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DottaandPaperclip 72ff3a9f27 Measure native tool context and expand bounded workflow evals (#15218)
## Thinking Path

> - Paperclip manages persistent agents and their assigned work.
> - Agents receive both fixed instructions and tool definitions.
> - Moving a procedure into a tool description still adds model context.
> - We need to measure the complete delivered catalog and test real
outcomes.
> - The tested reductions saved little space and introduced failing
outcomes.
> - This PR keeps measurement, bounded eval coverage and the original
evidence.
> - Production prompts, tools and runtime behavior stay unchanged.

## Linked Issues or Issue Description

Refs: #15151, #14961, #14948, #14985.

This adds the measurement and eval coverage needed to assess further
native
instruction changes. The attempted hiring and dependency reduction
failed
qualification and is excluded from the final diff.

## What Changed

- Measure the actual standard-mode tool authority, including all 39
tools and their input schemas. Capture scripted native start, resume and
continuation payloads and the OpenCode MCP declaration list.
- Add OpenCode to the two explicit-only local hiring/reuse and
delegation/feedback stories. Preserve the original task requests and
independent oracles.
- Apply one attempt per selected story and explicit company and
lead-agent budget stops.
- Select managed hiring credentials from the requested profile,
including OpenRouter.
- Run the existing Node test files under Node instead of collecting them
as Vitest suites.
- Retain sanitized comparison reports, original failed grades, source
hashes and evidence gaps.

## Verification

Final source: `2e7cef78eef7cdfe02265e0dcb03e855b8e50bd8`. Local
verification passes:

- Full repository `pnpm -r typecheck` and `pnpm build`.
- Eval-support unit tests: 1,252 Vitest checks and 128 Node checks.
- Eval TypeScript check and six final-source measurement tests. All 36
normalized
components across nine scripted deliveries and the OpenCode MCP catalog
match
the baseline exactly; the complete standing projection is 49,200 bytes.

Fresh review of this exact head is [5/5 with no remaining
findings](https://github.com/paperclipai/paperclip/pull/15218#issuecomment-5996723170);
all three review threads are resolved.
[Final-head
CI](https://github.com/paperclipai/paperclip/actions/runs/37354539126)
passes all 47 jobs, including repository typecheck, build, tests, runner
checks,
browser shards and the canary check. One initial annotation-test timeout
is
retained in attempt 1; its seven-test suite passed locally, and the
affected
CI lane passed on one targeted retry. No source or paid eval rerun was
needed.

Both ready-transition security scans passed with zero annotations. The
PR is
out of draft and conflict-free. GitHub still requires code-owner
approval for
the `package.json` test-script change; its requested reviewers are
already set.

A byte-for-byte comparison against master context
`a65ca0950834a85bb93bcc4b4042ecacdebfef53` confirms no production
changes under
`packages/` or production `server/` paths. The only server addition is a
measurement test. No new paid rerun is needed to compare unchanged
production
bytes. This does not claim that existing product defects have been
fixed.

The rejected corrected experiment had baseline **5 PASS / 1 FAIL** and
candidate
**3 PASS / 3 FAIL**, including **two newly failing pairs**. The later
readiness
experiment had candidate **3 PASS / 3 FAIL** and baseline **3 PASS / 2
FAIL / one
setup cell without a behavioral grade**. Its five comparable pairs had
two new
failures, two new passes and one unchanged pass. The missing baseline
Codex
cell never reached its provider step because Docker setup timed out.

The observed missing behaviors include parent continuation, waiting for
the
latest child revision, revised ZIP delivery and OpenCode credential
persistence.
Those failures remain failures. Source review and passing CI do not
regrade them.
The original reduction saved 460 bytes; its first repair saved only 125
bytes,
and the larger unqualified runtime repair increased the full projection.
None
of those production changes is shipped here.

Read the
[report](https://github.com/paperclipai/paperclip/blob/2e7cef78eef7cdfe02265e0dcb03e855b8e50bd8/doc/plans/2026-10-05-native-procedure-guidance.md)
and its linked sanitized receipts for exact
sources, original campaign links, pair-level results and evidence
limitations.

