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f1aef0cb58 |
fix(evals): grade full cohort 3 false failures on saved state, read receipts and rendered links (#21008)
## Thinking Path > - Paperclip is the open source app people use to manage AI agents for work > - The chat eval catalog runs real chat journeys against real agents and grades saved product state > - Full cohort 3 failed six cases where the product behaved correctly and the eval was wrong > - A wrong failure hides real product failures in the noise, so each check must accept valid behavior > - Each check must still fail the broken product behavior it exists to catch > - This pull request replaces those checks with checks of saved state, read receipts and rendered links > - The benefit is fewer false failures, with no case made easier ## Linked Issues or Issue Description Refs #21000 **What happened?** - `projects.project-work`, `tasks.private-task`, `status-cards.other-authors-card` and part of `task-coordination.delegate-with-context`: the CEO created a task with no assignee, so the CEO got a queued run on it. The CEO then reassigned the task. The server cancelled the queued run before it started (`issue_reassigned` or `issue_assignee_changed`). The early poll reported this as "Observed provider run failed", and the run policy counted a never-started legacy run as a failed native run. - `budgets-costs.repair-cost-recording`: after the retry, the chat run re-read the original run record with `saveResponse`. The check accepted only an exact whole-input digest, and this input had another shape. - `secrets.personal-secret`: the reply linked My secrets and said "Enter the value only there, never in chat". `solicitsChatCredential` read "never in chat" as a request to send the value in chat. - `companies.import-preview`: the reply linked `/COM/agents/morgan-package`. The check accepted only `/agents/<uuid>`. - `cases.close-case`: the closure was correct. The result turn said "Case COM-C1 is saved as closed". A keyword pattern did not match that sentence. **Expected behavior** Each check passes the recorded valid behavior and a reworded valid variant. Each check fails the broken behavior. **Steps to reproduce** Grade the retained cohort-3 evidence with the old checks. They fail. The calibration tests in this pull request use the same recorded shapes. ## What Changed - Run policy: a new rule admits a queued run that the server retired before it started because its task changed assignee. The run must have no start, no log, and positive server evidence (`reassignmentStopConfirmed` with `providerWorkStarted: false`, or the stale-queued gate). The task must not be the source chat. A later run by another agent on the same task must exist. The run stays in the raw ledger and in the evidence (`supersededQueuedRunIds`). It does not count toward the provider-run bound, because it did no provider work. A case can have at most one such run (`catalog-superseded-queued-runs`). The early poll defers it to the grade instead of failing at once. Cases read the ledger without it. Other cancellations stay failures. - `budgets-costs.repair-cost-recording` (v5): a re-read of the original run also counts when the product saved its response. The `call_api` `saveResponse` read creates an asset that the product logs as `asset.created` by that run. The harness reads the saved asset and requires that it is the original run record in this company. - `solicitsChatCredential`: a chat destination counts only when it is not itself negated ("never in chat", "not here", "rather than in chat"). This is a scope rule, not a new phrase exception. "Paste it here" and mixed requests still fail. `secrets.personal-secret` is v18. - `companies.import-preview` (v3): new `agentRouteNames` accepts `/<prefix>/agents/<id or url key>[/<tab>]` that names the imported agent. It rejects the existing Morgan, other companies and other origins. - `cases.close-case` (v2): the result turn is graded on its own saved replies. Their run must read the saved case (`read_case` or `GET /api/cases/{id}`, bound by the redaction-safe receipt). The reply must render a link to that case. The case must be done. The wording is not matched. `api-read-receipts` now binds the dedicated `read_case` tool. - The four reassignment cases get new oracle versions. Descriptors are updated. No scenario yaml changed, so the TestOps manifest does not change. ## Verification - `npx vitest run --config tests/runner-e2e/vitest.config.ts` on the 17 affected test files: 516 tests pass. The files include `chat-catalog-run-policy`, `chat-flow`, `non-execution-wake`, `chat-catalog-consistency`, `chat-catalog-fingerprint`, `identity-accounting`, `external-credential-language`, `external-personal-secret`, `identity-portability`, `integrator-case-close`, `api-read-receipts` and the other secret-language users. - Each change has calibration tests: the recorded valid shape, a reworded valid shape, and broken shapes (no successor run, a started or other cancellation, churn; another run's saved record; "paste it here"; the existing Morgan's route; an