## Thinking Path > - Paperclip is the open source app people use to manage AI agents for work. > - An agent needs personal files across tasks and sessions. > - AGENTS.md is one file in that directory. Supporting files need the same persistence. > - The Instructions Editor and agent runs must share one current directory. > - Concurrent runs should apply only the files they change. The last sync of the same file wins. > - This pull request uses existing file transport and removes temporary copies after sync. > - Old instruction-only sessions keep their restore contract. New saves do not create revision history. ## Linked Issues or Issue Description Refs #14325. This replaces its revision-oriented design with persistent agent files. Keep #14325 unmerged. Transport prerequisite #14416 merged first at `d172197117a14b80a1eb2d2835a0e7cce2679656`. This PR now targets master and remains below 100 changed files. Related work: #4513 and #8798 cover instruction tooling. This change handles run synchronization, cross-task personal files, browser editing, and old-session restoration. ## What Changed - Keep one current directory per company and agent. Point AGENT_HOME at a temporary working copy for each active run. Keep task files and provider HOME separate. - Restore text, binary files, and nested folders through workspace transport. Exclude remote agent files from task Git snapshots with a self-ignoring file inside the reserved runtime directory; never write through repository-controlled Git metadata. - Collect after the provider and child processes have stopped. Keep resumable conversation state. - Apply changed and deleted files under the agent lock. The last sync wins for the same file. Unrelated concurrent changes survive. - Remove temporary copies after successful sync, rejected sync, and staging failure. Register ownership before copying so restart recovery can remove interrupted preparation. Retry transient synchronization up to three times. Preserve the original remote lease reference until deletion succeeds; restart cleanup never acquires a replacement sandbox. Do not create captured directories or a conflict-review queue for new runs. - Keep browser editing, stale-draft protection, and streaming binary downloads. Keep the instruction entry and text editor limited to 1 MiB. - Keep historical agent-folder sync failures on their affected runs instead of repeating them above current saved instructions. Preserve legacy candidate review and current browser-save errors. Avoid duplicate quota warnings while retaining separate sync failures when they describe a different problem. - Require target-scoped caller grants for peer instruction access, while preserving self edits, responsible-user checks, and protected-change consent. - Treat full storage as a nonblocking run warning, never an agent pause or run-admission failure. Restore already-over-quota saved folders so ordinary agent cleanup can recover; warn on each run until cleanup. The run detail view shows the warning. - Allow 256 MiB per file, 2 GiB per directory, and 100,000 entries. Hash large files as streams. Check editor-save quotas with metadata instead of hashing unrelated files. - Preserve old native inputs, instruction-only copies, paths, digests, and pending legacy candidates. Adopt old revision heads once. New writes do not append history rows. - Add idempotent migration 0287 and verify upgrades from the preview tables and receipts. - Add nine interactive stories under **Agents / Persistent files**, including automatic incoming edits, stale browser drafts, and storage-limit diagnostics. ## Verification - Merge candidate: `4f5390107ec6ffd80a76d1d2e85530e66f21d079`, after merging current master and the landed transport prerequisite. Integration required no manual conflict resolution; the feature remains 99 changed files. Full workspace typecheck, production build, token gates, and 715 focused tests passed on this merge candidate. Fresh Greptile review is 5/5 with no unresolved findings. All 55 checks passed, with four conditional skips, including the build, typecheck, browser E2E, and canary dry run. A single retry recovered four jobs interrupted by runner shutdowns; no source changes were required. - Historical-warning UI fix: all 6,834 UI tests across 640 files passed, including regression coverage for three old failures, legacy preserved edits, and warnings scoped to the affected run. Full workspace typecheck, production build, Storybook build, and token gates passed. Browser-verified Storybook playtests passed for Historical Failures After Successful Save, Storage Limit, and Full Storage Run Warning. - Review follow-ups at `4e20c9fb2`: all 18 focused tests passed, including external Git directories, linked worktrees, symlinks, hardlinks, and distinct I/O failures alongside storage warnings. Server and UI typechecks, token gates, and the production build passed. - Storage warning regressions at `0724f3012`: all 33 directory tests and all five