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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
Nicky LeachandPaperclip 2dd9811e8b Own agent hiring and termination in a lifecycle module (#15631)
## Thinking Path

> - Paperclip manages AI agents and their work.
> - Agent creation, approval, pause, and termination change whether an
agent can work.
> - These changes currently use separate service and database paths.
> - Some agents need setup after their record exists and before their
harness can run.
> - This PR adds one module that owns those state changes and their
transactions.
> - The module records progress and retries incomplete work after a
server restart.

## Linked Issues or Issue Description

**Problem or motivation**

A hire can become active before its execution environment is ready.
Direct agent state writes also bypass one common lifecycle boundary.
Termination does not have a durable step for resource cleanup.

**Proposed solution**

Use agent lifecycle commands for hiring, approval, pause, resume, and
termination. Keep proposed hires pending until approval. Prepare each
approved hire, test its saved harness configuration, and then permit
work. Wait for required plugin work before completing a step.

**Alternatives considered**

A general database commit hook would expose transaction details to
callers. A timer alone would delay each new hire. This module owns each
command transaction and starts its worker after commit. A periodic scan
recovers work after a process stops.

**Roadmap alignment**

This change adds the lifecycle boundary for the existing agent and
plugin systems. It does not add a user interface or a provider
implementation. It replaces the lifecycle delivery approach in #15391.
Related proposals include #11475 and #13099; this change does not add
their external executor protocols.

## What Changed

- Add durable approval, preparation, verification, pause, resume, stop,
and cleanup states.
- Keep agent creation, lifecycle state, configuration writes, and agent
record deletion behind `modules/agent-lifecycle`. Keep validation,
credential rules, reads, onboarding, invitations, general approvals, and
company data deletion in their services.
- Commit a hire before the remaining onboarding or invitation work.
Serialize requests with the existing dedicated database connection
helper. Reuse the hire after a failed attempt.
- Keep accepted work in the run queue during setup. Require execution
and cleanup evidence before completing pause or termination.
- Retain the original credential owner when approving migrated hires.
- Start lifecycle work after each command commits. Use database leases
and revision checks for retries and late results.
- Add a generic required plugin method and capability. Store the
required plugin IDs for each agent. Track host and plugin completion
separately.
- Keep harness verification and credential rules in services. Supply
their results to lifecycle through explicit ports. Reject failed logins
and incomplete probes.
- Remove reverse imports from lifecycle adapters into services. Share
record queries and validation below both layers.
- Use one hire decision path for agent IDs and approval IDs. Resolve the
approval and agent change in one transaction. Expose policy
reconciliation on the command object.
- Save configuration and verification invalidation through one module
operation. Ordinary commands own their transaction. Restrict the shared
transaction integration to its listed callers. Reject identity, company,
accounting, timestamp, and unknown fields.
- Require completed termination before deleting agent records. The
company deletion service calls the module through a separate deletion
interface.
- Save an approved secret before applying its agent binding. A failed
binding leaves the secret approved. A retry reuses it.
- Remove old permission and metadata export files. Move hire
configuration rules out of lifecycle persistence.
- Report failed worker steps and scans with operation context and known
error codes. Omit provider messages, stacks, and configuration values.
Document ordinary application use and extension rules.
- Recover expired native owners only after execution stops. Retry
cleanup of failed retained leases. Wait for setup in the live smoke
script.
- Keep manual, budget, and company pause reasons separate. Guard
execution status writes with the ready state.
- Add a migration, boundary checks, regression tests, and a lifecycle
guide. Keep the current UI.
- Limit periodic policy checks to 100 eligible agents per minute.
Continue from the last agent ID. Exclude pending hires and agents in
termination or a final state. Keep explicit company and budget updates
immediate.

## Verification

- Latest head `ccc3c86b0` aligns the shared status update schema with
the PATCH route. All 15 shared tests, 104 server route/OpenAPI tests, 2
CLI tests, and shared/server/CLI TypeScript checks pass. The Greptile
comment is fixed. CI is running; no new Apex review was requested for
this small fix.

- Rebase `75708ac94` rebases onto master at `2eb5187e4`. The backup test
uses the shared 90-second timeout from master; the older timeout commit
was removed. The affected backup test passes.
- Agent budget edits now pass the target agent ID through enforcement.
All 50 affected tests, server TypeScript, and 11 boundary tests pass.
Both configuration update paths have regression coverage. CI is running
on the latest head. No new Apex review was requested for these small
fixes.

