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4b38db9622 |
fix(runtime): stream workspace Git snapshots through disk manifests (#14253)
## Thinking Path > - Paperclip is the open source app people use to manage AI agents for work. > - Managed runs copy a selected workspace to an execution environment and restore its changes. > - Git snapshots select the files for that copy and for later recovery. > - A fixed output limit stops large generated trees before the run can start. > - Increasing the limit still keeps the complete filename lists in memory. > - This pull request stores those lists and merge baselines in disk manifests. > - Large snapshots can now complete with bounded filename buffers and explicit failure handling. ## Linked Issues or Issue Description Refs #14194. This is the streaming follow-up to the merged 32 MiB limit fix. Related: #13619 and #11621 cover workspace scan admission and demand. This change keeps the shared scheduler and changes the snapshot data path. ## What Changed - Stream changed, untracked, deleted, and ignored paths through the shared scheduler and the standalone adapter path. - Use SQLite manifests for file selection, duplicate removal, ignored-path lookup, baseline capture, and merge lookup. - Set a configurable 30-minute snapshot deadline. Keep the existing interactive scan deadlines. - Wait for each child process and pending sink write before removing temporary storage after failure or cancellation. - Use NUL archive lists and bounded deletion batches. Preserve unusual names, explicit selection, nested repositories, and source root checks. - Store manifest references in native recovery format v2. Check their location and digest before recovery reads. Keep v1 descriptors readable. - Remove temporary manifests at lifecycle completion. Use fixed-size temporary copy names for long basenames. - Admit each manifest with a SQLite page allowance based on current disk capacity. Keep a configurable free-space reserve and fail explicitly when either limit is reached. - Preserve a host file that replaces a directory deleted by the sandbox, and continue the rest of the restore. ## Verification - Current head `5ab622ec43cd16d35429d79dedee6a5d8e3d2df2` has 54 successful checks/statuses and two skipped Storybook jobs. No checks failed or remain pending. - [CI passed](https://github.com/paperclipai/paperclip/actions/runs/36318966368): typecheck, build, all test shards, E2E, Rust checks, and the aggregate verify job. - [Greptile is 5/5](https://github.com/paperclipai/paperclip/pull/14253#issuecomment-5855670338) on the current head. All four review threads are resolved. Security checks passed. - 229 focused tests passed across Git sync, runtime staging, merge, manifest integrity, native recovery, and the scheduler (214 adapter/runtime tests and 15 scheduler tests). - A real 40,000-file fixture produces 43,428,890 filename bytes. The original standalone and scheduled scans fail. The new test passes all four filename paths, complete staging, exclusion of late files, unusual names, and deletion replay. - Recovery tests reject changed bytes, symlinks, and paths outside the controller state directory. Adapter-utils typecheck passed. - A test executor returned buffered output and caused two retry integration failures. The fixture now uses the shared streaming scheduler. All 13 tests passed with `corepack pnpm exec vitest run server/src/__tests__/heartbeat-project-repositories.test.ts`. The same CI shard now passes. - Ran `pnpm -r typecheck`, `pnpm test:run`, and `pnpm build` locally. Each full local command hit SIGKILL/exit 137 in the 4 GiB container. These local commands did not pass. The current-head CI gates above provide the full verification. - A real-Git disk-capacity regression confirms a typed failure and removal of the incomplete manifest. Repeated writer attempts cannot exceed the permitted page count. - Follow-up real Daytona and separate staging qualification passed with the related archive validator (#14315) and exact-owner finalization fix (#14314). Three successive turns copied back all 60,000 files with 39,828,890 filename bytes and five unusual names. Independent host inventories verified every file and the pinned Git HEAD. Native, provider, session, and process identities stayed fixed; no retry remained. The task reached Done, and its browser-downloaded final proof matched exactly. The reusable regression is #14316, including an assertion of the effective environment idle policy. ## Risks - SQLite manifests use disk space. Each receives one quarter of the available capacity above the host reserve at creation. The reserve defaults to 256 MiB and has a 64 MiB configuration minimum. Disk capacity, filesystem quotas, per-path limits, Git resource use, and execution deadlines remain limits. - Each path and sink chunk has a 64 KiB limit. SQLite connections use a 1 MiB page cache. Invalid or incomplete records fail explicitly. - Restore transport keeps fixed and configured archive exclusions. A remotely created Git-ignored file can be transferred, but the host merge excludes it through the manifest. - Provider archive buffers, Git and tar memory, repository metadata, legacy v1 arrays, and the separate referenced-source resolver retain their own limits. Existing provider safety validators still buffer textual tar listings: Daytona allows 32 MiB and Kubernetes allows 64 MiB. These separate transport limits can stop a sufficiently large restore before merge. This change does not claim bounded total process memory or unlimited transport size. - New descriptors use v2. Existing v1 recovery remains supported; a downgrade cannot read v2 descriptors. ## Model Used OpenAI GPT-6 through Codex. The exact deployment ID and context limit are not exposed in this run. The agent used code editing, terminal execution, tests, and GitHub tools. ## 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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04546c82d5 |
fix(runner): reconnect Daytona sessions after controller restart (#13691)
