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Author SHA1 Message Date
DottaandPaperclip c6ee96a3df fix: stop idle MCP event polling (#17036)
## Thinking Path

> - Paperclip is the open source app people use to manage AI agents for
work.
> - MCP task subscriptions and Dot mailboxes notify external clients
when work changes.
> - Their delivery workers queried SQL every two seconds, including when
no work existed.
> - Those queries prevent idle databases from becoming quiet across many
hosted instances.
> - Existing activity, mailbox, subscription, and delivery records
already preserve the work.
> - This pull request uses committed-write signals and saved retry
deadlines to drive delivery.
> - Idle subscriptions become quiet while startup, retry, drain, and
shutdown recovery remain supported.

## Linked Issues or Issue Description

Related sleep migrations: #15625, #17000, #17008. Searched open PRs and
issues for MCP event sleep/polling work; no duplicate found.

**What happened?**

Each public MCP and Dot event service started a two-second interval. It
checked settings, scanned subscriptions, created delivery receipts,
cleaned expired records, and attempted delivery even without changes.

**Expected behavior**

An empty or subscribed-but-idle service produces no recurring SQL or
network traffic. Committed events trigger prompt delivery. Only
unfinished work retains a retry deadline.

**Steps to reproduce**

Configure a public MCP origin and start the server. Observe recurring
settings queries with MCP disabled, or subscription/queue queries with
it enabled. No incoming task changes are required.

**Paperclip version or commit**

Initially inspected master at
`8b4ab65b1c3d863d282752e83307943720a5c85c`; rebased onto `c2daf906d9`
after master advanced. The only conflict was overlapping imports in the
heartbeat queue; both were preserved.

## What Changed

- Register separate MCP and Dot workers with the existing delivery
coordinator. Remove both unconditional intervals.
- Notify from committed activity, comment, mailbox, subscription, and
experimental-settings writes. Centralize comment insertion in one small
helper so normal callers do not manage recovery state.
- Preserve outer transaction ownership, uncertainty reconciliation, and
requests deferred during drain or standby.
- Restore delivery retry/abandoned-claim deadlines on startup. Scan
subscriptions in pages of 20; drain full source and delivery batches
without another external event. Scope subscription refreshes to their
subscription or shared Dot binding, issue activity to its task, comment
discovery to its company, and mailbox/assignment changes to their
binding. Retry deadlines do not rescan unchanged sources.
- Run expired-record cleanup opportunistically. Preserve on-use expiry
checks and the existing one-time automatic Dot challenge behavior.
- Add real PostgreSQL lifecycle coverage and guarded external test
database options for existing MCP/Dot integrations. Document producers
and the supported writer model.

## Verification

- Final head `e54fb34485921016ef988f7df9cca173a9ebdfc8`: all CI checks
passed (55 successful checks/statuses, one neutral review, two
intentionally skipped Storybook checks). Mergeable with no unresolved
review threads. Greptile: 5/5 on this exact commit; security scan
passed.
- All 284 affected tests passed in one local run after rebasing: 16
real-PostgreSQL lifecycle tests, 24 coordinator/scheduler/standby tests,
84 public MCP tests, 54 Dot runner tests, and 106 interaction-service
tests.
- Server TypeScript passed after refreshing generated Runner/plugin SDK
dependencies from master. Full workspace typecheck and build passed
before the rebase; final CI repeated typecheck and build successfully on
the rebased head.
- Coverage includes SQL/network quiet with configuration and history,
committed writes, outer commit/rollback, drain/standby, retry
restoration, reenable/unsubscribe, concurrent writes, shutdown,
source/delivery/subscription batch boundaries, Dot challenges and
reconnects, native broker fences, comment discovery, and
company-isolated scans.
- CI exposed an existing lock-order test whose insert proxy missed
nested transactions and waited indefinitely. The fixture now observes
nested inserts, preserves the lock assertion, and fails explicitly if
interception is missed. The complete 106-test interaction suite and the
formerly hanging CI shard pass. The warm-standby/settings test doubles
were also updated for the new coordinator/transaction boundaries.
- Earlier fixture failures (required timestamps, cleanup, external
database selection, async waits) were corrected. One existing OAuth
first-poll timing assertion and one E2E company-cleanup race passed on
single reruns; the final full CI run passed without a rerun. No OAuth or
company-deletion behavior was changed.
- The local full `pnpm test:run` attempt could not initialize embedded
PostgreSQL after five attempts. It was stopped; affected integrations
were verified with separate disposable PostgreSQL 17 databases, and
final CI supplied the full-suite result. Embedded-only local skips are
not counted as passes.