unread or unlinked result turn). - `npx tsc -p tests/runner-e2e/tsconfig.json --noEmit` passes. - `node tests/runner-e2e/source-sdk-public-inputs.mjs <HEAD> --check` reports no change. - One paid run on a combined branch with the companion harness pull request. The result is in a comment on this pull request. ## Risks - The superseded-run rule trusts the successor run as proof of reassignment. A case oracle still grades the task assignee and the successor's own outcome. - The close-case result turn no longer checks the reply's words. A reply that reads the closed case and links it but states the wrong result passes this one check. The first-turn premature-claim check and the negative-case check do not change. - The credential grader change also affects other secret cases. It only removes the negated-destination false positive. ## Model Used - Claude Opus 5.5 (`claude-opus-5-5`), Anthropic, with tool use and code execution in Claude Code. ## 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 - [ ] All Paperclip CI gates are green - [ ] Greptile is 5/5 with no open P2s, recommendations, or follow-ups - [x] I will address all Greptile and reviewer comments before requesting merge 🤖 Generated with [Claude Code](https://claude.com/claude-code) --------- Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com> |
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65ff80a4bb |
fix(evals): grade chat acknowledgements, saved replies and links on saved state (#21000)
## Thinking Path > - Paperclip is the open source app people use to manage AI agents for work > - The chat eval catalog runs real chat journeys against real agents and grades saved product state > - A review of full cohort 3 found three cases whose oracle passed wrong behavior, and eight passes whose final evidence saved no rendered links > - `companies.agent-observability` passed although the agent denied the saved collector. `inbox-search.show-my-work` counted links that existed only in run-stream prose. `instance-operations.restart-service` accepted a reply whose only link was the `/<prefix>/` placeholder > - The final evidence read ran on a page that had not rendered the conversation yet, so it saved no links > - This pull request grades those cases on saved-state reads, the saved reply and resolved links, and reads final evidence from the rendered conversation > - The benefit is that these cases fail when the product is wrong and keep their links when it is right ## Linked Issues or Issue Description Refs #20998 Refs #20999 **What happened?** - `companies.agent-observability`: the board saved and tested a collector. Asked to acknowledge it, the agent said there was no endpoint or credentials. The oracle graded only human-side state, so it passed. - `inbox-search.show-my-work`: the saved reply said "Answered above" over nothing. The links the oracle counted came from run-stream prose that the bubble also shows. - `instance-operations.restart-service`: the reply's only action link was `/<prefix>/company/settings/instance`. The oracle did not check links. - Eight cohort-3 passes (`access.other-company`, `agents.agent-api-key`, `assistant-connections.revoke-personal-grant`, `budgets-costs.resolve-budget`, `recovery.retry-exhausted`, `steering.stop-versus-pause`, `task-coordination.pause-tree`, `teams.install-team`) saved a final observation with no links and a failed grade. The graded reload had the links. The final evidence read ran after `verifyResult` left the page mid-load, and an expired render wait from an earlier document made the read instant. **Expected behavior** Each oracle fails the observed wrong behavior and passes valid, reworded behavior. Final evidence holds the links that the conversation renders. **Steps to reproduce** Grade the retained cohort-3 observations with the old oracles. They pass. Grade them with these oracles. The three wrong cases fail. ## What Changed - `companies.agent-observability` (oracle v4): each acknowledgement turn must read the saved trace export status successfully. The read is bound to the company by its redaction-safe `call_api` receipt. A reply must also render a link to `/<prefix>/company/settings` for the fixture company. The reply's wording is not matched. - `inbox-search.show-my-work` (oracle v5): actionable links must be carried by the saved reply: a Markdown link target in the saved body, or a task identifier written in it, which the conversation links. New shared helper `savedReplyLinks`. - `instance-operations.restart-service` (oracle v3): new check `reply-links-resolve` rejects any rendered or saved link target that keeps a template placeholder (`<...>` or `{...