3 Commits

Include renames

Author	SHA1	Message	Date
DottaandPaperclip	505e1a5582	feat(cases): add persistent workflows with same-task agent handoffs (#16959) ... ## Thinking Path > - Paperclip manages AI agents and their work. > - An agent workflow needs persistent facts and a safe way to transfer work. > - Creating a task for each phase splits the objective, discussion, workspace, and review policy. > - A case can retain the facts while one primary task moves between agents. > - Transfers must survive process failure and preserve private access, budgets, and completion gates. > - This pull request adds durable case handoffs, native case tools, and read-only case pages. > - Prompts describe the workflow. Existing task controls decide when work can run and finish. ## Linked Issues or Issue Description **Problem or motivation** Prompt-driven agent teams need a persistent record that can move through triage, implementation, verification, and correction. Ordinary reassignment does not provide a durable instruction, safe release barrier, or recoverable delivery receipt for an agent handing off its own running task. **Proposed solution** Extend standalone cases with one primary task, a descriptive phase, retained access sources, and a handoff ledger. Apply assignments after source execution and workspace settlement. Deliver each transfer through the existing durable wake queue. Provide `create_case`, `read_case`, `update_case`, and `handoff_case` in the native runner. Creation requires kickoff and explicit workflow text. An explicit handoff to `done` closes the case when normal task completion is accepted. **Alternatives considered** Do not add a workflow engine, filesystem queue, configured state graph, or one task per phase. The workflow document combines transition prose with an optional Mermaid `stateDiagram-v2` map. The server does not execute the diagram. The Pipelines experiment removed on master stays removed. **Roadmap alignment** This extends Agent Reviews and Approvals, Enforced Outcomes, Bounded Run Recovery, and Activity Log attribution. Existing approval, review, budget, privacy, workspace, and responsible-user rules remain authoritative. Related work: [ordinary handoff wake recovery](https://github.com/paperclipai/paperclip/pull/15019). This feature adds a separate persisted case-handoff receipt and release barrier. ## What Changed - Add case routing fields, retained access sources, durable handoff history, delivery leases, and replay-safe migrations. - Keep the same primary task across agent phases. Preserve each returning agent's own session and the task's workspace. - Fence outgoing mutations, wait for provider and workspace release, and recover delivery without duplicate task comments or runs. Recheck current assignment permissions as the original caller before applying a delayed transfer. Scope a run Stop to that run’s own handoff intents, so repeated old Stop requests preserve newer work. Cancelling terminal intent without a source run also requires fenced current task ownership, including native retries and preparation with an old checkout. For Cloud callers, revalidate current stack membership with an uncached Cloud RPC and derive owner elevation from the current managed setting. - Keep case reads, documents, assets, Audit, and live events inside retained task/project permissions. - Add native case creation/read/update/handoff tools. Store required workflow text and initial documents on the first task. Page oversized case facts and referenced document bodies through the dedicated tool with bounded UTF-8 JSON, current routing versions, snapshot conflicts, and current source authorization on every page. - Add read-only case lists and detail pages, task-style list controls, compact dotted field tables, linked handoff tasks, and case filters in Audit. - Add native/legacy integration tests, migration/restart tests, browser coverage, and bounded live receipt fixtures. Extend the trusted sandbox condition to cover the new subscription fixture profile. - Hide obsolete paused-agent warnings on completed or cancelled task threads. - Synchronize the company-switch settings test with React effects after a CI failure. Preserve its security assertions and production remount behavior. ## Verification The branch directly includes master `9ef434fe79`. The required `ci / verify` and `ci / e2e` gates pass on head `765fccd67c`. [Current-head CI](https://github.com/paperclipai/paperclip/actions/runs/39464348614) passes typecheck, build, tests, and all eight browser shards. Security checks pass. [Greptile gives this exact head 5/5](https://github.com/paperclipai/paperclip/pull/16959#issuecomment-6291156549), with no unresolved review threads. The optional Paperclip Review check remains queued because its assigned agent is paused. It is not a required branch check. No check result was overridden. Local workspace typecheck and build