## Thinking Path > - Paperclip is the open source app people use to manage AI agents for work. > - The native runner can execute a task inside a Daytona sandbox. > - The sandbox can keep running when the Paperclip controller restarts. > - Recovery treated sandbox process IDs as local process IDs and selected the wrong recovery path. > - Live verification also found races between startup, shutdown, and queued task cleanup. > - This pull request verifies the existing remote owner and orders those transitions. > - Users can continue the same task and provider session after a controller restart. ## Linked Issues or Issue Description **What happened?** The Daytona `recover-controller` cases failed with `runner_state_identity_mismatch`. Remote process IDs can be absent on the controller or collide with unrelated local processes. Recovery then looked for remote state in the local runner directory. Later turns could also start before the previous executor released its sandbox resources. **Expected behavior** Reconnect to the original sandbox and authenticated runner. Preserve the task, provider session, and queued comments. Reject a replacement sandbox or mismatched identity. Do not start another provider during reattachment. **Steps to reproduce** Run the `everyday-workflows` `recover-controller` case for `runner-codex` or `runner-acpx-claude` in Daytona. The browser creates a Python tool, requests a revision, restarts the controller during execution, and queues another revision. It then downloads and tests the final ZIP. Related: #13682 is the preceding operational fix. #13291 addresses legacy sandbox conversation recovery, a different execution path. #13666 includes broader run-capacity work; this change guards cleanup of an existing native task executor. ## What Changed - Add remote runner recovery without interpreting sandbox PIDs on the controller. - Verify the original provider lease, remote workspace, durable state, process marker, and authenticated PRP authority before adoption. - Compare the process marker with live Linux boot identity and start ticks to reject PID reuse. Read virtual proc files through the guaranteed Node runtime; unavailable proof blocks adoption without blocking a fresh launch. - Make the E2E supervisor own the actual server process so forced restart cannot leave a late database closer behind. - Scope the chat delivery lease test to its own fixture instead of draining other tests’ pending deliveries. - Preserve provider-attempt counts and recorded evidence during reattachment. - Serialize an idle-session checkpoint with admission of the next native turn. - Wait for an in-progress startup to acknowledge restart detachment. Fail after a bounded deadline if it cannot. - Keep a queued comment waiting until the previous native task executor releases its resources. Allow unrelated tasks to continue. - Update the Daytona image's resolved lock digest to match current dependency manifests. - Add classifier, ownership, process, startup, checkpoint, and queued-admission regression tests. Document recovery behavior. ## Verification - 415 focused tests passed across native execution, restart recovery, workspace synchronization, queued admission, and real-process restart tests. The final Node-based fingerprint change passed all 375 native-session tests. - Runner harness unit tests: 394 passed. Chat integration shard 2: 335 passed after fixture isolation. - The exact fingerprint command succeeded twice in a disposable Daytona sandbox and returned the same identity; the sandbox was deleted. - 11 real-process restart integration tests passed, including absent and colliding remote PIDs. - Repository typecheck and final build passed. Broad local checks found machine-dependent database startup and timing failures; focused retries passed. The final-revision PR pipeline is green. One unrelated browser shard hit a five-second blank-page timeout on the first run and passed its targeted retry. - Final-revision local headed browser E2E: `everyday-workflows.runner-acpx-claude.daytona.recover-controller` passed on attempt 1 in 4.7 minutes, **40/40 checks**. Manual browser inspection confirmed Done, all three ZIPs, and delivery of the queued follow-up. All three runs succeeded using the same provider session. The harness downloaded and independently tested the final artifact. - Final-revision Daytona campaign: https://github.com/paperclipai/paperclip/actions/runs/35463999611 — **Codex passed first attempt (4.8 minutes); ACPX Claude passed first attempt (6.1 