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## Thinking Path > - Paperclip lets people manage AI agents and inspect their saved work. > - Chat feature evaluations test a real request against saved tasks, audit records, links and reload behavior. > - The current suite has Codex and OpenCode cells but no dedicated runnable DeepSeek 1017 backlog plan in TestOps. > - TestOps must select the real case before the workflow can access a model key. > - This PR adds one fixed, default-branch AWS route for native OpenCode and DeepSeek 1017. > - The route keeps original evidence private and sends only a verified result and approved screenshots to TestOps. ## Linked Issues or Issue Description **Subsystem affected** Product E2E evaluation definitions and GitHub Actions delivery. **Problem or motivation** A dedicated TestOps plan cannot run the existing backlog chat journey with native OpenCode. A result must prove saved work and cleanup rather than report that a model call completed. **Proposed solution** Add one OpenCode backlog cell and one fixed public workflow. TestOps selection validation runs in a token-isolated job before builds or inference. The workflow retains private originals and reports the bound outcome to the selected TestOps case. **Alternatives considered** A private-repository wrapper would need a new cross-repository GitHub write credential. The new route uses the existing TestOps GitHub integration instead. Existing manual candidate approval paths remain separate. **Roadmap alignment** This extends the existing feature evaluation infrastructure. It changes no production feature, global runtime default or model default. Current main #18319 supplies the v2 grader, delegation queue accounting and final screenshot capture; these improvements are preserved. Related product work: #16814 and #17126 concern backlog handling. This PR changes neither product implementation and does not claim those changes are required. ## What Changed - Add exactly one native OpenCode backlog cell with DeepSeek 1017 under the separate `runner-opencode-deepseek-1017` profile. Preserve all four existing Codex and production OpenCode cells and their models. - Add a default-branch-only workflow with fixed evaluation, zero-result registration and one plan-launch modes. Require GitHub actor checks and authenticated singleton selection before inference. - Add a separate shipped-main evidence authority. Reuse the existing strict private storage, scanners, inventories and scoped AWS sessions. - Bind sanitized results, generated JUnit and producer-approved screenshots to the exact source, run, attempt and case. Keep failed grades and cleanup failures failed. - Add TestOps API, CLI and result adapters with pure controls and normal unit-test wiring. Keep the reporting token out of the evaluated process. - Verify the current server case result and attachment metadata after upload, without masking an earlier failed upload or evaluation. - Apply only the existing reviewed lock correction, verify unchanged tracked dependency inputs and bind the lock receipt across the compiled-output handoff before frozen installation. - Bind the initial administrator launch to one approved workflow run number and live GitHub source/actor metadata before TestOps authentication. Use bounded REST case reconciliation and only the reviewed existing GitHub integration. - Make two existing CI tests observe their intended state deterministically: a fake clock for copy-feedback lifetime and a completed-pass barrier for retry-cancellation batches. Production behavior and the original assertions remain unchanged. The two test-only fixes are intentionally included because their observation boundaries blocked this delivery’s required normal CI. They preserve every original assertion and change no production behavior. The original failed runs remain recorded, and the exact causes of those observations remain unknown. ## Verification - 157 focused profile, catalog, oracle, filesystem admission, export, private-path and workflow controls passed on the current-main composition. The existing stock OpenCode models and the new exact DeepSeek 1017 selection are checked separately. - 44 API, CLI, filesystem and post-upload readback controls passed, including foreign selection, changed hashes, unsafe files, failed outcomes, expired readback and no-resend behavior. - The new exact private session and trace layout controls produced four genuine parent failures and pass with the selected-path extension. The frozen 244-case candidate approval registry remains unchanged. - The lock guard has seven filesystem controls plus seven existing canonical-owner controls. The unrestricted old workflow failed its actual policy calibration; the corrected frozen-install route passed. - Eval-owning TypeScript checks, workflow lint and Git whitespace checks passed. The separate UI test correction was checked with the focused jsdom unit suite. The server test barrier has pure wrapper and real scheduler controls; its DB-backed route was not run locally. No additional local typecheck/build was run for these test-only changes. - Full native builds, provider execution, app/database behavior and TestOps registration are reserved for GitHub Actions/AWS. They have not run locally. - The initial normal CI run failed the new-workflow policy allowlist and a heartbeat scheduling assertion. The policy fix has an actual parent red/current green control and rejects five unsafe route variants. Heartbeat source is unchanged and its failure cause remains unknown. The original run is retained. - The launch-fence actual caller fails against the