pass after the master merge, along with database migration checks, token gates, map checks, Storybook catalog checks, and the Copilot profile identity check. Standard builds refresh Runner vendor output. Focused checks pass 2,008 API/paging/context tests and 7 strict case protocol tests. The final commit changes one test fixture only; its ten tests, UI typecheck, and token gates pass. No production source changed in that commit. On current head `765fccd67c`, all **194 critical workflow tests** executed and passed with no skipped tests in those files: - 38 Stop/ownership tests, including board completion intent, native retries, stale Stop, and preparation with an old checkout. - 2 actual legacy process/HTTP handoff tests, including scratch failure, a closed-stdio child that continues writing, and recovery through a fresh worker after the process group stops. - 5 migration tests, including SQL column metadata, preserved null authority context, and all six prior-numbering receipts. - 3 process-settlement and 5 scratch tests. - 88 handoff-service, 18 heartbeat handoff, and 21 native case-tool integration tests. - 7 bounded case/document-read projection tests and 7 strict protocol-contract tests. The current CI checkout was `fed65d49`, merging `765fccd67c` into master `9ef434fe79`. Its new document regressions reconstruct exact Unicode/escaped bodies and revisions through real native authority and authenticated HTTP with generic API tools disabled. They cover case-owned, primary-task, and linked-task documents; routing on every page; stale document snapshots; access loss and unlinking; unrelated/foreign/private sources; system documents; and quarantined content. Active-task document tools retain their existing behavior. These are current-head test results from the first CI attempt; the browser-only retry did not rerun these suites. The full `64fdd3403f` CI failed one separate settings test: after a company switch, it observed an unsettled API-key draft. The production component and test were unchanged from prior green source. Production switches remount both keyed settings layers; the test directly reused an unkeyed view and used a timer tick instead of waiting for React effects. The final commit replaces that fixture synchronization with React `act`. The exact secret-clearing assertions and all timeouts remain unchanged. The original assertion failure remains recorded; no unchanged retry was used. The narrow unchanged baseline and fixed fixture each pass 10 tests. The upstream result-paging merge preserves case capture namespaces and current asset privacy. Its API integration suite executed 39 of 41 tests successfully, with two skipped; the optional assigned-result PRP integration test was skipped. Neither skipped suite is counted in the 194 critical tests or as live provider proof. All 361 upstream migration entries and SQL bodies remain unchanged. Six case migrations follow master as 0363–0368 with identical SQL hashes. Official Drizzle generators produced the combined metadata and five retained snapshots. Generation reports no schema changes, and the snapshot drift test passes. The earlier `ce361ae5d0` CI passed on attempt 1, including its then-current 179 critical tests. Fresh review later identified unusable document references with generic API tools disabled; the bounded document reads and ten additional authenticated HTTP tests address that finding. The full local `pnpm test:run` attempt was cancelled after this Mac exhausted PostgreSQL semaphore capacity; it is **not** counted as a pass. Later database attempts also stopped before assertions or skipped, including one sandbox socket denial. Two original stale-Stop regressions did reproduce the bug against the old source. A REST serialization assertion passed after two preserved database-startup failures. No test timeout was increased. All 194 assertions listed above executed and passed in current-head CI. The complete 385-file, 3,963-test UI shard also passed after the fixture repair. A configured-provider receipt workflow passed 13 backend checks across triage → implementation → verification → correction → done, using one task and four work runs. The saved receipt is revision 2 with total 6 USD; case and task both closed. The original canonical attempt remains failed because its browser assertion confused the terminal destination with completed-task tooltips. The corrected full browser verifier passed on the same retained database and original runs, with no additional provider calls. The last clean-build browser readback is on `6a86c54a53`; later changes affect recovery, authorization, bounded reads, and settlement. Accounted work cost is a $1.010574 rate-card estimate; provider billing and setup-probe usage are unavailable. Copilot profile 49 passed the unchanged seven-fixture private protocol pack (46/46 checks, no retries) and the product file-edit canary after master's