minutes)**. Campaign aggregation/publication is finishing; both test jobs succeeded. - Greptile reviewed `beb08d8493b3286f5bb988dead369ff8c96a395d`: **5/5**, no open findings. - Staging browser verification is pending selection of a disposable staging instance and removal of a Chrome extension UI block. ## Risks - Recovery now depends on the original sandbox remaining available. A replacement or mismatched identity still blocks adoption. - Shutdown waits up to 30 seconds for a native startup to reach a safe detach point. An unfinished startup returns a clear failure instead of a false detach receipt. - Queued native work on the same task waits for cleanup. Unrelated tasks remain eligible. - The image digest update rebuilds the Daytona runtime image. No database migration or public API change is included. ## Model Used OpenAI Codex, GPT-6, with repository inspection, code execution, and browser tools. The runtime does not expose the exact deployed model ID or context-window size. ## 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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8f1905d34d |
fix: provision all project repositories for local and sandbox tasks (#13442)
## Thinking Path > - Paperclip is the open source app people use to manage AI agents for work. > - Projects can now attach several source repositories. > - Task preparation still treated these sources as alternative workspaces. > - Sandbox sync preserved Git history only for the selected repository. > - A task needs every attached repository to complete work across the project. > - This pull request prepares all distinct project repositories and preserves their separate Git histories through sandbox restore. ## Linked Issues or Issue Description **What happened?** A user reported that a project with two repositories received only the first repository in Daytona. Repository-only project rows also reached the agent with null local paths. Managed checkouts with matching repository names could resolve to the same directory. **Expected behavior** Local and sandbox tasks receive every distinct repository attached to their project. Repository-only sources work without preconfigured local folders. Each repository keeps its own Git history and working files. **Steps to reproduce** 1. Create a project with two repository sources and no local folder paths. 2. Assign a task to the project and run it in Daytona. 3. Inspect the task workspace and the repository paths exposed to the agent. 4. Observe that the original implementation supplies only the selected checkout. Related change: #13010 added multiple repository selection. The open repository-catalog proposals #11234 and #11228 cover a different data model. This fix uses the existing project workspaces. ## What Changed - Materialize each additional distinct repository as an editable checkout inside the task root. Seed configured local sources with their current working files and retain task edits across runs. - Pass materialized repository paths to local agents and native sandbox task prompts. Apply existing run-scoped Git credentials to each remote clone. - Preserve each repository's Git history, dirty files, and restore baseline during sandbox staging and durable recovery. Apply each repository's ignore rules and the operator's workspace exclusions. - Keep same-name managed repositories in separate directories. Report additional clone failures before the task starts. - Add task-level, checkout, sandbox round-trip, environment-hint, and recovery-descriptor regression coverage. Document checkout and restore behavior. ## Verification - Red: the original implementation fails the sandbox test because the second repository has no Git directory. It also fails the same-name checkout test and both real-database task tests because repository hints have no local path. - Green: focused tests pass for one and two repository-only sources, local source edits, clone failures, per-repository credentials, separate Git histories, ignored files, and recovery from remote or durable seed state. - Live Daytona smoke passed with two disposable repositories through the production provider sync functions. Both repositories arrived with Git history. Commits from both restored locally. Ignored files stayed excluded. The disposable sandbox was deleted. - Passed on final commit `93ab76763`: `pnpm -r typecheck` and `pnpm build`. - Final focused coverage: 254 assertions across the six changed test areas passed across the serial run and an isolated rerun of the existing process-kill timing test. The live Daytona smoke also passed. - The local `pnpm test:run` overlapped source edits and retained stale transformed code. Its first phase reported 12,240 passed assertions, nine failed assertions, three hook failures, and one worker error; later phases did not run locally. This run is not claimed as green. Fresh focused tests verify the changes, and every general/workspace and serialized-server CI shard passes on the final commit. - Final CI is green on `93ab76763`: all test shards, all three browser shards, typecheck, build, runner verification, canary dry run, and security checks. The initial unrelated chat-delivery browser timing failure passed in the final CI run. Optional Storybook visual checks were skipped. - Greptile is 5/5 on the