## Risks

- Notifications use one live server/database scope. Independent SQL
writers and separate live replicas do not trigger these process-local
workers. Startup recovers durable state; continuous multi-writer
discovery needs a notification/ingress contract.
- Idle physical cleanup waits for startup or another enabled sweep.
Subscription and authorization expiry remain enforced on use.
- Existing delivery claims, retry bounds, signatures, and receipt
deduplication remain in place. No new tables or migrations.
- Host sleep-safety checks remain conservative. MCP/Dot retry deadlines
are not yet covered by Paperclip Cloud's scheduled-wake contract. This
proves worker quiet, not deployed host suspension or fleet savings.

## Model Used

OpenAI Codex (GPT-6), with reasoning, local code execution, and tool
use. The runtime does not expose a more specific model version or
context-window size.

## 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)
- [x] 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>
2026-10-21 07:55:09 -05:00
DottaandPaperclip 30b753f614 perf(budgets): scope accounting and deliver enforcement asynchronously (#17046)
## Thinking Path

> - Paperclip manages AI agents and their paid work.
> - Budgets must prevent new work and stop reported overruns.
> - Cost settlement also ran serial lifecycle reconciliation for every
eligible company agent.
> - That made request latency grow with unrelated idle agents and
delayed results on stop delivery.
> - This change separates atomic admission and accounting from durable
asynchronous enforcement.
> - Scoped live usage detects overruns without writing provisional
ledger charges.
> - The result is constant query scope for ordinary settlement and
recoverable stop delivery.

## Linked Issues or Issue Description

**What happened?**

Settlement and budget checks entered company-wide lifecycle
reconciliation. A company with 1,000 unrelated idle agents performed
1,001 accounting transactions for one ordinary cost evaluation. User
requests could also wait for provider termination. Running usage
checkpoints did not enforce reported monetary exposure.

**Expected behavior**

Keep the final reservation gate authoritative. Commit charges, scope
blocks, and enforcement intent before returning. Deliver stop requests
after commit. Read only applicable policies and execution scopes for
ordinary charges. Stop long-running work when supported reported or
priced usage establishes an overrun.

**Steps to reproduce**

1. Create a disposable company with one company budget and idle agents.
2. Evaluate a charge below the budget with 0, 17, and 1,000 unrelated
idle agents.
3. Compare query counts, company accounting transactions, and duration.
4. Use the controlled partial-usage and delayed-stop fixtures to check
enforcement and request responsiveness.

**Paperclip version or commit**

The measured baseline is `6c9b87d0922f1ebfc43e8b0c36889ac5ba7b9837` from
`master`.

Related public work: Refs #16976, #2006, #3539, #13763, #14296, #16853,
#13075. These cover the affected service charge, cancellation, and
accounting paths. This change removes their shared reconciliation
overhead.

## What Changed

- Batch applicable policy exposure under the existing company accounting
lock. Preserve exact fractional money and zero-reservation dispatch
fences.
- Commit a durable final budget dispatch claim before provider I/O.
Retain a separate final issue/run ownership transaction through
synchronous handoff, without holding the company accounting lock or
awaiting provider work. Preserve native recovery lease checks and
duplicate handoff fencing. Browser handoff rechecks current policy; it
reuses a consumed rate slot only for the identical policy generation.
- Separate ledger spend, live observed spend, and effective held
capacity. Use the maximum of reservation and live observation for each
unfinished operation.
- Deliver budget cancellation through the existing coordinator.
Revalidate generations and persist queued/running stop fences before
external termination. Bound stop concurrency to four.
- Apply agent holds only to the affected agent. Project budgets leave
other projects running. Project real company transitions in bounded
lifecycle batches.
- Replace periodic broad reconciliation with durable pending work,
startup repair, receipt replay, and concrete retry/window deadlines.
Retain drain and idle-safety checks.
- Enforce accepted cumulative usage checkpoints without provisional
charges. Final accounting atomically replaces live exposure and settles
reservations.
- Add operator-gated budget spans, regression coverage, map updates, and
a real-PostgreSQL comparison harness. No schema or first-party telemetry
change.

