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6c36c07a4f |
feat(adapters): add GPT-6.1 Sol and refresh shared coding harness pins (#14942)
## Thinking Path > - Paperclip is the open source app people use to manage AI agents for work. > - Agents run through coding-agent adapters and the native runner. Both use the same installed provider CLIs, model catalogs, and reasoning controls. > - OpenAI released GPT-6.1 Sol (`gpt-6.1-sol`) in Codex. Anthropic released Claude Sonnet 5.5. The static Codex, Bedrock, and OpenCode catalogs do not list these IDs. > - The shared provider pack pins Codex 0.156.0 and OpenCode 1.18.32. The evaluation image pins older Grok, Gemini, Kimi, Cursor, and GitHub CLI releases. Codex 0.156.0 has no bundled metadata for GPT-6.1 Sol. > - A model entry without a current harness, or a harness pin without its runner integrity checks, fails at run time. > - This pull request adds the verified model IDs and moves the harness pins, executable digests, controller checks, and image pins together. > - The benefit is that operators can select the current models, and the native and local adapters share one current CLI installation. ## Linked Issues or Issue Description Refs #13829 and #13838 (the September 22, 2026 model and harness refresh). Related pull requests: #14993 (merged October 5, 2026, superseding #14816) added the direct Claude Sonnet 5.5 entry and refreshed the Claude runtime to Agent SDK 0.3.286 / Claude Code 2.1.286. This pull request does not change the Claude runtime or the direct Claude model list; it keeps the #14993 pins and adds only the Bedrock Sonnet 5.5 ID. After #14993 merged, this branch was rebased onto `master` (October 5, 2026). The six overlapping pin regions (`docker/daytona-runner/Dockerfile`, `docker/daytona-runner/README.md`, `package.json`, `pnpm-workspace.yaml`, `packages/adapters/claude-local/src/index.test.ts`, `packages/paperclip-runner/src/backends/native-backend-factory.test.ts`) were resolved by keeping this pull request's Codex 0.160.0 and OpenCode 1.18.34 pins next to #14993's Claude 0.3.286 / 2.1.286 pins, taking the union of the Sonnet 5.5 model IDs in the Claude test, and merging both README paragraphs. The Sonnet 5.5 effort and CLI-gate lines in the Claude adapter were identical in both pull requests and merged without a diff. #14917 and #14918 reordered the Claude and Codex model lists earlier; the new entries sit where those ordering rules put them. Sources checked on 2026-10-02: - [OpenAI Codex models](https://learn.chatgpt.com/docs/models): GPT-6.1 Sol uses `gpt-6.1-sol`, supports reasoning efforts from Light to Ultra, and has Standard and Fast modes at launch. The page also records that `gpt-5.4` and `gpt-5.4-mini` retired from Codex with ChatGPT sign-in on August 31, 2026, and that `gpt-5.5` retires on October 14, 2026. Neither retirement applies to the OpenAI API. - [Codex CLI releases](https://github.com/openai/codex/releases) 0.157.0 through 0.160.0. The bundled model metadata in the 0.160.0 Linux binary contains `gpt-6.1-sol`. - [Claude Sonnet 5.5](https://platform.claude.com/docs/en/models/sonnet-5-5/overview): Bedrock ID `anthropic.claude-sonnet-5-5`, released September 28, 2026. - [OpenCode releases](https://github.com/anomalyco/opencode/releases) 1.18.33 and 1.18.34 (fixes only). The OpenCode model registry lists both added provider-qualified IDs. - npm `latest` tags for `@xai-official/grok` 1.0.46, `@google/gemini-cli` 0.62.0, and `@moonshot-ai/kimi-code` 2.1.1. [xAI](https://docs.x.ai/docs/models), [Google](https://ai.google.dev/gemini-api/docs/models), and [Kimi](https://www.kimi.com/code/docs/en/kimi-code/models.html) list no newer coding models. - Cursor CLI 2026.10.01-e373342 is the version the official installer resolves. The pinned digest is the SHA-256 of the versioned Linux x64 archive. - [GitHub CLI 2.102.0](https://github.com/cli/cli/releases/tag/v2.102.0) (security fixes). The pinned digest matches the release `checksums.txt`. ## What Changed - Codex adapter: add `gpt-6.1-sol` to the