## Risks

- Full-catalog bytes are not model tokens, invoices, private vendor
prompts, lazy-loading behavior or truncation proof.
- The two stories are explicit-only and do not prove general coding
quality or arbitrary resume behavior. Single trials do not establish
causation or performance trends.
- The retained OpenCode candidate credential guard failed. Cleanup
removed the original provider database, so the precise persistence
mechanism remains unknown. The guard is unchanged.
- ACPX provider-execution IDs lack proven host-call mapping. No
extra-work or feedback-consumption claim is inferred by matching names,
order or counts.
- PostgreSQL cannot start locally while the host's shared-memory slots
are exhausted. Hosted CI must supply the full database checks; the full
local database suite is not claimed green.

## Model Used

OpenAI Codex, based on GPT-6, with repository tools and code execution.
The exact deployment model ID and context-window limit are not exposed
in 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>
2026-10-05 20:03:35 -05:00

15 KiB

Everyday Paperclip workflow evals

This manual suite tests useful work through the production browser, public API, native runner, and normal agent instructions. It complements the tightly scripted runner contract fixtures. It does not add a scheduled or default paid run: --all and generic profile selectors exclude it. Select the suite or an exact execution ID explicitly.

Stories and assertions

Story Cases Required evidence
Build a small project and revise it build-revise Download both ZIPs through the UI; independently execute the delivered CLI and import its function; test the revision; retrieve the original bytes again.
Delegate and incorporate late feedback delegate-feedback One child assigned to Riley; send feedback while the child runs; find it in the child history and independently test --max-length in the delivered ZIP. The worker must not execute on the parent.
Hire a teammate and use them again hire-reuse One Morgan QA reporting to the lead, native runner and the same encrypted connection bindings, real child execution, then a second usable delivery from that same agent.
Decide on an installed service action service-approve, service-decline Assign an authenticated local MCP fixture with Ask first; match its tool action and connection ID; no provider call before approval; exactly one after approval and a verified document; none after decline.
Decline a new connection connection-decline Start without service connections; match a Notion connection intent; click Not now; verify the saved rejection, no new connection or repeated request, and an explanation followed by Done.
Request an email address agentmail-setup Enable Chat connectors, ask for an email address, and require a durable AgentMail card for the requesting agent and user. Reload and verify one password field, the direct API-key link, and no access selectors or modal. Decline and verify no connection or repeated request.
Continue work after a controller restart recover-controller Observe saved source, persist a user message, restart the isolated controller, and independently test the delivered result.
Stop work and change direction stop-redirect Click Stop, send one new request, reload, observe exactly one stored user message and the new answer, and reach Done.
Create and edit a company skill create-skill-studio Create one skill through the runner, verify its persisted library entry and activity-feed card, open Skill Studio, save an edit, and verify the edit after returning. Local Codex, local ACPX Claude, and warm Daytona cells are explicit.

For normal completion, all story tasks must reach Done, with no active run, pending completion confirmation, or scheduled recovery. Runs must prove native identity and native terminal contracts. A workspace-contention cancellation is not provider execution only when the persisted pre-dispatch record explicitly says providerWorkStarted: false and no process/session/runner identity exists. Other unexplained cancellations remain failures. Twelve total run records bound each story, including contention and recovery.

Arbitrary runner-process termination is not part of the model scorecard. The historical recover-runner, recover-runner-safe, and recover-runner-uncertain attempts remain available as diagnostics, with their original grades and costs. The first two did not establish a safe restart boundary, and the uncertainty case measures a deterministic safety rule. None supports ranking models. See controlled recovery tests.

Matrix and running

The local matrix has fourteen cases on native Codex gpt-5.6-sol, native ACPX Claude claude-sonnet-5, and native Codex gpt-5.4-mini: 42 cells. The two core profiles also declare build/revise, delegation, controller-restart, and skill-creation cases on Daytona: eight cells. OpenCode adds only local hiring/reuse and delegation, for 52 cells total. Hiring/reuse and delegation have one attempt and a 1,000-cent company and lead-agent hard stop. Remote runner-process killing is not supported. For remote controller restart, a verified first download supplies the persistence checkpoint; the controller is interrupted during a subsequent revision with another queued requirement.