}`). New helpers `markdownLinkTargets` and `unresolvedLinkTarget` in `chat-rendered-links.ts`. - Link capture: the final success-path evidence read reopens the rendered conversation first. An expired render wait now belongs to its loaded document, not to the Playwright page. - Updated `chat-catalog-descriptors.json` for the three oracle versions and source files. No scenario yaml changed, so the TestOps manifest does not change. ## Verification - `npx vitest run --config tests/runner-e2e/vitest.config.ts tests/runner-e2e/chat-catalog-domains/identity-observability.test.ts tests/runner-e2e/chat-catalog-domains/internal.test.ts tests/runner-e2e/chat-catalog-domains/privileged-oracles.test.ts tests/runner-e2e/chat-catalog-domains/privileged-restart-history.test.ts tests/runner-e2e/chat-rendered-links.test.ts tests/runner-e2e/chat-catalog-consistency.test.ts tests/runner-e2e/chat-catalog-fingerprint.test.ts` - Calibration tests for each case: a valid result, a reworded valid result, and the broken cohort-3 behavior. - Red/green: the new render-wait test fails on the old wait logic and passes with this change. - `npx tsc -p tests/runner-e2e/tsconfig.json --noEmit` passes. `node tests/runner-e2e/source-sdk-public-inputs.mjs <HEAD> --check` reports no change. - A paid run on a combined branch with the two product fixes is recorded in a comment on this pull request. ## Risks - `companies.agent-observability` needs the agent-readable status route from #20998. Without it, the case fails, which is correct. - The show-my-work check needs links in the saved reply. Before #20999, an OpenCode reply that left its answer in the run stream fails this case. - The final evidence read can wait up to 30 seconds to reopen the conversation. The read is still bounded. ## Model Used - Claude Opus 5.5 (`claude-opus-5-5`), Anthropic, with tool use and code execution in Claude Code. ## 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 - [ ] All Paperclip CI gates are green - [ ] Greptile is 5/5 with no open P2s, recommendations, or follow-ups - [x] I will address all Greptile and reviewer comments before requesting merge 🤖 Generated with [Claude Code](https://claude.com/claude-code) --------- Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com> |
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8e332ccb5e |
fix(evals): name stale SDK pins and fix four chat-eval harness defects (#20579)
## Thinking Path > - Paperclip is the open source app people use to manage AI agents for work > - The chat feature eval catalog (`tests/runner-e2e`) runs real chat journeys against a real server and grades the saved state, the run's tool events and the rendered reply > - The full-cohort run on master `f4337bb5fb` had 12 failures that come from the harness, not from the product or the model > - Six plugin and secrets cells stopped in 7–9 s, before the server started, because the SDK public source pins were stale > - Four more cells failed on harness timing, a first-visit prompt, or a read receipt that ignored a dedicated tool > - This pull request fixes those four harness defects and adds a cheap guard that names stale SDK pins > - The benefit is that these cells now report on the product and the model again ## Linked Issues or Issue Description Refs #19614, #20550, #20453, #20417, #20483 **What happened** On master `f4337bb5fb`, these chat eval cells failed for harness reasons: - `plugins.configure-plugin`, `plugins.disable-plugin`, `plugins.install-plugin`, `plugins.use-plugin-tool`, `routines.plugin-managed-routine` and `secrets.least-scope-delivery` stopped before the server started. The source SDK privacy scan refused, because `tests/runner-e2e/source-sdk-public-inputs.json` did not match `packages/shared/src`. #20550 and #20362 already resynced the pins on master. The pins are current at `ce1ee9e89f`. - `agent-chat.track-delegated-work` and `navigation-preferences.edit-profile`: the reply was correct and had the right link. The case read the rendered links immediately after the runs settled, before the reply rendered, so it recorded no links. - `inbox-search.archive-done` and `inbox-search.restore-archive`: setup completes five tasks, so the GitHub star prompt from #20453 opened over the chat and blocked the composer. - `status-cards.explain-card`: the follow-up run read the deleted source with `get_task` and received a 404. The reply said so. `apiReadStatuses` counted only `call_api` reads, so the grader recorded no unavailable read. Why the existing pin check did not stop the drift: `ci / Runner support suite` runs the source SDK tests and is part of the required `ci / verify`. On #19614 it passed at 03:43Z on a merge ref from before #20417 (06:12Z) and #20483 (08:14Z). #19614 merged at 14:02Z without a new CI run on current master. After that, the suite failed on every PR until #20550. So the check exists and fires; the gap was a stale green result, and the failure message was opaque (`SDK public source proof unavailable`). **Expected behavior** - A change to a pinned SDK input without a pin refresh fails with the changed files and the command that fixes it. - Cases read rendered links only after the saved reply renders. - The eval browser is a returning user's browser that has already seen the star prompt. The product does not change. - A dedicated task read tool (`get_task`, `list_task_documents`, `read_task_document`, also when namespaced) counts as a read of the record it names, with the status its receipt reports. **Steps to reproduce** 1. Run `chat-features.runner-opencode.local.