model list, the Fast mode list, and the Ultra effort set. It is the first entry: #14918 orders the list newest version first, and its description notes the ChatGPT app lists GPT-6.1 Sol first. Update the adapter documentation text. - Claude adapter: add `us.anthropic.claude-sonnet-5-5` (Bedrock Sonnet 5.5) to the Bedrock catalog in the newest-Sonnet slot after Opus 5.5; `us.anthropic.claude-sonnet-5` moves into the older-Sonnet group, matching what `sortClaudeModels` from #14917 produces at runtime. Any Sonnet 5.5 ID (direct or Bedrock-qualified) now gets the documented `xhigh` and `max` efforts and requires Claude Code 2.1.284 or later on the CLI lane (the Claude Code changelog entry for 2.1.284 adds `claude-sonnet-5-5`). These two lines are identical to the ones #14993 merged, so the branch carries no diff for them. - OpenCode adapter: add `openai/gpt-6.1-sol` and `anthropic/claude-sonnet-5-5` to the static fallback catalog. - Codex runtime pin 0.156.0 → 0.160.0 in the root and workspace overrides, the runner package, the Codex ACP package patch, the qualified ACPX profiles, the Linux x64 executable digest, the Rust provider backend and its tests, the provider-pack manifest pins, the remote controller pins, the sandbox npm install spec, and the opt-in qualification scripts. - Remote Codex compatibility window: upper bound 0.157.0 → 0.161.0. The minimum stays at 0.149.0. - OpenCode runtime pin 1.18.32 → 1.18.34 in the runner package, the materialization script, the server and Rust qualified versions, the eval and live-session labels, fixtures, and the configuration label. - Evaluation image (`docker/daytona-runner/Dockerfile`): Grok CLI 1.0.46, Gemini CLI 0.62.0, Kimi Code 2.1.1, Cursor CLI 2026.10.01-e373342 with its digest, GitHub CLI 2.102.0 with its digest, Codex and OpenCode version probes, and the refreshed lockfile digest. The Claude Code 2.1.286 probe comes from #14993 and is unchanged here. - `pnpm-lock.yaml` is not part of this pull request. The repository's pull request gate rejects lockfile edits, and the refresh bot regenerates the lockfile on master (the same flow #13838 used). The Dockerfile `PAPERCLIP_RUNNER_LOCK_SHA256` default is the digest of the lockfile that `pnpm install --resolution-only --ignore-scripts --no-frozen-lockfile` (the refresh workflow's command) produces for the combined pins on the rebased branch (`e1856797…`); that lockfile differs from master only in the `@openai/codex` 0.160.0 platform packages, the `@anthropic-ai/claude-agent-sdk` 0.3.286 override that #14993 introduced (the open refresh-bot pull request #14872 carries that part), `opencode-ai` 1.18.34 with its Linux x64 baseline, and the `codex-acp` patch hash. - Documentation: runner README, runner compatibility doc, environment variable example, and a new `doc/adapter-model-audit-2026-10-02.md` with sources and deferred items. - Tests: Codex adapter catalog, server adapter models, Codex compatibility window, native session executor pins, runner package contract, OpenCode materialization, and UI effort options. Unchanged on purpose: Claude Agent SDK 0.3.286 / Claude Code 2.1.286 (already on `master` from #14993), ACP bridges (`acpx` 0.13.1, `claude-agent-acp` 0.73.0, `codex-acp` 1.6.2; newer upstream releases need a separate qualification), the native Grok runtime 1.0.13, Pi 0.84.2 / 0.87.1 (the Pi 1.0 runner stack covers it), and Hermes 0.19.0 (current). `gpt-5.4` and `gpt-5.4-mini` stay in the picker because the OpenAI API still serves them. ## Verification Run on Linux x64 with Node 25.9.0 and pnpm 9.15.4 after `pnpm install --no-frozen-lockfile` (the refreshed lockfile stays local; see above). The results below were re-run on the rebased head (October 5, 2026) for the suites the conflict resolution touches; the other rows are from the original run and are covered by CI on every push: - Rebased head: `packages/adapters/codex-local` 482 passed; `packages/adapters/claude-local` 340 passed, 4 failed (`execute.remote`, `test.probe`, `execute.acp-fallback`, `acp` spawn/env-hardening