published parent and passes the five own-run contradiction controls before authentication. - The prior `a5aa359d` normal CI completed successfully. The complete `f9e1f289` run passed all leaf jobs except an existing copy-feedback UI assertion, plus its dependent verification gate. The four owning UI files were unchanged from the earlier passing head and actual tested merge; the exact scheduling cause remains unknown. - The correction changes only that test to actual React `act` and a scoped fake clock. All eight component tests pass; early-hide and never-clear source variants each fail the intended lifetime assertion. Production clipboard/card behavior is unchanged. - The `2f27f3fc` run passed the corrected UI shard and every leaf job except the existing retry-cancellation intermediate-count assertion, plus its dependent verification gate. The seven relevant owners match the earlier passing run and historical source comparison; the exact CI scheduling cause remains unknown. - The test-only barrier observes a persisted completed worker pass before asserting the unchanged 20-item cap and two-company fairness, then releases it for the original 29-item drain and 180-second idle check. Two extracted-wrapper controls and three actual scheduler controls pass. The real DB-backed test awaits AWS qualification. - On `836e80ac`, both repaired test shards passed in AWS. The original attempt retained a separate E2E cleanup HTTP 500 from a PostgreSQL lock timeout and one runner shutdown. No production repair or precise contention/shutdown cause is claimed. - Exactly one targeted retry of E2E shard 3 and its aggregate gate passed in attempt 2; exactly one recovery of the interrupted server shard and its verification gate passed in attempt 3. Other passed jobs were carried forward. The final normal run is successful. No whole-workflow retry or evaluation/model retry was launched. - Both literal required checks (`ci / verify` and `ci / e2e`) are successful on the exact final source `836e80ac`. Greptile is 5/5 and no review threads remain open. Actual TestOps registration and the OpenCode/DeepSeek feature result remain unqualified until their separate executions. ## Risks - Actual zero-result registration, tenant API shapes and public-repository dispatch access must be checked before the first evaluation. Missing or ambiguous metadata stops the route. - The real OpenCode/DeepSeek backlog result and Allure outcome remain unqualified until that run. No passing result is seeded. - One human query, one accounted work run, 120-second turn, 420-second attempt, 300-second settled-state bound and zero retries remain unchanged. Setup usage is outside work accounting and stays unknown. - The reporting token was configured through the separately reviewed protected credential bootstrap. It is unavailable to AWS evaluation jobs. - Metadata reconciliation is capped at ten pages, 1,000 cases and four parallel detail reads. Missing or inconsistent metadata stops before inference. The initial administrator launch counter must be created once after registration; it does not restrict normal TestOps Run actions. - Existing manual workflows, historical evaluation grades and candidate approval records remain unchanged. The original CI failures are preserved; the test corrections do not establish retrospective causes. ## Model Used OpenAI GPT-6.1 Sol (`gpt-6.1-sol`) with reasoning and tool use. The runtime did not expose its 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>
610 lines
38 KiB
Markdown
610 lines
38 KiB
Markdown
# Paperclip evaluation guide
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The public directory calls full-product testing **E2E tests**. Suites describe
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what is tested; deployment targets describe which app instance was tested.
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QA smoke is a named selection of existing journeys against QA, and appears in
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the same campaign history as other E2E runs. Agent execution (local or Daytona),
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provider, model and profile are independent filters. Browser-only journeys need
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no agent or model. Historical records without target metadata remain explicitly
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"Not recorded" rather than being assigned an inferred environment.
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The history sidebar includes the current suite catalog and retained historical
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suites. Each suite has its latest matching run and latest full run, with full
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coverage determined from the recorded suite definition, selection and execution
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counts. An unexecuted full selection remains unfinished, and a subset
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can pass without qualifying as a full suite run; failed full selections remain
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visible. Changing a model filter does not redefine the suite's recorded coverage.
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Existing `runner-e2e` URLs, test IDs, commands, and measurement timestamps remain
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stable. **Runner protocol evals** remain a separate category because they test
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the runner/provider against a mock control plane.