completion-replay change. All 60 bound implementation hashes remain unchanged on the current source. Historical profile-47/48 identities and results remain intact. See the [profile-49 compatibility record](https://github.com/paperclipai/paperclip/blob/codex/persistent-case-handoffs/doc/plans/2026-10-20-copilot-completion-recovery-compatibility-v49.json). This is bounded compatibility evidence, not a fresh full matrix, installed-package product test, or Daytona rollout. Preserved CI failures and retries: - On `20662930ac`, Slack managed setup failed a five-second success assertion after reload. Its test/application path was unchanged from a prior green head. One unchanged-source retry passed all 25 tests in that shard; no source or timeout changed. - On `9402b4f17a`, two CI workers received shutdown signals at 15:24:19 UTC. Neither log had an assertion failure before interruption. One unchanged-source retry of each passed all Runner static checks and all 32 tests in browser shard 6; both aggregates passed. The next head, `7b4374edaf`, passed all CI without retries. - On `295f289b5a`, serialized shard 9 timed out during its first device-login test, then the next test found an active login lease. Direct login/test paths were unchanged from a prior green head. Cold import plus a timed-out async body using the next test's mutable actor/store is the supported fixture-race explanation; no request trace proves that sequence. The original failure remains recorded. One unchanged-source retry passed all 294 tests in 19 files, including all 41 device-login tests. No login source or timeout changed. The subsequent `ce361ae5d0` CI passed without retries. - On `64fdd3403f`, one company-switch settings assertion observed an unsettled draft. The final test-only commit uses React `act` without changing assertions, timeouts, or production code. On `765fccd67c`, all ten settings tests and the complete 385-file, 3,963-test UI shard passed. - On `765fccd67c`, browser shard 3 completed the split-handoff assertions, then cleanup received HTTP 500 from run cancellation after a one-second PostgreSQL row-lock timeout. The extra chat run was reporting completed work while teardown began. Cleanup stopped before restoring a global experiment flag, causing a later assertion to fail. Relevant production and test paths are unchanged from an earlier green commit. Stop's lock order is consistent, and no nested self-lock was found; the exact PostgreSQL blocker was not recorded. One unchanged-shard retry passed. The original failure, trace, and downstream flag failure remain recorded. No Stop implementation, cleanup assertion, or timeout changed. The retry supports intermittent cleanup contention; it does not identify the original blocking transaction. ## Risks - Local process transfers require host-owned PID/group absence. Missing or uncertain termination evidence keeps delivery pending, independently of scratch setup. - Handoff admission and task cancellation share execution ownership. New regression tests cover temporary holds, late source writes, and uncertain provider termination. - Retained private sources use an intersection of existing permissions. This intentionally fails closed when a source is missing or an existing task cannot preserve that boundary. - Migrations add tables and indexes. They preserve master history and can replay over prior feature installs. Migration 0368 adds nullable internal authorization provenance with no default or authority backfill. Historical transfers still awaiting release without this context fail closed; an operator must cancel them and request a new handoff. - Delayed Cloud handoffs depend on the current Cloud membership RPC. An unavailable, ambiguous, expired, or mismatched response holds the handoff for retry; it does not reuse cached authority or grant access. - Bounded reads reload and reauthorize the selected projection per page. Underlying work grows with the data size and number of pages. Changed data or routing requires restarting from offset zero without the old snapshot. - Phase names and workflow diagrams remain advisory. They do not satisfy review or approval gates. - This is a large, cross-cutting PR. The maintainer requested one PR for the whole feature; the commits separate data, runtime, UI, and qualification work. ## Model Used OpenAI Codex, GPT-6 family, with tool use, code execution, and delegated code review. The exact deployment model ID and context-window size were not exposed in the session. Live fixture agents used the explicitly configured provider model recorded in their test evidence. ## 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>	2026-10-20 12:46:14 -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