- Rebase `9b568666a` preserves the run-control extraction and
delivery-work startup changes from master. All 559 affected tests,
server TypeScript, and 11 boundary tests pass. CI and Apex review are
running on the final head.
- The policy scan fix passes 56 lifecycle and diagnostic tests, 24
policy and caller tests, and 11 boundary tests. A regression test checks
the page limit, interval, excluded states, and cursor wraparound.

- Rebase `fd4698750` passes all 611 tests in eight affected lifecycle,
route, and heartbeat suites. Server TypeScript and all 11 module
boundary tests pass. The company deletion rollback and concurrent hire
tests are included.

- Follow-up `00aac7646` fixes the failed decision deletion test and the
public update schema. All 126 affected server tests, 8 shared tests, 2
CLI tests, and 11 boundary tests pass. Shared, server, CLI, and UI
TypeScript checks pass.

- Server TypeScript passes: `pnpm --filter @paperclipai/server exec tsc
--noEmit`.
- All 11 boundary tests pass: `node --test
scripts/check-module-boundaries.test.mjs`. The repository boundary scan
also passes.
- All 68 lifecycle, failure diagnostic, and harness verification tests
pass. Tests reject forbidden fields through the root command, combined
transition command, and restricted transaction integration. They also
check invalid fields returned by configuration preparation.
- Failure tests cover host work, plugin work, claims, renewals,
deferrals, and scans. Log tests check known error codes and exclusion of
private error contents.
- All 355 tests in 10 existing caller suites pass. These tests cover
secret approval, pairing, pending hires, credentials, company import,
built-in agents, managed agents, instructions, and skills.
- The branch is rebased onto `origin/master` at `2eb5187e4`. The queue
guards and cancellation lock fix use the extracted heartbeat queue.
Agent cancellation uses the extracted run-control file. The source diff
scan found no secrets or private URLs.
- Earlier checks cover approval retries, rollback, late verification
results, policy holds, deletion rollback, concurrent company deletion,
and queue admission during setup.
- Before the rebase, CI passed on `00aac7646` and Greptile Apex rated it
5/5 with no open comments. CI and a new Apex review are pending for the
rebased commit. The branch has no merge conflicts.
- The full local build and native Dot suite were not run. The host has
no Cargo. No live provider test was run.

## Risks

- Background policy recovery takes more than one minute when more than
100 agents are eligible. Explicit company and budget updates still
reconcile immediately.

- The restricted configuration integration keeps an agent reference and
its dependent records in one transaction. It cannot change a budget or
invoke a lifecycle transition. A periodic scan starts pending setup
after that transaction commits.
- Secret approval and binding use separate transactions. A failed
binding can leave an approved secret with no agent binding.
- New approved hires remain unavailable until setup and verification
complete. Existing clients see `paused` during these steps. This PR does
not change the UI.
- Migration `0320_daily_onslaught.sql` maps existing statuses and pause
reasons. It does not create external resources or claim that an existing
harness passed verification.
- Use a coordinated server update for this migration. Older server
versions can write legacy status without the new lifecycle checks.
- A failed onboarding or invitation request can leave a committed hire.
A retry reuses that hire and completes the remaining records.
- Deletion requires completed termination. Company deletion can require
another request while cleanup is pending.
- Required plugins must make repeated calls safe and reject older
revisions. A disabled or removed required plugin blocks completion until
it is restored.
- A new hire can run a second harness test after the existing UI test.
Some adapters can charge for this test.
- No live provider test was run. Provider implementation and resource
backfill remain separate work.

## Model Used

OpenAI GPT-6 through Codex, with reasoning, code tools, and local test
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 searched GitHub for duplicate or related PRs and linked
them above
- [x] I have described the issue in this PR with the feature request
field labels
- [x] I have not referenced internal or instance-local issues or links
- [x] My branch name describes the change
- [x] I have added or updated tests where applicable
- [x] I have updated relevant documentation
- [x] I have considered and documented risks
- [x] Targeted local tests pass
- [x] All Paperclip CI gates are green on the new commit
- [x] Greptile Apex is 5/5 with no open comments on the new commit
- [x] I will address review comments before requesting merge

---------

Co-authored-by: Paperclip <noreply@paperclip.ing>
2026-10-09 09:05:12 -07:00
DottaandPaperclip a7a244ab33 feat: add company decision models with permission and cost controls (#15473)
## Thinking Path

> - Paperclip is the open source app people use to manage AI agents for
work.
> - Optional product features need small, typed model decisions.
> - Each company needs to choose which shared API connection pays for
those decisions.
> - Calls must retain user and task permissions, budget limits, and cost
attribution.
> - This pull request adds a managed decision service, setup UI, and
request history.
> - Features can check availability cheaply and keep their existing
behavior when decisions are unavailable.