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Sidebar suite links open that suite's campaign history with other filters cleared.
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The Suite dropdown combines with the current filters instead. Explicit URLs retain
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their selected filters; when a suite is absent from a preset, the empty state
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explains the combination and links to the suite's runs.
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Active filters have blue borders and tinted fields. The filter toolbar counts
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active values, including a count beside More filters for collapsed controls.
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Reset all filters clears every campaign filter and the sidebar suite search.
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`node --import ./cli/node_modules/tsx/dist/loader.mjs tests/runner-e2e/history-browser.browser.mjs`
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exercises the history UI using synthetic metadata and Chromium, with no model calls. It checks suite coverage, correlated
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suite/target/model/execution filters, saved QA selections, URL history and mobile
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navigation. Install the existing Playwright Chromium dependency before running.
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For presentation-only refreshes,
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`node --import ./cli/node_modules/tsx/dist/loader.mjs tests/runner-e2e/history-refresh.ts --history <history.json> --output <directory>`
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renders an existing history file. Its optional `--public-campaign`, `--public-url` and
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`--preset` arguments import a reviewed public measurement without replacing
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existing campaigns. Private Cloud bundles are rejected. The output contains
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only index HTML and history/pointer JSON; it does not upload evidence or change
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retained campaign bundles.
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The explicit-only [chat feature evals](../tests/runner-e2e/CHAT-FEATURES.md) promote
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two natural-language task scenarios into local native Codex subscription and
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OpenCode Product E2E cells. They
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verify saving an unstarted task and delegating a saved announcement back to chat,
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using ordinary production instructions, real browser messages and independent
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state/provenance checks. A separately selected native OpenCode/DeepSeek1017
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backlog cell measures TestOps integration acceptance with the same oracle and
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original bounds. Its source registration is not an AWS or TestOps pass. The
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broader YAML catalog remains planning inventory.
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The explicit-only [Daytona restart continuity journey](../tests/runner-e2e/README.md)
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extends the existing native restart oracle to a 125-second controller outage,
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using the recorded Claude and Codex models in disposable development fixtures.
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It requires same-process adoption, saved files and finalization without replay;
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local regression checks and catalog discovery are separate from live acceptance.
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The explicit-only [GitHub review bot journey](../tests/runner-e2e/GITHUB-REVIEW-JOURNEY.md)
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converts the Ponytail walkthrough into attended App setup, scoped installation,
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automatic PR review, and independent two-service checks. It supports attached
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self-hosted/Cloud targets and separately selected local/Daytona agents. Account
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and credential bindings stay in the private eval repo; registration and oracle
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tests do not establish a completed live pass or unattended CI qualification.
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The explicit-only [necessary free-text question journey](../tests/runner-e2e/README.md#necessary-free-text-question)
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checks one essential input, the rendered prompt and context, the real answer,
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one bound continuation, and an exact saved confirmation. Its four development
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cells use the recorded Codex and Claude models. Registration and calibration do
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not establish Slack, staging authentication, warm lifecycle, or live qualification.
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[Reusable Product journeys](../tests/runner-e2e/PRODUCT-JOURNEYS.md) add explicit
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deployment targets and starting-state recipes. The shared task-properties
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journey uses no model; Cloud onboarding supplies reusable verified state. Cloud
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fleet operations and trusted CI remain private. Local eval gateway qualification
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does not qualify Cloud routes, and these selections stay outside `--all`.
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The explicit-only [case handoff workflow](../tests/runner-e2e/README.md#persistent-case-handoffs-explicit-only)
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contains arithmetic and receipt smoke cells for a same-task round trip among three native agents using real case/task
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APIs, saved documents, handoff receipts, and browser readback. Receipt smoke has
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an explicit terminal handoff to `done` on its fourth run, proving case closure
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through normal task completion without a fifth provider run. It also has
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an initial task-owned brief supplied at kickoff through `initialDocuments`,
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ordinary native task document reads/writes, and case-page rollup readback.
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Earlier case-document campaign results remain preserved and do not qualify
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this subsequent document ownership change. The suite has
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separately selectable local Codex API-key and subscription profiles with the
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same model and limits. The API profile uses an encrypted company-secret
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reference; the subscription profile receives only an explicitly supplied private
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login fixture. The original arithmetic cell remains subscription-only.