cases that fail identically on unchanged `master` in this host environment); `server` adapter-models + codex-runtime-compatibility + native-session-executor + adapter-registry 607 passed, 1 failed (the same adapter-registry override-pause case as before, also failing on `master` here); `packages/paperclip-runner` native-backend-factory + qualified-profiles 36 passed; `ui` codex-reasoning-effort + config-fields + model-utils 19 passed. Rust, full typecheck, build, and the Docker image are left to CI as before. - `vitest run` in `packages/adapters/codex-local`: 13 passed. `vitest run` in `packages/adapters/claude-local` (whole package, including the new Sonnet 5.5 gate and effort tests): see the latest CI run and the comment below. `vitest run` in `packages/adapters/opencode-local`: 48 passed, 1 failed (`runtime-config.test.ts` reads the host `PAPERCLIP_OPENCODE_PROVIDERS` variable; it fails the same way on the unchanged base). - `vitest run src/__tests__/adapter-models.test.ts src/services/native-runtime/codex-runtime-compatibility.test.ts src/__tests__/adapter-registry.test.ts` in `server`: 84 passed, 1 failed (`adapter-registry.test.ts` override pause test; it fails the same way on the unchanged base). - `vitest run` in `ui` for `codex-reasoning-effort`, `agent-setup-fields`, `config-fields`, and `ComposerRunSettingsPicker`: 25 passed. - `node --test test/acpx-codex-package-contract.test.mjs scripts/materialize-opencode-binary.test.mjs scripts/runner-protocol-eval-campaign.test.mjs` in `packages/paperclip-runner`: 23 passed. The package contract test verifies the installed Codex ACP executable digest and the 0.160.0 patch pin. - `vitest run src/drivers/acpx src/backends src/drivers/opencode src/live/live-session.test.ts` in `packages/paperclip-runner`: 626 passed, 5 failed, 1 skipped. The 5 failures (`installation-integrity.test.ts` `/proc/self/fd` module loading and one OpenCode answer-selection test) also fail on the unchanged base under Node 25; Linux CI runs Node 24. - `pnpm run test:opencode:qualification` in `packages/paperclip-runner` against the installed OpenCode 1.18.34 executable: passed. - `codex --version` from the installed pack prints `codex-cli 0.160.0`. The Linux x64 executable digest `12eb3e81…652aad` was computed from the `@openai/codex@0.160.0-linux-x64` archive after checking its registry `dist.integrity`. - `pnpm check:token-gates`: all gates clean. - `pnpm run typecheck:typescript` in `packages/paperclip-runner`: passed. Package typechecks ran one at a time; see the comment below for the server and UI results. Not run here, and needed from CI: - Rust tests and `pnpm -r typecheck` / `pnpm build` for the server (no `cargo` in this environment; the server typecheck prepares the runner vendor build). - The Docker evaluation image build and the real-binary Codex startup and session-resume probes (no Docker; the probes need the compiled `paperclip-runnerd`). The trusted CI runner workflow covers them. - Authenticated inference with any new model. This change is metadata and startup validation only. ## Risks - Codex 0.160.0 changes the bundled model catalog and app-server behaviour (authoritative provider catalogs, incremental running-turn tracking). The patched `codex-acp` 1.6.2 bridge is unchanged and declares `^0.148.0`; it worked with 0.156.0 under the same override. If CI probes show a protocol change, the pin can return to 0.156.0 by reverting this pull request. - The compatibility window upper bound moves to `<0.161.0`. Remote images with Codex 0.157 to 0.160 become accepted. Older images stay accepted down to 0.149.0. - Until the refresh bot lands the regenerated lockfile on master, the Dockerfile lockfile digest default does not match the committed lockfile. The trusted CI workflow computes the digest from its own resolution at build time, so this affects only a local build that passes no digest. - Existing saved model selections and effort settings are not changed. Agents on `gpt-5.4` or `gpt-5.5` with ChatGPT sign-in need a model change before