heartbeat-list tests passed, with no skips in their successful runs. They cover repeated runs while full, an already-over-quota saved folder, cleanup, warnings retained after unrelated save failures, and bounded warnings in large result JSON. Server typecheck passed after the final warning fixes. - Full workspace typecheck, production build, and token gates passed during this follow-up. Product E2E harness: 631 tests passed across 52 files; harness typecheck passed. Earlier native session/context and directory/legacy collection suites passed 537 tests; Runner unit/transport suites passed 329 tests. - **Real E2E at `0724f3012` (before this follow-up):** legacy local Codex and native Daytona Codex each passed six tasks, one server restart, seven independent assertions, and cleanup verification. Both prove browser-to-agent edits, agent-to-browser edits, nested/binary restoration, per-file last-sync-wins, a successful run after an oversized save rejection, and cleanup clearing the warning. - Native local Codex also passed the six-task quota flow before the final warning-retention fixes. That pass began at `918d1ed02` while the bounded-result warning fix was being edited, so it is not claimed as exact-final-head evidence. Its final-head rerun failed during embedded PostgreSQL bootstrap before any provider run: the macOS host had 87,365 of 87,381 SysV semaphores occupied. No unrelated services or kernel limits were changed. - The final-source report intentionally records **2/3 cells passed**, preserving the blocked native-local attempt: `tests/runner-e2e/results/agent-files-quota-final-20260928-report/`. Earlier failed attempts and provenance notes remain under `tests/runner-e2e/results/agent-files-quota-final-20260928-input/` and the original campaign directories. - Daytona used immutable image `ghcr.io/paperclipai/paperclip-daytona-runner@sha256:5643f0d801417cae3581833a1a3bc6715b325e028602738d2652c44cac5dc6bf` and its exact Linux runner binary. Controller source is `0724f3012`; image source is recorded separately. - Legacy-session compatibility and all three ACP Stop/resume browser regressions passed on the prior validated feature head `169fab46d5af21caa2269b4c1b29b69c933a6951`. They assert the same provider session is retained and interrupted writes are not replayed. Migration upgrade tests also passed earlier. - Nine interactive stories are under **Agents / Persistent files**, including **Full Storage Run Warning**. Its playtest and visual browser inspection passed; the warning states that runs continue and the editor remains available. - Prior-head checks on `4e20c9fb2`: 55 passed, two conditional jobs skipped, no failures or pending checks. All eight browser E2E shards and their aggregate passed. Fresh Greptile review is 5/5 with no findings; all review threads are resolved, the security scan passed, and GitHub reports no merge conflicts. - The broad local follow-up test run was interrupted after host semaphore exhaustion affected isolated PostgreSQL instances. It also encountered the existing macOS long-path fixture failure and two timeout failures. This is not a claim that the full local suite passed. Logs are retained; focused storage/warning tests passed. ## Risks - A later sync can overwrite an earlier edit to the same file, including a saved browser edit. There is no text merge or retained version. This is the intended last-sync-wins policy. - A save that exceeds a storage limit is rejected and its temporary copy is discarded. The run itself continues normally, and later runs restore the last saved files with a warning until cleanup. Transient sync failures get bounded retries. An I/O failure partway through a sync can leave some files updated; a failed receipt does not claim whole-folder success. - Larger folders increase copy time, network traffic, and temporary disk usage. Active runs still need working copies. Terminal runs do not accumulate archives. Operators must provision disk for agents and configured concurrency; these limits are not company-wide quotas. - A restored old native session remains instruction-only until a fresh session starts. Its original conflict fence and existing pending candidates remain compatible. - Provider processes close at the collection boundary. Conversation resume remains available, but warm process reuse is lost. - Backups must include the instance filesystem and database. External bundles keep their existing behavior until explicitly moved to managed storage. ## Model Used OpenAI Codex, GPT-6 family. The session does not expose a more specific model ID or context-window size. Reasoning, code execution, and browser tools assisted this change. Real provider E2E uses `gpt-5.6-sol`. ## 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: Fry (Paperclip) <noreply@paperclip.ing>
15 KiB
Paperclip evaluation guide
Paperclip has two live eval families with different questions, owners, and evidence. Choose the family before selecting a model, profile, or case.