pnpm test:e2e:runner -- --list --suite everyday-workflows
pnpm test:e2e:runner -- --suite everyday-workflows --environment local --max-parallel 2
pnpm test:e2e:runner -- --id everyday-workflows.runner-codex-mini.local.build-revise
pnpm test:e2e:runner -- --suite everyday-workflows --environment daytona --max-parallel 2

Before project stories or the Python calibration tests, start Docker on the harness host and fetch the pinned oracle image. CI prepares and verifies this same pinned image before the paid project-story cells; artifact checks run on the harness host. The workflow verifies the exact repository digest after the pull. This is required for local and Daytona stories.

docker pull python@sha256:9d2e5553305c7c7b0097999bb17187c69b921ccd6bc9d40e4bb5ebe652c00285
python3 tests/runner-e2e/everyday-artifact.py --preflight

The harness checks this prerequisite before it creates the task. It does not pull an image during a model attempt or fall back to host execution.

Use the credential and immutable Daytona image setup in README.md. Provider calls cost money. Each cell owns an isolated instance and project. There are no real third-party mutations in the service fixture; it exercises production connection, transport, tool approval, and document delivery paths.

Deterministic checks and calibration

pnpm test:e2e:runner:typecheck
pnpm test:e2e:runner:unit
python3 -m unittest discover -s tests/runner-e2e -p test_everyday_artifact.py

The independent oracle rejects wrong output, ignored late feedback, trailing separator bugs, invalid argument acceptance, duplicate source modules, archive path traversal, and symlinks. Passing agent-authored tests cannot override it. Lifecycle calibration rejects legacy execution, missing runner identity, unexpected crashes, workers on the parent, and answers left in review.

ZIP evaluation runs delivered Python in a Docker container with a read-only project mount and root filesystem, no network, a non-root user, no Linux capabilities, and bounded CPU, memory, process count, output, and duration. Only the extracted delivery enters the container. The container is removed after grading. Calibration includes attempts to read a host file and reach a host loopback service.

Evalbook evidence and qualification

Each packaged attempt retains snapshots/everyday-workflow.json, downloaded ZIPs, assertions, actual task comments and run records, timing, accounting, source provenance, and screenshots. The story records a digest of its harness sources. Infrastructure failures and failed attempts must remain inspectable.

Import packaged results with paperclip-evals/evals/everyday-workflows/import_results.py. It uses the canonical Runner Evalbook generator and the built Runner Lab viewer. It does not invent provider transcripts, tool counts, model observations, or cost estimates. The selected model is checked against persisted native execution inputs; that is distinct from provider-side model identity verification.

Initial live results are diagnostic. They are not a reliability estimate or a model ranking. Before promotion, freeze both source revisions and harness digest, run at least three independent local repetitions, qualify the eight remote cells against a verified image, and review every failure. Keep model quality, lifecycle correctness, infrastructure availability, and latency separate.

Revised evaluation contract (14 September, second campaign)

That campaign used 32 cells: the original local stories plus two local Codex text-only safe-replacement probes, and the unchanged six remote cells. The old recover-runner results remain historical; recover-runner-uncertain is a new case that expects a visible Blocked safety stop, preserved source and queued input, and no unverified provider replay. Its Retry control is inspected, not claimed to restore work. Successful manual recovery remains unqualified.

recover-runner-safe interrupts a text-only Codex turn and queues new direction. A pass requires the server's durable verified_safe_replacement evidence and the new answer. No safety proof is injected or fabricated. If that premise cannot be verified in a live probe, report it as an unqualified recovery boundary, not an established product defect. Claude has no catalog cell for this Codex-specific replacement proof. Deterministic native-safe-replacement tests cover its proof and admission gates independently of model behavior.

Delegation now submits feedback through the existing child task composer and records the delivered comment ID. The child must consume the message and deliver the revised program. This does not require a lead to relay a parent comment. The separate issue-update-comment-wakeup route tests exercise exact supported mention routing, including access, dependency, identity, and duplicate-wake gates.

The approval case provisions an authenticated local service through the public API, with a random server-held credential that never enters the agent environment or browser trace. Approval/decline interactions still use the browser. Provider captures distinguish rejected unauthenticated requests from accepted calls. The old public-endpoint attempts remain boundary evidence, not an isolation promise.

Stop now waits for the owned runner to exit, records project file hashes, and checks them again after the new response. This proves stability over that interval, not indefinite monitoring. Hiring and declined-access policy changes are deferred by user decision; their old results must not be presented as new campaign runs.