DottaandPaperclip	2ec82c5774	fix(runner): preserve task context when tool connections change (#14963) ... ## Thinking Path > - Paperclip is the open source app people use to manage AI agents for work. > - Agents use tools through company-scoped connections and provider sessions. > - Resolving a tool connection currently forces a fresh session even when the provider can load new tools into the existing conversation. > - A fresh provider conversation can receive too little history to continue the task. > - This pull request adds explicit tool-refresh capabilities and uses them in both runner paths. > - Fresh attempts receive bounded task history with source IDs and retrieval instructions. > - The benefit is that agents can continue the same task after a connection changes. ## Linked Issues or Issue Description **What happened?** A resolved tool connection forced a fresh provider conversation. The new conversation could lose the original goal and prior answers. Claude also rejected resume when only the MCP server set changed. **Expected behavior** Resume the provider conversation when its harness can refresh tools. When a fresh session is required, supply enough bounded history to continue the task. Preserve company, agent, task, workspace, model, instruction, and skill checks. **Steps to reproduce** 1. Start a conversation and agree on a task and its constraints. 2. Request and connect a tool needed for the task. 3. Continue the conversation after the connection resolves. 4. Check that the agent remembers the task and can use the new tool. **Paperclip version or commit** The bug was reproduced on master at `c46e41e81`. This branch is rebased on current master. **Deployment mode** Self-hosted server. Both legacy adapters and the native runner are affected. Related public work: Refs #13282 for task-backed conversations. Refs #13057 for the broader session-compaction proposal. Refs #14659 for another report about local CLI session continuity. This change fixes tool-connection continuation. Provider authentication repairs keep their existing recovery behavior. ## What Changed - Expose tool-refresh support in native harness descriptors and legacy adapter metadata. - Request tool refresh after connection resolution. Keep provider authentication repair as a fresh-session wake. - Reload current tools and credentials while retaining supported Claude, Codex, Grok, and other provider conversations. - Allow MCP-only changes during qualified native recovery. Keep all other compatibility checks. - Refresh managed-provider and ACPX tool bindings when attaching a new run. - Add a fresh-session handoff for both runner paths. Bound database reads, excerpts, and the final packet to 24,000 bytes. - Include the original request, recent messages, decisions, plans, prior answers, and source IDs. Mark omitted content. Apply reset boundaries, wake cutoffs, quarantine, and secret redaction. - Add regression tests and document the capabilities and handoff behavior. ## Verification - `pnpm -r typecheck` and `pnpm build` passed. Rust formatting passed. - Final review fixes passed 314 server tests, 333 adapter utility tests, 139 native-session runtime tests, and 12 managed-provider Rust tests. They verify historical quarantine, raised budgets across attachment, no history reads on successful resume, and handoff delivery on fresh retry. - Broader branch verification also passed 1,401 adapter utility tests, 1,047 runner TypeScript tests, 43 Grok adapter tests, and 311 Rust core tests. - Live Claude CLI and Grok ACP probes preserved the provider session ID, recalled a prior task constraint, and called a newly added read-only MCP tool. - GitHub CI passed on `b21486d18084a7aa4cafbe8e012f7cad6585d9cc`: 55 successful checks and 4 skipped checks. This includes all test shards, all eight browser shards, runner checks, and the Grok clean public npm install canary. [CI run](https://github.com/paperclipai/paperclip/actions/runs/37057514976). - A full local test attempt encountered a separate Git snapshot timeout. All affected local suites passed after the final edits, and the full CI test gates passed. - Review the capability matrix in `packages/paperclip-runner/README.md`. Repeat the four reproduction steps with a supported provider and with an unsupported harness. ## Risks - Provider tool refresh can fail. Existing recovery falls back to a fresh conversation where policy permits it. - A new transport can replace an old process while preserving the provider conversation. Tests cover current credentials and unchanged identity. - Long history can omit older context. Explicit markers and source IDs let the agent retrieve needed context within task scope. - Unknown and unqualified harnesses use the fresh-session path. No database migration is required. ## Model Used OpenAI Codex, GPT-6, with reasoning, tool use, code execution, and live provider testing. The exact model ID and context-window size are not exposed in this session. Claude and Grok also ran as test subjects. ## 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>	2026-10-02 15:11:44 -05:00