- Runner Evals: real Runner/provider behavior against a seeded mock control
plane. Definitions live in
paperclip-evals/evals/paperclip-runner; see the direct live protocol evals. - Product E2E Evals: real browser, Paperclip server, database, Runner,
provider, and (where selected) Daytona, using an isolated instance and
grading oracle. See
tests/runner-e2eand Everyday Workflows.
Runner Evals answer whether a real runner/provider can perform a bounded protocol operation against the expected control-plane contract. Product E2E Evals answer whether a person can complete a product workflow through the real Paperclip surfaces and whether the resulting artifact and state are usable. The names describe the system under test; “headless” is an execution option, not an eval category.
The explicit Product E2E completion-updates suite compares onboarding and
idle Agent Chat handoffs on native Claude/Codex. It separates mechanical
completion delivery/result access from semantic review of the retained answer;
see the probe contract.
Selecting a family
Use Runner Evals for a runner protocol, adapter, transport, native session,
tool grant, or one-turn provider qualification question. The workflow checks
out an exact paperclip-evals revision, builds the Runner and viewer, runs a
live roster, and renders the canonical Evalbook report. The control plane is a
seeded test authority, so a passing result does not prove browser UX, production
server behavior, database persistence, Daytona behavior, or a real third-party
mutation.
Use Product E2E Evals for browser interaction, issue/task lifecycle, approval and clarification UI, project/repository selection, persistence over a controller restart, artifact delivery, billing/evidence behavior, or runner continuity in local or Daytona environments. The harness creates a fresh Paperclip instance per cell and uses public APIs and the production browser surface. The suite's Everyday Workflows are Product E2E even when their results are imported into Evalbook.
Do not combine a partial Runner campaign and a partial Product E2E campaign into one score. A campaign is comparable when its definition/grader, model/profile, environment, and contract match. The evaluated Paperclip revision may intentionally differ for a before/after fix comparison; record it as a comparison axis.
Ownership and codepaths
Runner Evals are owned by the Runner/evals maintainers. Definitions, rosters,
case prompts, and the report program live in the sibling private repository
paperclipai/paperclip-evals; Runner integration, viewer, aggregation, and
publication code live under packages/paperclip-runner and the
runner-protocol-live-evals.yml workflow. The public-facing report uses the
same Evalbook renderer and Runner Lab viewer as the trusted report after
sanitization.
Product E2E Evals are owned by the runner E2E maintainers. The catalog and
harness are under tests/runner-e2e; the package scripts are test:e2e:runner,
test:e2e:runner:unit, test:e2e:runner:typecheck, and
test:e2e:runner:report. README.md, FIXTURES.md, SECURITY.md, and
EVERYDAY-WORKFLOWS.md are the detailed sources of truth. The harness starts
the server and embedded database, creates the company/agent/task through the
real APIs, drives Chromium, and invokes the selected local or Daytona runner.
The explicit-only agent-chat-hardening Product E2E suite covers native chat
recovery, hiring, status evidence, and review handoff on local and selected warm
Daytona paths. Its fixture contract distinguishes
startup cancellation from active response cancellation and HTTP send replay
from ambiguous provider action recovery. Select it explicitly; --all excludes it.
The explicit-only context-integrity Product E2E suite covers ordered public
comment continuation and explicit invocation of an assigned pinned skill across
the seven selected legacy/native local profiles. Select it by suite or exact
execution ID because --all excludes explicit-only suites. Each cell applies a
1,000-cent company and agent budget hard stop before task creation and records
both limits in its evidence.
The explicit-only agent-chat-stories suite covers the experimental settings
lifecycle for a configured native agent and follow-ups during active work. Its
fixture-driven file wait and persisted-plan oracle are documented in the
Product E2E guide. It does not qualify the native
onboarding wizard or change the native API-tool rollout defaults.