the OpenAI retirement dates; that is documented, not enforced. - Rollout order: deploy the controller and runner from this change before promoting a sandbox image that carries these pins. Older controllers reject the new provider-pack pins. ## Model Used - Claude Fable 5.1 (Anthropic, model ID `claude-fable-5-1`), 1M context window, adaptive thinking, tool use. The model ran as a Paperclip agent through the Claude Code harness, performed the web research, edited the code, and ran the tests listed above. ## 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: Bender (Fable) <noreply@paperclip.ing> Co-authored-by: devinfoley <139239+devinfoley@users.noreply.github.com> Co-authored-by: Claude Fable 5.1 <noreply@anthropic.com> |
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cdf04a33fa |
feat(adapters): refresh current coding models and reasoning controls (#13829)
## Thinking Path > - Paperclip is the open source app people use to manage AI agents for work. > - Its adapters supply model catalogs and reasoning controls to agent setup. > - Several provider releases are missing from the fallback catalogs. > - Some newer models also have effort levels that the UI does not offer. > - Operators need the exact supported IDs and controls when discovery is unavailable. > - This pull request updates the existing adapters from current provider documentation. > - Operators can select current coding models without entering custom IDs. ## Linked Issues or Issue Description **What existing behavior does this improve?** Model selection and reasoning controls across the existing coding-agent adapters. **Subsystem affected** Claude, Codex, Grok, Gemini, Cursor, Kimi, and OpenCode adapters; model discovery tests; agent creation and editing. **Current behavior** The catalogs omit Opus 5.5, GPT-6 Sol/Luna, Grok 4.7/4.6/4.5, current Gemini Flash models, and several Cursor/Kimi choices. Bedrock has obsolete IDs. The UI omits supported effort levels and saves Grok effort under a key the runtime does not read. **Proposed behavior** Offer verified current model IDs and model-specific efforts. Remove retired Gemini 2.0 choices. Keep configured defaults and saved model IDs. Keep runtime discovery for account-specific choices. **Reason and benefit** Catch up with provider releases through September 22, 2026. Correct the picker and runtime controls together. **Breaking changes** No database or API change. Gemini 2.0 options leave the picker after their June 1 shutdown. Existing saved IDs remain unchanged. Corrected Bedrock catalog IDs do not rewrite saved configuration. **Additional context** Supersedes the separate GPT-6 Sol PR #13830. Fable 5.1 was already merged in #12730, and GPT-6 Astra in #12851. The Grok 4.6/4.5 proposal #11324 was closed and parked by its author. This change retains the default-sentinel fix from #12062. Related discovery proposals #13127 and #13565 do not supply these catalog and effort updates. Searches found no open PR for the additional model IDs. See [the dated audit](https://github.com/paperclipai/paperclip/blob/feat/claude-opus-5-5/doc/adapter-model-audit-2026-09-22.md) for exact scope, primary sources, runtime observations, and account-specific limits. This updates existing adapters and does not duplicate planned core work. ## What Changed - Add Opus 5.5 for direct Claude and Bedrock, with a Claude Code 2.1.280 gate. Correct and extend Bedrock model IDs. - Add GPT-6 Sol/Luna and Fast mode. Offer Ultra for Astra/Sol and GPT-5.6 Sol/Terra, and Max for both Luna generations. - Add Grok 4.7/4.6/4.5, expose supported Extra High effort, and save Grok edits under `reasoningEffort`. - Add Gemini Flash 3.8/3.7/3.6/3.5, Flash Lite 3.5/3.1, and 3 Flash Preview. Remove retired 2.0 choices. - Add the current documented Cursor fallback models, including Fable 5.1, Composer 2.5, and Muse Spark 1.3. - Refresh OpenCode fallback IDs used in remote environments from its installed provider registry. - Add Kimi K3 256K. Update the existing coding alias to K2.8 Preview and enable its