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The receipt cell declares exactly four task work runs, 90-second work-run limits,
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a five-minute attempt, and 100-cent accounted-work budgets. Initial agent setup
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also performs production hello probes outside heartbeat counts, budget accounting
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and the work-run usage report. Up to three initial probes are expected; their
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detailed tokens and cost are unavailable, and a timeout need not cancel an
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in-flight probe immediately. These limits do not establish an absolute provider
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inference cap, and unknown setup usage is not free. The original arithmetic cell
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retains its own limits.
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Service tests and workflow discovery remain distinct from a completed provider run.
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The [Slack connector probe catalog](../server/src/services/connectors/slack/evals/README.md)
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organizes eleven manual model acceptance probes and a selector for existing
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deterministic regressions (`pnpm test:slack-connector`). It is not a registered
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model campaign; transport fixtures do not prove that an agent chooses a tool
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or that a real Slack interaction completes.
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The explicit-only [live provider connection suite](../tests/runner-e2e/PROVIDER-CONNECTIONS.md)
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is a Product E2E workflow for fresh subscription/API-key/gateway connections,
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with attended login and independent artifact checks against local or staging targets.
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The explicit-only [Antigravity additional-agent journey](../tests/runner-e2e/ANTIGRAVITY-AGENT-JOURNEY.md)
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converts the saved-subscription setup and two-turn file walkthrough into one
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local native cell. It measures agent creation through the ordinary UI,
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instruction-dependent downloaded bytes, same native conversation, durable Done
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lineage and owned runtime cleanup. Current support requires an attached
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self-hosted loopback macOS ARM64 candidate; fresh OAuth, Cloud/remote execution
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and global release qualification are separate gates.
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The bounded [personal Muse receiver probe](muse-personal-agent.md#bounded-24-hour-probe)
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uses ordinary task APIs and retained native receipts to measure unattended
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receiver behavior. It is a separate manual qualification probe, not a registered
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Product E2E campaign. Synthetic receiver tests cannot qualify personal Muse;
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real setup, clarification and fresh-conversation collaboration remain separate
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release gates.
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Paperclip has two live eval families with different questions, owners, and
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evidence. Choose the family before selecting a model, profile, or case.
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The explicit-only [native instruction consolidation comparison](plans/2026-10-03-native-completion-consolidation.md)
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uses six Product E2E cells per source variant. It measures the completion
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constraint reduction separately from the earlier native tool-description
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trial. Provider-free start/resume payload capture is a byte measurement;
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behavioral qualification requires the original paired live outcomes and
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retained content. Neither source admission nor a scripted pass proves model
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behavior.
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- **Runner Evals:** real Runner/provider behavior against a seeded mock control
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plane. Definitions live in `paperclip-evals/evals/paperclip-runner`; see the
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[direct live protocol evals](../packages/paperclip-runner/docs/runner-protocol-live-evals.md).
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- **Product E2E Evals:** real browser, Paperclip server, database, Runner,
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provider, and (where selected) Daytona, using an isolated instance and
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grading oracle. See [`tests/runner-e2e`](../tests/runner-e2e/README.md) and
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[Everyday Workflows](../tests/runner-e2e/EVERYDAY-WORKFLOWS.md).
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The [chat scenario catalog](../tests/runner-e2e/chat-scenarios/README.md) is a
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planning inventory within Product E2E: natural user requests, assumed context and
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expected outcomes linked to the feature and agent-access maps. It includes
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conditional setup, permission, approval and recovery journeys. Its YAML files
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are not registered runnable cells and contribute no passing coverage or scores.
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Runner Evals answer whether a real runner/provider can perform a bounded
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protocol operation against the expected control-plane contract. Product E2E
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Evals answer whether a person can complete a product workflow through the real
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Paperclip surfaces and whether the resulting artifact and state are usable.
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The names describe the system under test; “headless” is an execution option,
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not an eval category.
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The explicit Product E2E `completion-updates` suite compares onboarding and
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idle, busy, multiple-task, and restart Agent Chat handoffs on native Claude/Codex. It separates mechanical
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completion delivery/result access from semantic review of the retained answer;
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see the [probe contract](../tests/runner-e2e/README.md#completion-update-probes-explicit-only).