## Verification

- Full workspace `pnpm -r typecheck` passes on the final ownership fix,
rebased onto `bbcf5dfe98`. Production `pnpm build` passes on final head
`4c5f4de8b1`. Map, module-boundary, token, and Storybook catalog checks
pass.
- Focused real-PostgreSQL coverage includes the 292-case rebased
accounting/dispatch run, 63 browser cases, 52 run-control/cancellation
cases, 42 policy-generation cases, 77 lifecycle/commentary cases, and
the exact Muse confirmation regression. Native executor unit coverage
passes all 768 cases. Final ownership coverage passes: 74
adapter/use-case cases, nine public regression cases, and the additional
deleted-project race. These exercise competing ownership, budget changes
and charges between phases, zero/nonzero duplicate claims, rollback,
recovery contention, read-only capacity rechecks, and controlled HTTP
startup after commit. Another 74 pure/startup/tracing cases pass. The
complete CI matrix and both 5/5 reviews passed on `1ac9b58`; its
external security scan identified a stale-owner handoff race. The final
fix restores synchronous issue/run ownership fencing after the
accounting transaction commits. Final head `8e84f55ce8` has fresh
Greptile 5/5 with zero new comments, Paperclip review 5/5, and a passing
security scan. The complete latest-head [CI
matrix](https://github.com/paperclipai/paperclip/actions/runs/39535189808)
passes, including budget, browser, Runner, build, and canary jobs. The
unchanged Runner close fixture passed on its sole same-head job retry.
- Broad local `pnpm test:run` invocations were stopped before required
source updates (rebase and review fixes). They are not claimed as full
passes. Final full-suite coverage comes from the complete latest-head CI
matrix; local focused coverage and the incomplete broad invocations are
reported separately.
- Reproduce performance with `pnpm --filter @paperclipai/server exec tsx
../scripts/benchmark-budget-enforcement.ts
--baseline-ref=6c9b87d0922f1ebfc43e8b0c36889ac5ba7b9837`; repeat with
`--reverse`. The harness uses disposable real PostgreSQL, 20 warm
samples per variant/count, and records raw timings, SQL/lock counts,
agent reads, unchanged agent state, and query plans. Final
production-source measurement revision:
`eff713a4f72c7f4b7a4002a701cb481d4bfccd95`; the extended harness is
committed in `4c5f4de8b1`.

| Unrelated idle agents | Baseline median / p95 | New median / p95 |
Baseline SQL / locks | New SQL / locks | New agent reads |
| --- | ---: | ---: | ---: | ---: | ---: |
| 0 | 1.80 / 2.33 ms | 2.99 / 3.88 ms | 5 / 1 | 7 / 1 | 0 |
| 17 | 15.53 / 19.55 ms | 2.24 / 2.60 ms | 90 / 18 | 7 / 1 | 0 |
| 1,000 | 978.35 / 1,790.43 ms | 2.16 / 2.52 ms | 5,005 / 1,001 | 7 / 1
| 0 |

- These measurements use local PostgreSQL 18.1 and Node 26.4.0 arm64.
They isolate the cost-evaluation core and complete admission path,
without hosted-region or provider latency. Prior-revision reversed-order
controls also preserved the constant query counts; the final
measurements above use the final production source.
- Complete reserve → final ownership gate → immediate offline provider
result is measured separately, with one responsible agent and one active
operation at each unrelated-agent count. Admission p95 baseline/new: 0
agents **11.54 / 29.77 ms**; 17 agents **9.31 / 27.62 ms**; 1,000 agents
**24.51 / 74.05 ms**. Baseline admission was already scoped; the
stronger final fence adds bounded overhead. New counts stay constant at
53 Drizzle statements, three transactions, two company-accounting locks,
and five agent-reading statements bound to the responsible agent. Zero
unrelated-agent reads, exactly one provider callback per sample, and no
leftover runs or holds. All admission scenarios stay below 250 ms. No
external provider calls are included.
- The partial-usage/delayed-termination fixture passed 20/20: receipt
persistence p95 13 ms, receipt return to observed durable Stop fence p95
28 ms, complete receipt-start-to-fence p95 50 ms, unrelated database
request p95 1 ms while termination was blocked. After releasing the
controlled termination fixture, acknowledgement p95 was 14 ms. These are
separately measured phases; fixture acknowledgement is not live-provider
termination latency.
- Models and provider deadlines are unchanged. No deployment, live
inference, or staging acceptance is claimed. A quiet 30-minute follow-up
waits for the merged revision on staging, then repeats classifier and
controlled budget-stop acceptance in staging, recording hosted
bookkeeping, queue delay, and actual provider acknowledgement
separately.
- Development failures retained: finalizer notification regressions
(fixed; 27/27 affected cases passed), invalid browser admission fixture
assumptions (fixed; browser coverage now passes 63/63), and first-head
lifecycle/dispatch CI regressions (reproduced and repaired). A
prior-head Cases E2E test hit its unchanged announcement-dismiss handler
race while opening a filter; the same journey passed on `1ac9b58`. The
external security review then found a stale-owner race between
accounting commit and provider entry; final verification covers a
competing run in that gap while retaining provider I/O outside the
accounting lock. Early PostgreSQL startup attempts hit local semaphore
pressure; serial reruns succeeded. The final-head Runner lane had one
failure among 1,823 tests: the unchanged `timeout-attachment` fixture
failed at its first process close after 6.28 seconds. The sole same-head
job retry passed all 1,819 active tests (four skipped), including that
fixture in 1.85 seconds. Three isolated local probes could not run
correctly because the Rust fake-provider fixture binary was absent;
cleanup masked the original startup failure. CI builds that fixture
through its normal lane. These probes are inconclusive and are not
counted as passes.