CLI effort settings. - Use model-specific Claude/Grok efforts in creation and editing. Clear unsupported effort when switching models. - Add catalog, CLI/ACP forwarding, compatibility, and UI persistence coverage. Record the audit and sources. ## Verification - Latest head `6e63c9ef53b54ba869cd4fb431a8570bebe289f4`: 53 CI checks passed, 2 skipped. This includes full workspace typecheck, build, and all test shards. Greptile is 5/5 with zero unresolved threads. GitHub reports no merge conflicts. - 340 focused tests passed across adapter metadata, CLI/ACP arguments, Claude version checks, Kimi effort, Grok execution, server model discovery, and UI effort selection/persistence. - `pnpm --filter @paperclipai/adapter-claude-local --filter @paperclipai/adapter-codex-local --filter @paperclipai/adapter-grok-local --filter @paperclipai/adapter-gemini-local --filter @paperclipai/adapter-kimi-local --filter @paperclipai/adapter-cursor-local --filter @paperclipai/adapter-opencode-local typecheck` — passed. The same filters with `build` passed. - `pnpm check:token-gates` and `git diff --check` — passed. - Full workspace and UI typechecks were attempted locally. They stop on existing missing `three` dependencies in `packages/shared/src/cliplab`. - Full `pnpm test:run` and `pnpm build` were not run locally. Worktree creation exhausted disk space, so a clean dependency install is not feasible on this host. Focused checks reuse existing dependencies. CI supplies full workspace verification. - No provider inference was run. Account-specific runtime model lists were inspected where available. - Manual check: select the new models in agent setup and editing. Confirm Luna has Max but no Ultra, Grok 4.7 has Extra High, and Fable 5.1 has Extra High/Max. Save Grok effort and confirm `adapterConfig.reasoningEffort` contains the selection. ## Risks - Catalog presence does not grant account access. Older CLIs and restricted accounts can reject a model. Opus 5.5 has an explicit upgrade check. - Higher effort can increase cost and latency. Existing agent defaults are unchanged. - Cursor fallback IDs come from public model documentation; the local account exposed no live catalog. Runtime discovery still adds account-specific variants. - Kimi effort remains supported only on its explicit CLI engine. This does not add effort support to its default ACP engine. - Saved obsolete Bedrock or retired Gemini IDs are not migrated automatically. ## Model Used OpenAI GPT-6 through Codex, with reasoning, tool use, and code execution. The exact deployment ID and context window are not exposed to this session. ## Checklist - [x] I have included a thinking path that traces from project context to this change - [x] I have specified the model used (with version and capability details) - [x] I have checked ROADMAP.md and confirmed this PR does not duplicate planned core work - [x] I have searched GitHub for duplicate or related PRs and linked them above - [x] I have either (a) linked existing issues with `Fixes: #` / `Closes #` / `Refs #` OR (b) described the issue in-PR following the relevant issue template - [x] I have not referenced internal/instance-local Paperclip issues or links (only public GitHub `#NNN` / `github.com/paperclipai/paperclip` URLs) - [x] My branch name describes the change (e.g. `docs/...`, `fix/...`) and contains no internal Paperclip ticket id or instance-derived details - [x] I have run tests locally and they pass - [x] I have added or updated tests where applicable - [x] I have updated relevant documentation to reflect my changes - [x] I have considered and documented any risks above - [x] All Paperclip CI gates are green - [x] Greptile is 5/5 with no open P2s, recommendations, or follow-ups - [x] I will address all Greptile and reviewer comments before requesting merge --------- Co-authored-by: Paperclip <noreply@paperclip.ing> |
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77312ee2d9 |
feat(codex): add GPT-6 Astra support (#12851)
