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Commits
| Author | SHA1 | Message | Date | |
|---|---|---|---|---|
 Nicky LeachandPaperclip
|
835966dec8 |
Prepare agent-owned environments during hiring (#17761)
<!-- entire-trail-link-start --> https://entire.com/gh/paperclipai/-/trails/1/changes/paperclip/1 <!-- entire-trail-link-end --> ## Thinking Path > - Paperclip manages agents and their execution environments. > - New agent setup saves an inactive agent before model connection tests. > - Some plugins need that agent to prepare its execution resource. > - The wizard tested without the agent ID, while the setup hold prevented preparation. > - Environment changes also discarded the selected model account. > - This change prepares the saved draft during setup and keeps normal execution held. > - Users can test the prepared resource before they finish hiring. ## Linked Issues or Issue Description **What happened?** An agent-owned plugin environment could not acquire a test lease during hiring. Changing environments also returned the user to Connect and cleared the selected account. **Expected behavior** Keep the selected account, invalidate its test, and prepare the saved agent resource in the background. Test that same agent before finishing setup. **Steps to reproduce** 1. Start a new Claude or Codex agent and select a saved account. 2. Change to an agent-owned plugin environment. 3. Try to finish setup or reconnect the account. Related: #17750 defers probes until after hire submission. This change implements preparation during the wizard instead. The related PR search and ROADMAP review found no other implementation of this setup preparation path. ## What Changed - Add the optional `requiresAgent` driver declaration. Require agent lifecycle participation when it is set. - Prepare saved drafts on creation or environment changes. Keep the setup hold and wait in `verifying` without background verification scans. - Bind tests to the saved agent. Return a warning without allocating a lease when the required agent is absent or still preparing. - Preserve the account and configuration step when the environment changes. Save the selection and invalidate the old test. - Show active preparation and support authorized retries. Keep approval, company, budget, and normal task admission controls. - Document the contract and cover lifecycle, lease, manifest, and wizard behavior. ## Verification - Server and UI TypeScript checks passed. - 112 wizard and setup helper tests passed. The shared manifest suite passed. - 123 lifecycle, policy, lease, and environment-test API cases passed after the approval-gate fix. The diagnostic and driver suites and all 80 agent adapter route tests also passed. - Token gates, module boundaries, map validation, and whitespace checks passed. - All 66 lifecycle/policy cases passed after the stopping-draft permission fix. The new real-DB route case verifies creator success, other-creator denial, and refusal to complete a hire while stopping. - Full workspace typecheck and build were attempted. Both stop at the unchanged Rust Runner step because Cargo is not installed on this host. - CI on |
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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> |
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|
DottaandPaperclip
|
250429942e |
fix(agents): report actionable lifecycle failure steps (#16418)
## Thinking Path > - Paperclip helps people manage AI agents for work. > - New agents must pass setup and execution checks before they can run. > - The lifecycle worker saved the same retry message for every failure. > - Users could not identify the failed step or correct its configuration. > - The UI also described failed work as work still in progress. > - This pull request names the failed step and gives a safe corrective action. > - Users can identify configuration problems and understand automatic retries. ## Linked Issues or Issue Description **What happened?** A new hire showed a paused status and “The lifecycle step failed. Retry the operation.” Repeated retries did not explain the failure. A successful retry cleared the original error. This change cannot recover an error that an older server already cleared. **Expected behavior** Name the failed setup step. Give a useful action for known execution test failures. Explain automatic retry. Keep provider output and credentials out of lifecycle errors. **Steps to reproduce** 1. Create a disposable agent with an unavailable model or invalid execution command. 2. Open its profile while verification fails. 3. Inspect the error, correct the configuration, and select Retry now. 4. Confirm that the failure disappears after the agent becomes ready. Related change: https://github.com/paperclipai/paperclip/pull/16155 shows pending setup progress in creation and assignment. This change improves the cause and action shown when setup fails. ## What Changed - Save the failed lifecycle phase and step in the existing lifecycle error field. - Classify authentication, model, command, directory, timeout, and response failures from execution test check codes. - Use fixed error messages. Do not retain raw provider messages, check details, or credentials. - Share the allowed failure codes with the lifecycle log. - Show failed-state labels and automatic retry guidance. Rename Retry to Retry now. - Extend worker, database, and UI regression coverage. Update the agent verification maps. ## Verification - Passed 105 focused tests across lifecycle diagnostics, database lifecycle commands, saved harness verification, and AgentLifecycleStatus. - Passed server TypeScript compilation with `pnpm --filter @paperclipai/server exec tsc --noEmit`. - Passed UI typecheck and production build. - Passed module boundary checks, token gates, character sync, map validation, and `git diff --check`. - Used Playwright to inspect the production component with a simulated model failure. Confirmed the failure text, retry guidance, retry callback, and recovered state. Captured a screenshot. This component check does not prove a live provider run. - Attempted `pnpm -r typecheck` and `pnpm build`. Both require Rust cargo, which is not installed in the local execution environment. - Started `pnpm test:run` locally. No final local suite result was recorded before handoff. The complete PR CI workflow passed. - Passed all latest-commit CI gates, including typecheck, build, general and serialized tests, Rust checks, and all eight browser test shards: https://github.com/paperclipai/paperclip/actions/runs/38726198774 - Greptile scored the latest commit 5/5 with no findings. There are no review threads to resolve. ## Risks - Failure classification depends on existing adapter check codes. Unknown codes use a safe fallback message. - A known code can describe only the checks reported by the adapter. - No database migration is required. The error field remains a string. - Retry schedules, leases, readiness, approvals, and budget controls keep their current behavior. - Full build verification requires a runner with Rust cargo. ## Model Used - OpenAI GPT-6 through Codex. Used reasoning, code editing, browser checks, and tool execution. The runtime does not expose the exact deployment ID or context window. ## 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> |
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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> |