## Linked Issues or Issue Description

**Subsystem affected**

Server services, shared contracts, database accounting, Company
Settings, and Costs.

**Problem or motivation**

Paperclip has no common decision-model service. Adding provider calls
within each feature would duplicate credential access, permission
checks, and billing rules.

**Proposed solution**

Let a connection manager configure one company decision model. Support
OpenAI Decisions and Jev through OpenRouter. Provide a fixed setup test
and metadata-only history. Default company-sponsored background
decisions to on during setup, and preserve a saved off setting.

**Alternatives considered**

Per-feature credentials would duplicate existing connection management.
Personal overrides and provider fallback chains add permission and
billing complexity; they remain deferred.

**Roadmap alignment**

Reviewed ROADMAP.md and searched open PRs. This extends existing
connection access and budget accounting. Product features that call the
service remain outside this change. No matching decision-model service
PR was found.

## What Changed

- Add company settings, an internal `decisionModelService`, local
availability checks, and trusted human, agent/run, and system contexts.
- Pin Vercel AI SDK provider dependencies and adapt boolean, choice, and
ordered-score decisions for both providers. Bound requests and time;
disable paid retries.
- Add durable invocation metadata and agentless decision ledger charges.
Preserve fractional cents, pricing evidence, dispatch identity, and
unresolved billing holds.
- Share the company accounting lock and apply company, agent, and
project budgets. Settle charges once, retain unknown holds, and recover
interrupted calls without resubmission.
- Reuse connection setup and management UI. Add a Decisions view under
Costs, production-component Storybook coverage, database migration, and
service documentation.

## Verification

- Passed 166 current-code tests covering the decision service/provider,
setup component, Costs, OpenAPI, and every failure from the earlier
broad run. Coverage includes native SDK wire formats, refusals, billed
malformed responses, permission and secret-rotation races, identity
changes, concurrent budget admission, unresolved holds, agent/task
deletion, and stale setup feedback.
- Passed 170 existing connection, cost, budget, heartbeat-accounting,
and profile regression tests.
- Passed repository typecheck, production build, and design token gates
after integrating master. Verified the generated migration on a fresh
test database and upgraded the populated preview database from the
branch's earlier migration without losing settings or usage.
- Ran the required full `pnpm test:run`: its general phase completed
with 16,354 passed and 10 failures across five files while this branch
was still being updated. Every reported failure passes in the
current-code rerun; the serialized phase did not run after that failure.
The full GitHub CI suite passed on `b1b856a88`: general and serialized
tests, browser shards, runner checks, typecheck, production build,
packaging/canary, and policy gates. [CI
evidence](https://github.com/paperclipai/paperclip/actions/runs/37673106360).
- Passed the full-shell Storybook setup-to-history interaction test
again after integrating master. Greptile rates the final revision 5/5
with zero unresolved threads.
- Walked through the running app: empty setup, add each provider, save,
reload, run all three sample questions, inspect fractional charges in
history, switch provider while sponsorship is off, disable, and
reconnect. Checked mobile settings. These tests used the actual UI,
vault, server, SDKs, and database with simulated upstream responses.
- Live paid setup tests remain unverified: this environment has no
authorized OpenAI/OpenRouter credentials available. No mocked test is
presented as live provider evidence.

Reviewer journey: Company Settings → General → Decision model.
Add/select a shared API connection, save, run the billed sample, open
View usage, then disable decisions and verify Run test is disabled after
reload.

## Risks

- The SDK decision interface is experimental. Pinned versions and
wire-format tests limit upgrade drift.
- The migration allows agentless service charges and reservations.
Existing agent cost-reporting APIs still require an agent, and decision
receipts stay separate from run reconciliation.
- Timeouts can have unknown provider charges. Holds remain until an
audited accounting correction resolves them.
- OpenAI prices use a versioned Decisions rate snapshot; OpenRouter
costs use provider receipts. Unknown pricing is retained as unknown.
- A configured company authorizes background spending by default. Setup
explains this, and managers can turn it off.
- Live provider account/model availability still needs the two
credentialed acceptance checks.

## Model Used

OpenAI GPT-6 through Codex, with reasoning, repository inspection, code
execution, and browser tools. The exact serving revision and
context-window size are not exposed in this session.

## 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>
2026-10-07 15:53:13 -05:00