## Thinking Path > - Paperclip is the open source app that people use to manage AI agents for work. > - The Codex local adapter supplies model metadata to the server and the user interface. > - OpenAI now lists `gpt-6-astra` as a supported Codex model. > - Paperclip did not list this model or its model-specific controls. > - This pull request adds the model through the existing adapter metadata path. > - The benefit is that agents and task overrides can use the exact model ID and supported controls. ## Linked Issues or Issue Description **Subsystem affected** `packages/adapters` and `ui` **Problem or motivation** Paperclip does not expose `gpt-6-astra` in Codex model selectors. Operators cannot select and save the model through the normal agent and task forms. **Proposed solution** Register the exact model ID in the Codex local adapter. Use the adapter as the source for the model-specific reasoning options. Preserve the current default model. Forward the saved model, reasoning effort, and fast-mode controls through both Codex execution lanes. **Alternatives considered** A user-interface-only model list would duplicate adapter metadata. A model alias would not match the official model ID. Both options were rejected. **Roadmap alignment** This is a small adapter compatibility update. It does not duplicate a planned item in `ROADMAP.md`. ## What Changed - Added `gpt-6-astra` to the Codex local adapter model registry and fast-mode support list. - Added the official Astra reasoning efforts: `low`, `medium`, `high`, `xhigh`, `max`, and `ultra`. - Used the adapter metadata in agent and task model selectors. - Preserved supported effort choices when the model changes. Cleared an effort only when the new model does not support it. - Added tests for registration, user-interface selection, configuration persistence, and CLI and ACP forwarding. ## Verification - `pnpm exec vitest run packages/adapters/codex-local/src/index.test.ts packages/adapters/codex-local/src/server/acp.test.ts packages/adapters/codex-local/src/server/codex-args.test.ts packages/adapters/codex-local/src/ui/build-config.test.ts ui/src/lib/codex-reasoning-effort.test.ts ui/src/components/AgentConfigForm.render.test.tsx ui/src/components/IssueProperties.test.tsx ui/src/components/NewIssueDialog.test.tsx ui/src/lib/issue-assignee-overrides.test.ts` passed 245 tests. - `pnpm -r typecheck` passed. - `pnpm check:token-gates` passed all four gates across 939 files. - `pnpm --filter @paperclipai/ui build` passed and supplied isolated user-interface build proof. - `pnpm build` passed. - `pnpm test:run` passed 5,812 tests and failed 24 workspace-runtime tests in this isolated host. The failures use invalid generated ports above 65,535, incomplete nested-worktree fixture configuration, or `/tmp` path aliases. The focused tests for this change all pass. GitHub CI must pass before review handoff. - GitHub CI run `33918372718` passed all required checks and the aggregate verify gate on exact head `6ac6be2cee0a5996c82bdf674fcb7f46cb4c5fde`. - Independent engineering review approved the exact remediation head after 170/170 reviewer tests passed. - Greptile reported 5/5 with no open review threads on exact head `6ac6be2cee0a5996c82bdf674fcb7f46cb4c5fde`. - The model ID and capabilities were checked against the [official OpenAI Codex model list](https://developers.openai.com/codex/models). ## Risks - Low risk. The change adds one model and model-specific selector options. It does not change the default model. - OpenAI can change model capabilities later. The adapter metadata must stay aligned with the official Codex metadata. > For core feature work, check [`ROADMAP.md`](ROADMAP.md) first and discuss it in `#dev` before opening the PR. Feature PRs that overlap with planned core work may need to be redirected — check the roadmap first. See `CONTRIBUTING.md`. ## Model Used - OpenAI Codex with model ID `gpt-5.6-sol`, a 272,000-token context window, reasoning, tool use, and code 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 - [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> |