continuations.test.ts
server/src/__tests__/run-liveness.test.ts
server/src/__tests__/activity-service.test.ts
server/src/__tests__/documents-service.test.ts
server/src/__tests__/issue-continuation-summary.test.ts
server/src/services/heartbeat-stop-metadata.test.ts
ui/src/components/IssueRunLedger.test.tsx
ui/src/components/IssueContinuationHandoff.test.tsx
ui/src/components/IssueDocumentsSection.test.tsx`
- `pnpm --filter @paperclipai/db build`
- `pnpm exec vitest run server/src/__tests__/activity-service.test.ts
ui/src/components/IssueRunLedger.test.tsx`
- `pnpm --filter @paperclipai/ui typecheck`
- `pnpm --filter @paperclipai/server typecheck`
- `pnpm exec vitest run server/src/__tests__/activity-service.test.ts
server/src/__tests__/run-continuations.test.ts
ui/src/components/IssueRunLedger.test.tsx`
- `pnpm exec vitest run
server/src/__tests__/heartbeat-process-recovery.test.ts -t "treats a
plan document update"`
- `pnpm exec vitest run server/src/__tests__/activity-service.test.ts
server/src/__tests__/heartbeat-process-recovery.test.ts -t "activity
service|treats a plan document update"`
- Remote PR checks on head `e53b1a1d`: `verify`, `e2e`, `policy`, and
Snyk all passed.
- Confirmed `public-gh/master` is an ancestor of this branch after
fetching `public-gh master`.
- Confirmed `pnpm-lock.yaml` is not included in the branch diff.
- Confirmed migration `0058_wealthy_starbolt.sql` is ordered after
`0057` and uses `IF NOT EXISTS` guards for repeat application.
- Greptile inline review threads are resolved.
## Risks
- Medium risk: this touches heartbeat execution, liveness recovery,
activity rendering, issue routes, shared contracts, docs, and UI.
- Migration risk is mitigated by additive columns/indexes and idempotent
guards.
- Run-ledger liveness backfill is now asynchronous, so the first ledger
response can briefly show historical missing liveness until the
background backfill completes.
- UI screenshot coverage is not included in this packaging pass;
validation is currently through focused component tests.
> 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-5.4, local tool-use coding agent with terminal, git,
GitHub connector, GitHub CLI, and Paperclip API access.
## 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
Screenshot note: no before/after screenshots were captured in this PR
packaging pass; the UI changes are covered by focused component tests
listed above.
---------
Co-authored-by: Paperclip <noreply@paperclip.ing>
Dotta