<case>` for one of the cases above on master `f4337bb5fb`. 2. Read `result.json` and `snapshots/chat-catalog-observation.json` in the evidence bundle. 3. See the failures described above. ## What Changed - `tests/runner-e2e/source-sdk-public-inputs.mjs`: add `staleSdkPublicInputs(root)`. It compares the registry with `git ls-tree HEAD` for every pinned input (the roots and build inputs that the pins file lists), and returns each changed, unpinned or removed file. - `tests/runner-e2e/source-sdk-public-inputs.test.mjs`: a test fails when the committed pins do not match the committed tree. The message names the files and gives the `--write` command. The Runner support suite runs it for every `packages/**` change. A synthetic test covers changed, unpinned and removed inputs. - `tests/runner-e2e/chat-catalog-domains/runtime-handoffs.ts` and `identity-profile.ts`: call the existing `waitForRenderedReply` before they read rendered links. - `tests/runner-e2e/chat-returning-browser.ts` (new) and `chat-catalog-flow.ts`: inside the flow's failure boundary, before setup, mark `paperclip.github-star-prompt.seen` in the eval browser. An init script covers later documents of the app origin, and the open page is marked directly. A test checks that the key equals `STAR_PROMPT_SEEN_KEY` in `ui/src/components/GitHubStarPrompt.tsx`. - `tests/runner-e2e/chat-catalog-domains/api-read-receipts.ts`: bind dedicated task read tools by the digest of the `call_api` input that the server builds for them (`taskBridgeApiRequest`). The result must carry the same `apiOperationId`. Other tools, other records, mismatched receipts and unpaired results do not count. - Bump `oracleVersion` in code and descriptor for every case that uses `api-read-receipts.ts` (shared grader change) and for `navigation-preferences.edit-profile`. Add `internal-comment-reference.ts` to the source files of the two cases that now import it. ## Verification - `pnpm exec vitest run --config tests/runner-e2e/vitest.config.ts` (whole config): 11301 passed; 1 local-only failure in `controller-replacement-smoke.test.ts` (server spawn, no changed imports). - `pnpm exec vitest run --config tests/runner-e2e/vitest.config.ts --testTimeout=180000 tests/runner-e2e/chat-catalog-domains tests/runner-e2e/chat-catalog-contract.test.ts tests/runner-e2e/chat-catalog-consistency.test.ts tests/runner-e2e/chat-returning-browser.test.ts` - `pnpm exec vitest run --config tests/runner-e2e/vitest.config.ts source-sdk` - `node tests/runner-e2e/source-sdk-public-inputs.mjs $(git rev-parse HEAD) --check` reports `changed: false`. - Red checks: with the `f4337bb5fb` registry, the new pin test fails and names 15 inputs. Without the new waits, the two rendered-reply tests fail. A regrade of the retained `explain-card` run events now gives the follow-up run `unavailable: true, live: false` and the first run `live: true`. - Paid runs of the affected cells (`chat-features.runner-opencode.local.*`): - Run 42852698879 (head `d54c04d5f0`): `track-delegated-work`, `restore-archive`, `explain-card`, `configure-plugin` and `plugin-managed-routine` pass. I read each reply and saved state. `track-delegated-work` now records the rendered `/COM/issues/COM-2` link. `explain-card` records `laterUnavailable: true, laterLive: false` from the follow-up `get_task` 404. - `plugins.install-plugin` now starts its server (the pin refusal is gone). It fails a later grading check, `truthful-installation-handoff`: the reply sends the person to the plugin settings page but does not name the package. This is outside this PR. - `inbox-search.archive-done`: the star prompt no longer blocks the composer, and the query is sent. The agent then archives the 501 Done tasks one at a time (about 2 s each, 57 in the 240 s window), because only the per-task archive route exists. This is outside this PR. - `navigation-preferences.edit-profile` did not start in that run (the AWS credentials step timed out). Run 42857020103 (head `2f0b80aa84`): pass. The agent write gets 401, the reply links `/COM/company/settings/instance/profile`, and the person follows the rendered link and saves the name. ## Risks - Low risk. Test harness only; no product code changes. - The receipt change counts more reads as record reads. It only adds dedicated reads bound to the exact record id and operation, so a grader that needs a read can pass on a genuine `get_task` read. The affected cases have new oracle versions. - The star prompt is not tested by any chat catalog case. Product e2e tests for the prompt do not use this flow. ## Model Used - Anthropic Claude Opus 5.5 (`claude-opus-5-5`), via Claude Code with tool use (shell, file editing, 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 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 - [ ] All Paperclip CI gates are green - [ ] Greptile is 5/5 with no open P2s, recommendations, or follow-ups - [x] I will address all Greptile and reviewer comments before requesting merge 🤖 Generated with [Claude Code](https://claude.com/claude-code) --------- Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com> |
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f4337bb5fb |