## Risks

- This changes accounting, lifecycle, and cancellation ordering. Durable
generations, source/sequence checks, ownership leases, and company
locking remain required for correctness.
- Provider stop acknowledgement can be slow or fail. Stop intent remains
pending until existing termination proof succeeds; cancelled row status
alone does not acknowledge delivery.
- Mid-run limits depend on provider usage reports or supported price
calculations. Providers that report only at completion cannot provide
exact mid-call detection.
- Signals are process-local wake hints for the supported
single-active-writer model. Durable state and startup recovery remain
authoritative.
- There are no migrations, new queue tables, or cached balances. Repeat
the classifier and controlled budget-stop acceptance after normal
rollout.

## Model Used

OpenAI Codex, based on GPT-6, with reasoning, tool use, code execution,
and parallel coding agents. The host does not expose the exact backend
model revision or context-window size, so those values are not asserted.

## 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)
- [x] 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>
2026-10-21 07:23:00 -05:00
DottaandPaperclip a7dd5284b5 feat: add company fast-response acknowledgements (#15748)
## Thinking Path

> - Paperclip is the open source app people use to manage AI agents for
work.
> - Human messages start agent work through task, chat, and
external-channel intake.
> - Agent startup can delay the first visible response.
> - A small direct model call can acknowledge the request while normal
work starts.
> - This response must remain separate from evidence that the agent
answered or completed work.
> - This pull request adds optional company-wide fast responses with
durable receipts, access checks, and cost accounting.
> - Users receive prompt acknowledgement without changing the agent
execution path.

## Linked Issues or Issue Description

**Subsystem affected**

Cross-cutting: database, shared contracts, server orchestration,
connections, and UI.

**Problem or motivation**

Users can wait for an agent to start before they receive a contextual
response. Generic progress messages do not confirm what the user asked.
An acknowledgement must not falsely complete work or satisfy an
unanswered turn.

**Proposed solution**

Add a disabled-by-default experimental fast-response model using an
existing shared API connection. Generate one short acknowledgement for
each accepted human turn. Use the existing agent identity and external
publication outboxes. Retain platform provenance and account for the
inference independently.

**Alternatives considered**

Running the acknowledgement through the agent runtime adds startup
latency. Restricting implementation to OpenRouter leaves other existing
API connections unsupported. This change supports all existing API
connections and uses OpenRouter for live verification.

**Roadmap alignment**

This extends existing agent communication and connection settings.
ROADMAP.md and open pull requests were checked. No duplicate
fast-response implementation was found. The maintainer supplied the
feature plan directly.

## What Changed

- Add Experimental fast responses to instance settings. Keep the feature
off by default. Enforce the flag at intake, dispatch, and publication.
- Move Decision model and Fast response setup to company Settings →
Connections when the experiment is enabled. Place Connections below
Environments. Separate the model sections with clear headings and a
divider. Keep Decision model in General when the experiment is off.
Route Costs setup links to the available settings page.
- Make the acknowledgement prompt a multiline template string. Ask for a
brief, positive response in the user’s language.

- Add settings, connection/model selection, sponsorship, fixed-sample
testing, and Costs history.
- Add a Vercel AI SDK text service for existing native, routed, Bedrock,
and local API connections.
- Add durable per-turn requests, a bounded worker, a three-second
admission deadline, and one inference attempt.
- Integrate task creation, task and agent chat, steering, queued
follow-ups, experimental board chat, shared chat intake, and email.
- Preserve receipt provenance and exclude receipts from completion,
recovery, interaction resolution, and agent wakeups.
- Recheck authorization, source validity, real replies, budgets, and
destination binding before publication. Preserve accounting for
suppressed or uncertain outcomes.
- Add provider contracts, database race tests, channel outbox tests, UI
tests, Stories, and documentation. Keep decision-model execution
unchanged.