final commit with no unresolved review threads. Its checkout-race finding was reproduced with a failing test, fixed, and rechecked. ## Risks - Additional repositories need disk space and clone time. Access failure for an attached repository stops preparation. - Additional checkouts live under `.paperclip-repositories/` and keep independent histories. Changes stay in those task copies; they do not overwrite configured source folders. - Detached or reconfigured repository copies are retained under `.paperclip-runtime/detached-repositories/`. Sandbox recovery retains per-repository merge baselines. - No database migration, UI contract change, or new credential delegation is required. Referenced projects retain their separate read-only behavior. ## Model Used OpenAI Codex, based on GPT-6, with repository inspection, code execution, and tool use. The runtime does not expose a more specific model deployment ID or context-window size. ## 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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0c1e7504c0 |
fix(runner): persist warm Daytona workspaces across turns (#12904)
## Thinking Path > - Daytona preserves a stopped sandbox filesystem, but deleting or replacing a sandbox removes its only remote copy. > - Warm reuse therefore improves latency but cannot be Paperclip's durability boundary. > - The host execution workspace must remain authoritative after every successful turn, while same-run recovery must avoid overwriting unexported remote work. > - Result proposal, workspace export/merge, and terminal completion need a durable, replayable ordering so a crash never starts a duplicate provider turn. > - A paid browser acceptance suite must exercise both legacy Codex and Runner Codex for three real turns on one continuously warm Daytona sandbox. ## Linked Issues or Issue Description Refs #12901. Runner Codex did not previously export successful Daytona workspace changes back to the authoritative host workspace. That made warm reuse depend on Daytona's remote filesystem and left deleted/replacement sandboxes without a reliable reconstruction path. The existing paid fixture also lacked a focused three-turn continuity case for both Codex adapters. ## What Changed - Persist versioned, atomic native workspace-sync descriptors and durable seeds in `PAPERCLIP_HOME`, without credentials or a database migration. - Classify fresh, warm, replacement, and same-run-recovery workspace preparation explicitly; ambiguous lease/root/digest evidence fails closed. - Finalize native workspace export/merge after semantic result proposal and before run completion, with idempotent replay that never submits a second provider turn. - Surface legacy Codex workspace restoration failures instead of masking them, while preserving an earlier provider error when both fail. - Keep healthy reusable Daytona leases warm for legacy and native adapters, stamp finalized workspace generations, and retain existing cleanup behavior for per-turn or unhealthy leases. - Preserve Runner Codex's provider process/session across warm turns, including bounded post-terminal tail draining and exact authority rotation. - Add the exact paid `daytona-warm-continuity` matrix: - `legacy-codex × daytona × warm-three-turn` - `runner-codex × daytona × warm-three-turn` - Drive all three turns through the browser, verify ordered file continuity and stable lease/workspace/runtime identities, capture per-turn timings, and delete the sandbox immediately after assertions. - Document `pnpm test:e2e:runner -- --suite daytona-warm-continuity`; no package script was added. ## Verification - `pnpm typecheck` — passed, including migration safety (no migration added) - Focused server/runner Vitest coverage — 144 passed - `pnpm test:e2e:runner:unit` — 114 passed - `pnpm test:e2e:runner:typecheck` — passed - `pnpm --filter @paperclipai/paperclip-runner test:codex` — 66 passed, 1 helper ignored - `native-session-executor.test.ts` — 139 passed, including safe fail-closed cleanup after remote runner identity capture failure - Paid local browser acceptance, exact post-rebase Linux/amd64 runner binary: - Runner Codex — passed in 1.7m; 3 runs; lease outcomes `created, resumed, resumed`; 10/10 matchers; cleanup passed - Legacy Codex — passed in 2.7m; 3 runs; lease outcomes `created, resumed, resumed`; 10/10 matchers; cleanup passed - [Protected paid GitHub Actions campaign](https://github.com/paperclipai/paperclip/actions/runs/34026735033) against `7da42a91b95fa7fb2df126668ef7e37afb3b2b9d` — passed 2/2: - Runner Codex — 3 runs; lease outcomes `created, resumed, resumed`; evidence and cleanup passed - Legacy Codex — 3 runs; lease outcomes `created, resumed, resumed`; evidence and cleanup passed - Merge/enforcement, S3 history, and Pages publication jobs passed - Paid result artifacts were scanned for both provider credentials; neither secret was present. - Current PR checks — 31 passed, 1 expected Storybook skip; Greptile 5/5; Superagent security scan passed - `git diff --check origin/master...HEAD` — passed - Confirmed no `package.json`, lockfile, migration, or SQL changes. ## Risks - Workspace synchronization now sits on the terminal-success path, so a remote export failure deliberately prevents false success. Retryable state retains its