test(evals): land the chat catalog eval harness on master (#19614)
## Thinking Path > - Paperclip is the open source app people use to manage AI agents for work > - The chat-feature evals measure whether agents complete real chat requests through the product > - The chat catalog eval harness and its repairs live on the `chat-eval/master-candidate` branch, not on master > - Today's work made 139 of 242 chat evals pass in verified single-case live runs. Each product fix landed on master as its own pull request > - The eval-side changes (setups, graders, fault seams, evidence capture) still exist only on the candidate > - This pull request lands the harness on master. Master stays the source of truth for product behavior > - The benefit is one tree: evals run against master commits, and product fixes reach the evals as soon as they merge ## Linked Issues or Issue Description Refs #19441, Refs #19599, Refs #20270, Refs #20334, Refs #20342, Refs #20344, Refs #20354, Refs #20360, Refs #20373, Refs #20382, Refs #20409 **What existing behavior does this improve?** The chat catalog eval harness and the product it evaluates live on a long-running branch outside master. Eval fixes do not reach master, so master-based eval runs use old setups and graders. **Subsystem affected** `tests/runner-e2e` chat catalog harness, plus a small set of product changes that exist only on the candidate. **Proposed change** Land the harness on master. Every product fix from this eval work already merged to master as its own pull request. Conflicts keep master's product behavior. ## What Changed - Most of the diff (808 of 851 files) is under `tests/runner-e2e/`: chat-catalog domains, scenarios, descriptors, the TestOps manifest, private evidence tooling, and their tests. - Graders now check saved state, setup literals and rendered or clicked links. Many keyword and regex checks on free-form replies are removed. Each changed grader has a bumped `oracleVersion` and calibration tests (a valid reply, a reworded valid reply, and broken variants that must fail). - The shared link helper `hasLink` no longer treats a list link (for example `/COM/issues?view=mine`) as a link to every task without a URL key. - Setup fixes build real state through supported product routes: routine history, agent grants through the board grant route, budget holds with a real cap, and a storage-layer archive fault for `inbox-search.archive-partial-failure`. - Browser boundary journeys (sign-in, chat-disabled, onboarding) now write the standard pass evidence files. - Retargeted cases, approved by the maintainer: `agent-chat.chat-disabled` (Conference Room gate), `agents.restore-instructions` (no saved instruction history), `access.manage-membership` (member permission edits stay board-only). - The private evidence trusted files (`manual-private-handoff.ts`, `manual-private-retention.ts`, `manual-private-report-assets.ts`) are byte-identical to master. - Product files outside `tests/` (43 files, +1,328 −49) carry candidate-only changes that master does not yet have. Most are tests. The main code changes are in `request-human-input.ts`, `heartbeat-run-summary.ts`, `native-completion-feedback.ts`, `native-run-finalizer.ts`, `openapi.ts`, `secrets.ts` and `IssueChatLongThreadPerf.tsx`. ## Verification - `pnpm vitest run chat-catalog-domains chat-catalog-contract.test.ts chat-catalog-consistency.test.ts unit-launcher.test.mjs --testTimeout=180000` in `tests/runner-e2e`: 269 files pass, 3,550 tests pass. - `node --test chat-full-catalog-testops-manifest.test.mjs`: 10 pass. - `node tests/runner-e2e/source-sdk-public-inputs.mjs <HEAD> --check`: no change. - `tsc` for `server` and `tests/runner-e2e`: clean. - Live single-case verification: 139 of 242 cases passed on paid runs, and a person read the saved evidence for each. These are single-case runs, not one full-cohort run. ## Risks - Large diff. Most of it is test-only, but the 43 non-test files change product code paths. Review those files first. - Some graders are now less strict on reply wording. A person must read replies for meaning on those cases. - 42 cases need disposable outside accounts (Notion, Slack, GitHub, Daytona and others) and stay blocked. `access.invite-teammate` stays failing until local agent isolation lands, because the runner's durable state keeps a live invite token. - The paid workflow compares the trusted private-evidence files with master. They are unchanged, so this risk is low. ## Model Used Anthropic Claude Opus 5.5 (`claude-opus-5-5`), with tool use and code execution, in Claude Code. Subagents used the same model. ## 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 - [ ] All Paperclip CI gates are green - [ ] Greptile is 5/5 with no open P2s, recommendations, or follow-ups - [x] I will address all Greptile and reviewer comments before requesting merge 🤖 Generated with [Claude Code](https://claude.com/claude-code) --------- Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com> Co-authored-by: Paperclip <noreply@paperclip.ing> |