## Verification

- Local `pnpm -r typecheck`, `pnpm build`, and UI token gates pass after
rebase. The UI typecheck and build also pass after the final navigation
fixes. All 37 focused navigation tests pass. The first full local `pnpm
test:run` invocation reported seven chat failures. All seven passed in
isolated reruns after fixture updates and host cleanup. This invocation
was stopped after the full final-head CI suite passed.
- Initial local database tests hit macOS shared-memory exhaustion. A
diagnostic confirmed `shmget: No space left on device` with the system
limit of 32 IDs. Three abandoned, unattached PostgreSQL IPC headers were
reclaimed. The isolated rerun passed all 31 fast-response and channel
tests. The two additional Slack regression cases also passed in a
separate rerun. No active database was stopped.
- UI token gates pass. Provider contract tests cover all supported API
connection types. Fast-response tests cover uniqueness, authorization,
budgets, expiry, cancellation, restart, real-reply races, and the
experimental flag.
- The test drive verified that disabling the experiment hides
Connections and redirects its direct URL. Enabling it restores the saved
OpenRouter setup. After restart on the final commit, the OpenRouter
settings sample returned “Sure, I’ll take care of fixing the border
around the settings panel.” in 428 ms. It used 260 input and 31 output
tokens and recorded $0.0000576 in reported cost.
- Earlier live OpenRouter verification produced a receipt in 1.013
seconds for a new task. The real agent then supplied its substantive
answer. A separate settings test took 1.34 seconds, used 246 input and
23 output tokens, and recorded $0.0000361.
- Live Slack verification on final commit
`24016fa525961ebc7a4acffdc5019ce123970549` passed for a fresh initial
task and a follow-up in a disposable bot DM. The initial acknowledgement
appeared 2.405 seconds after the Slack message and 1.413 seconds after
durable acceptance; the follow-up appeared in 2.322 seconds and 1.160
seconds respectively. The recorded generation/settlement durations were
898 ms and 697 ms. The initial call used 291 input / 39 output tokens
and cost $0.00006705; the follow-up used 281 / 47 and cost $0.00007035.
- The Slack acknowledgements retained the assigned agent identity and
`origin: fast_response`, source-turn references, and no fabricated run
ID. A status snapshot after the initial receipt showed the task still
`in_progress` with its real execution run. The agent then read the CSV
fixture and correctly reported two ready items, two blockers, and their
owners. Both replies stayed in the originating DM, and no duplicate
generic working message followed the delivered contextual
acknowledgements. The `new` command started a fresh conversation session
without generating a fast response.
- An earlier eligible Slack turn generated a response but suppressed
publication. Its reported cost was retained, generic progress remained,
and the real agent completed the requested result. This is recorded
separately from the two delivered acknowledgements; the history did not
expose a precise suppression reason.
- Slack verification used real signed provider events, the existing
intake/publication paths, and a user-approved temporary webhook-only
HTTPS tunnel. Subscriptions were limited to direct-message events. The
test bot was paused and the tunnel stopped afterward. Live
channel/group-thread and GitHub journeys remain unverified; their mocked
tests cover intake, destination binding, publication, and continued
underlying work.
- Greptile reviewed final commit
`24016fa525961ebc7a4acffdc5019ce123970549` at 5/5. Both new review
findings are fixed and all threads are resolved. [Final-head CI
run](https://github.com/paperclipai/paperclip/actions/runs/38060015730)
passed. This includes grouped server/chat/workspace tests, serialized
suites, runner checks, browser journeys, typecheck, build, release
registry, policy, and the canary dry run.
- Manual check: enable Experimental fast responses. Open company
Settings → Connections. Select a shared API connection and model. Save
and use Test response. Submit a task message and confirm that its
receipt does not complete the task.

## Risks

- The migration adds receipt and configuration tables plus accounting
references. It uses idempotent statements and follows the current
migration sequence.
- A slow provider, authorization change, or real-agent reply can
suppress an acknowledgement. Existing progress feedback remains
available.
- Unknown provider billing retains a reservation until reconciliation.
External deliveries with uncertain outcomes must not be blindly
repeated.
- Live Slack initial-task and follow-up DM journeys pass. Live Slack
channel/group-thread and GitHub journeys remain unverified. The PR
remains a draft and records these gaps. Final-head repository CI and
automated review pass.

## Model Used

OpenAI Codex, based on GPT-6, with reasoning, repository tools, code
execution, and browser interaction. The runtime does not expose an exact
model snapshot ID or context-window size; these are not asserted.

## 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)
- [x] 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>
2026-10-10 13:09:17 -05:00