The explicit-only grok-qualification and grok-subscription-qualification
Product suites exercise Grok Build with API and company subscription
authentication respectively. Keep their results separate; the subscription
fixture seeds an explicitly supplied login and does not qualify interactive
login. See the Grok fixture contract.
Validation ladder
Start with credential-free checks and a catalog listing. For Product E2E:
pnpm test:e2e:runner:typecheck
pnpm test:e2e:runner:unit
pnpm test:e2e:runner -- --list
For one explicitly selected local cell, configure only the credentials named
by that cell in .env.runner-e2e.local, then run a narrow ID:
pnpm test:e2e:runner -- --id core-compatibility.runner-codex.local.message-marker
Use the selectors documented in the runner E2E README
for a suite, profile, case, group, or environment. Daytona needs the immutable
image digest and DAYTONA_API_KEY; follow the README and fixture security guide.
--all excludes manual suites such as everyday-workflows. Select that suite
explicitly; use a narrow selector while developing a fixture.
For Runner Evals, the narrowest useful local validation is the report program's
help/validation path and the deterministic Runner checks documented in
runner-workflow-evals.md.
Hosted direct live runs must use the default-branch workflow, an exact 40
character evals_sha, an explicitly selected roster (or the maintained
enabled all campaign), and the protected paid environment. The complete
hosted command is intentionally kept in the workflow and
direct live protocol guide.
Live provider runs can spend money; use the existing workflow authorization and
the user's stated scope when selecting them.
Failure taxonomy
Record the primary failure class and preserve the evidence that supports it.
- Product failure: evidence shows Paperclip or Runner behavior violates the authored case or a hard invariant, such as wrong task state, missing approval gate, lost persistence, bad artifact, or incorrect protocol operation.
- Model/provider behavior failure: the provider turn completed with usable evidence but the model gave the wrong answer, ignored an interaction, failed to complete the authored operation, or violated a semantic assertion. It is scored as behavior, not silently retried as infrastructure.
- Grading/evidence failure: the case or matcher cannot establish its claim, a required recording/screenshot/result is malformed, or the report contract is invalid. Fix the harness or grader before interpreting the score.
- Infrastructure failure: the evidence points to provider/profile unavailability, transport admission failure, service startup failure, a missing credential/image, or inability to produce usable evidence. Startup, transport, and timeout symptoms can instead be product defects when evidence implicates Paperclip or Runner; classify from the observed failure and supported cause, rather than the symptom name alone. Preserve the artifact.
Missing usage or price data means unknown, not free. Keep provider-reported costs separate from estimates, and include retry costs when available. Latency, cleanup, billing coverage, and unpriced usage are dimensions of the result and should remain visible alongside the primary class. A timeout after successful product state reads can be a product behavior failure; a failed server-health read may be infrastructure, but inspect its cause. Use the family-specific classifier and read the attempt evidence before changing an analytical label.
Evidence, provenance, and history
Retained result snapshots and dated measurement reports belong in
paperclip-evals; application tests, Product E2E fixtures/graders, and executable
scenario inventories remain in this repository. Keep a compact results index
with immutable archive links and public report links, as in the
lifecycle baseline.
The private archive is not a dependency of app test execution. Keep large logs,
traces, and videos in the existing campaign artifact storage.
An Evalbook report is a presentation of immutable attempt records, not the
source of truth. Keep the campaign ID, Paperclip commit, paperclip-evals
commit, catalog/roster or definition fingerprint, model/profile, environment,
grader version, selected cells, retries, and provider/runtime usage with the
report. Public projections follow each family's reviewed allowlist and may
include sanitized fixture conversation, named tool outcomes, screenshots, and
structured evidence intended for public history. Credentials, secrets, private
data, raw unredacted records, and hidden reasoning stay out of public
projections.
Distinguish a complete campaign from a partial campaign. A narrow selector, manual diagnostic, missing cell, or infrastructure retry can be useful evidence without being a qualification run. History should retain both, with explicit coverage and completeness, while trend and latest-green views compare only compatible complete campaigns. Refreshing an existing report from retained evidence has zero provider calls and is a new presentation of the old measurement, not a new model run.