lease/seed; loss of the only unexported remote copy fails closed. - Warm provider reuse has strict identity and quiescence checks. Mismatched or ambiguous evidence blocks reuse rather than risking concurrent provider work. - The paid suite incurs Daytona and Codex cost only in the existing protected scheduled/manual workflow and explicitly destroys its sandbox after each cell. ## Model Used OpenAI Codex with GPT-5 agentic reasoning, repository inspection, real browser E2E execution, Rust/TypeScript test execution, and GitHub Actions diagnostics. ## 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 linked an existing issue or described the issue in-PR - [x] I have not referenced internal/instance-local Paperclip issues or links - [x] My branch name contains no internal ticket id - [x] I have run tests locally and they pass - [x] I have added or updated tests where applicable - [x] I have documented the dedicated suite invocation without adding a package script - [x] I have considered and documented risks above - [x] All Paperclip CI gates are green on the current revision - [x] Greptile is 5/5 with no open P2s, recommendations, or follow-ups on the current revision - [x] I will address all reviewer comments before requesting merge |
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1dceee9a4e |
fix(runner): persist warm Daytona workspaces (#12901)
## Thinking Path > - Paperclip manages AI agent work and the execution state for each task. > - Remote agents run in sandbox environments such as Daytona. > - Daytona keeps files while a sandbox is stopped, but deletion removes those files. > - Runner Codex did not copy successful remote workspace changes back to the host workspace. > - A warm sandbox could therefore hide data loss until Daytona replaced or deleted the sandbox. > - This pull request makes the host workspace durable after every successful turn and keeps verified reusable sandboxes warm. > - The benefit is reliable multi-turn work across warm reuse, restart, stop, and sandbox replacement. ## Linked Issues or Issue Description **What happened?** A successful native Codex turn in Daytona could leave workspace changes only in the remote sandbox. A later warm turn appeared to work because it reused that filesystem. A replacement sandbox could start from stale host data and lose the successful changes. **Expected behavior** Paperclip must merge each successful remote turn into the authoritative host workspace before it completes the run. A verified warm lease may reuse its remote files. A replacement lease must reconstruct the exact durable workspace seed. **Steps to reproduce** 1. Run Codex in a reusable Daytona environment. 2. Write a file during one successful turn. 3. Replace the Daytona sandbox before the next turn. 4. Observe that the next turn can start without the prior file on the unpatched code. Related remote workspace foundation: #10070. ## What Changed - Added explicit `host_current`, `durable_seed`, and `adopt_remote` workspace preparation modes. - Added atomic, versioned native workspace descriptors and seed archives under `PAPERCLIP_HOME`. - Added real native sandbox export and three-way host merge before terminal result completion. - Added workspace-only recovery after a proposed result. Recovery does not submit another provider turn or consume the provider retry budget. - Added fail-closed handling when a sandbox with unexported changes is gone. - Kept healthy reusable Daytona sandboxes started for legacy Codex and Runner Codex. - Kept the Runner Codex process and provider session across verified warm turns. - Added the paid `daytona-warm-continuity` browser suite. It contains exactly the legacy Codex and Runner Codex cells. Each cell performs three measured turns. - Documented `pnpm test:e2e:runner -- --suite daytona-warm-continuity`. No package script was added. - Added no database migration. The metadata format is backward compatible and idempotent. ## Verification - `pnpm typecheck` - `pnpm test:e2e:runner:unit` — 114 passed - Native workspace, finalizer, session, and environment tests — 232 passed - Daytona provider tests — 150 passed - Workspace staging and merge tests — 98 passed - Runner transport tests — 63 passed - Legacy Codex restore tests — 5 passed - Rust format and compile checks pass through root typecheck - The paid Daytona suite was not run locally because the required Daytona, OpenAI, and immutable image credentials are not present. ## Risks - The main risk is an incorrect workspace identity or merge after a crash. Durable descriptors bind the run, workspace, lease, provider lease, local root, remote root, and baseline digest. Ambiguous evidence fails closed. - The host merge may conflict with concurrent host edits. The existing three-way merge and exclusion rules handle this case and surface failures. - A deleted sandbox cannot recover unexported bytes. Paperclip now blocks with `workspace_sync_out_unrecoverable` instead of reporting success or rerunning the provider. - There is no database migration. Descriptor writes and recovery are atomic and idempotent. ## Model Used OpenAI Codex with GPT-5. The run used agentic reasoning, repository inspection, code execution, test execution, Git, and GitHub CLI tools. ## 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 |