Decline correction (14 September, third campaign)

That campaign used 35 cells (29 local, six remote). service-decline tests rejection of a protected action on an already installed service; its former "connection request" title was misleading. connection-decline separately tests Not now on new Notion setup. Both permit a brief explanation as the complete fallback, so Done is expected after that explanation. Neither test requires completion after refusing work that is still required.

The installed-service decline fixture now uses the same server-held credential as approval. The harness requires one pending interaction, validates its kind and connection/provider identity before clicking, and waits for the exact interaction's saved decision. Wrong interactions fail decision-request-matches-story with a screenshot; they are not evidence of an ignored decline. Both decline stories check a new explanation after the decision and reject repeated requests.

Historical attempts remain unchanged. This campaign resumes the previously deferred decline cases; hiring remains deferred. Notion setup is declined in the UI, so this test neither authenticates to nor reads real Notion data.

Decision screenshots are included in the evidence package. Before capturing the final screen, the harness waits for the thread and latest persisted agent comment to render, then scrolls that comment into view. A Done header alone is not proof that the final response was visible.

Recovery scope correction (14 September)

This correction reduced the catalog to 30 cells: 24 local and six remote. Forced runner crash probes are retired from paid selection. Their original attempt IDs remain in Evalbook's Diagnostics history and Latest pages; they are excluded from the main matrix without changing grades or deleting evidence. Reported spend still includes all attempts.

recover-controller and stop-redirect retain concrete supported journeys: restart the controller while preserving the runner, or use Stop and submit a new direction. Their assertions verify pending input, saved work, and the next usable result. Neither claims recovery from an arbitrary provider-process crash.

A future user-facing crash-recovery case needs a reproducible recoverable fault, an identified supported recovery action, and evidence through the final usable result. A missing test premise must be reported as unexercised, not a model failure. Do not introduce a new paid case just to replace a retired row.

Skill creation (16 September)

create-skill-studio adds five cells: three local profiles and the two core profiles on Daytona. The current catalog has 35 cells: 27 local and eight remote. The test opens the created skill from its task-feed card, checks the canonical skill identity in Studio, saves an edit, and returns to the same skill in the task sidebar. A model's authored document heading is not used as the identity check.

External-provider fallback

Three explicit local cases cover aggregator routing with the normal production agent guidance. They add nine local cells. The AgentMail setup case adds three local cells; the suite now has 50 cells total.

The AgentMail case uses real model discovery and production interaction/UI paths, but declines before sending credentials to AgentMail. Its independent grader is calibrated against missing, duplicate, misaddressed, hidden, and malformed cards. The email integration suite separately proves credential/inbox creation, access defaults, assignment checks, and completion using a fixture provider. Neither test qualifies live AgentMail delivery. Run a bounded local model cell with:

pnpm test:e2e:runner -- --id everyday-workflows.runner-codex-mini.local.agentmail-setup --max-automatic-retries 0
  • provider-native: Jira is supported natively and by aggregators. Require the Jira connection card directly, decline it in the browser, and verify no provider question, connection creation, or repeated request.
  • provider-decline: HubSpot has no built-in connector in this fixture. Require Composio, Arcade, Zapier, and None in that order with external-service disclosure. Restart the controller, reload the question, choose None through the UI, and verify one saved answer, no connection changes, and no fabricated result.
  • provider-second: Install a deterministic Arcade gateway with a read-only HubSpot action through public APIs. Choose Arcade in the browser after restart. Require no calls before selection, exactly one call afterwards, the independently generated contact marker in the agent response, and no duplicate connection.

These use the existing native profiles and 12-minute local attempt deadline; expected provider runs are two per case. There are no real third-party mutations. The fixture server is closed and the harness cleans its disposable instance. Provider-choice screenshots, persisted interactions, gateway call counts, source revision, harness digest, and existing usage/cost evidence accompany each attempt. connection-routing-evidence.test.ts calibrates the grader against undisclosed routing, incorrect ordering, early calls, duplicate questions, and fabricated reads. Run a single everyday-workflows.runner-codex-mini.local.provider-decline cell first; do not treat these fixtures as live provider compatibility tests.