Existing public histories are available at Runner protocol history and Runner Product E2E history. The consolidated eval hub is at pages.paperclip.ing/evals.
For a repeatable workflow, use the matching skill: paperclip-evals, add-runner-eval, or add-product-e2e-eval.
Install the authoring skills
The reviewable sources live in this repository's .agents/skills. For a
multi-repository workspace, install the three skills at
~/paperclipai/.agents/skills (not ~/paperclipai/skills). From the Paperclip
checkout, run:
for skill in paperclip-evals add-runner-eval add-product-e2e-eval; do
install -d "$HOME/paperclipai/.agents/skills/$skill"
install -m 644 ".agents/skills/$skill/SKILL.md" \
"$HOME/paperclipai/.agents/skills/$skill/SKILL.md"
done
This replaces only the three named skill entrypoints. Run it again after updating their tracked sources. Each skill locates the repository independently of its installation directory.
Maintain the public hub
The hub is a static directory with two links to the existing history systems. It displays a dated snapshot, not a live scoreboard. It does not run models, create another result archive, or change the existing campaign URLs.
Build from the public history feeds and check its summary logic:
python3 -m unittest discover -s scripts/evals-hub -p 'test_*.py'
python3 scripts/evals-hub/build.py --output .paperclip/evals-hub
The hub checks need Python 3 and do not call model providers.
For offline checks, pass --history-dir <directory> containing
runner-protocol-evals-history.json and runner-e2e-history.json.
For a pre-merge preview, pass --docs-ref <branch-or-sha> to link the guide
at that revision. The default guide link uses master.
Publish with the Paperclip page helper
and the configured page-uploader credentials. Use Bash 4 or newer; macOS's
system Bash 3 cannot run this helper. On macOS with Homebrew Bash installed,
put $(brew --prefix bash)/bin first in PATH before these commands:
export PAPERCLIP_PAGE_BUCKET=pages.paperclip.ing
export PAPERCLIP_PAGE_BASE_URL=https://pages.paperclip.ing
export AWS_REGION=us-east-1
bash .agents/skills/paperclip-page/scripts/publish.sh .paperclip/evals-hub --slug evals --dry-run
bash .agents/skills/paperclip-page/scripts/publish.sh .paperclip/evals-hub --slug evals
For later refreshes, rebuild in the same output directory and publish with
--update. Keep its ignored .paperclip-page/state.json ownership record;
without that record, the helper will refuse to overwrite an existing prefix.
Verify the public page and its links after publication. This manual refresh
does not add a scheduled workflow. Preserve the measurement date when choosing
a newer rendering of the same campaign.
Remaining native chat boundaries are in the explicit-only
agent-chat-qualification suite: active task reassignment, user Retry after
verified worker process loss, and multi-turn answers grounded in actual task
records. See the workflow and qualification limits.
The 26 native first-task cells exercise onboarding before native selection
becomes the UI default. Live results and semantic answer reviews must accompany
any qualification claim; catalog presence alone is not a pass.
Lifecycle behavior baseline
The credential-free lifecycle baseline
joins unit, scripted-runner, and database integration assertions to a scenario
inventory before changing narrative-based lifecycle policy. Run
pnpm test:lifecycle-baseline to retain current passes and failures. Its Product
E2E matcher calibration is separate from live execution; unrun live coverage
remains explicitly unmeasured.
The separate live lifecycle baseline
defines 46 real-provider Product E2E cells, including paired narrative probes and
named existing controls on legacy and native Codex. Discover it with
pnpm test:e2e:runner -- --list --suite lifecycle-baseline. Historical execution
results and follow-up coverage are recorded in that suite's guide.
Continuation accounting has an explicit-only eight-cell Product E2E baseline suite, complementing the deterministic lifecycle inventory.
The explicit Product E2E instruction-persistence suite verifies private file
edits, nested and binary agent files, stopped-provider directory saves, server restart, and a fresh task's
downloaded proof on local native/legacy Codex and native Daytona. See the
Product E2E runbook.
The explicit-only Product E2E api-response-reading suite verifies retrieval of
large saved API responses on local and Daytona native Codex runs. See the
Runner E2E guide.