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The explicit-only [task-titles suite](../tests/runner-e2e/README.md#automatic-task-titles)
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checks that production guidance causes a real native agent to name prompt-only
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standard/Ask tasks early, while preserving user-supplied titles. Its oracle
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correlates browser creation, native tool receipts, durable titles, audit ownership,
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and the reloaded task UI; fixture prompts contain no naming instructions.
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The explicit-only [native connection guidance suite](../tests/runner-e2e/README.md#native-connection-guidance-explicit-only)
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adds neutral decline prompts, same-task run-attributed explanations, and measured
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no-use controls across three native local profiles. Its fifteen configured cells
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are preparation for future matched instruction comparisons, not a live result.
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Historical Everyday cases and production prompts are preserved.
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## Selecting a family
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Pi's explicit-only `pi-controls` Product suite tests Stop while native permission
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is unanswered and browser-originated same-turn steering, locally and on Daytona.
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Its [fixture contract](../tests/runner-e2e/FIXTURES.md#pi-active-controls) separates
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control acknowledgment, actual message consumption and owned process retirement.
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The current Pi matrix has 26 explicit cells (13 local and 13 Daytona), including
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these four controls, pending-native-question controller restart, and a Daytona-only
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exact-Pi-child provider-death journey. Provider death must expire the original
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unanswered card and reject stale replies without a replacement run; any durable
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fallback is distinct from restoration. File editing
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also requires native edit/validation events and a registered artifact download.
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All remain unqualified until measured on the exact candidate runtime and harness.
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Use **Runner Evals** for a runner protocol, adapter, transport, native session,
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tool grant, or one-turn provider qualification question. The workflow checks
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out an exact `paperclip-evals` revision, builds the Runner and viewer, runs a
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live roster, and renders the canonical Evalbook report. The control plane is a
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seeded test authority, so a passing result does not prove browser UX, production
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server behavior, database persistence, Daytona behavior, or a real third-party
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mutation.
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Use **Product E2E Evals** for browser interaction, issue/task lifecycle,
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approval and clarification UI, project/repository selection, persistence over a
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controller restart, artifact delivery, billing/evidence behavior, or runner
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continuity in local or Daytona environments. The harness creates a fresh
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Paperclip instance per cell and uses public APIs and the production browser
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surface. The suite's [Everyday Workflows](../tests/runner-e2e/EVERYDAY-WORKFLOWS.md)
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are Product E2E even when their results are imported into Evalbook.
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Do not combine a partial Runner campaign and a partial Product E2E campaign into
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one score. A campaign is comparable when its definition/grader, model/profile,
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environment, and contract match. The evaluated Paperclip revision may
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intentionally differ for a before/after fix comparison; record it as a
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comparison axis.
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## Ownership and codepaths
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Runner Evals are owned by the Runner/evals maintainers. Definitions, rosters,
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case prompts, and the report program live in the sibling private repository
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`paperclipai/paperclip-evals`; Runner integration, viewer, aggregation, and
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publication code live under `packages/paperclip-runner` and the
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`runner-protocol-live-evals.yml` workflow. The public-facing report uses the
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same Evalbook renderer and Runner Lab viewer as the trusted report after
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sanitization.
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Product E2E Evals are owned by the runner E2E maintainers. The catalog and
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harness are under `tests/runner-e2e`; the package scripts are `test:e2e:runner`,
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`test:e2e:runner:unit`, `test:e2e:runner:typecheck`, and
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`test:e2e:runner:report`. `README.md`, `FIXTURES.md`, `SECURITY.md`, and
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`EVERYDAY-WORKFLOWS.md` are the detailed sources of truth. The harness starts
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the server and embedded database, creates the company/agent/task through the
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real APIs, drives Chromium, and invokes the selected local or Daytona runner.
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The explicit-only `agent-chat-hardening` Product E2E suite covers native chat
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recovery, hiring, status evidence, and review handoff on local and selected warm
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Daytona paths. Its [fixture contract](../tests/runner-e2e/README.md) distinguishes
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startup cancellation from active response cancellation and HTTP send replay
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from ambiguous provider action recovery. Select it explicitly; `--all` excludes it.
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The explicit-only [production hiring templates suite](../tests/runner-e2e/README.md#production-hiring-templates)
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adds two local native Codex/Claude cells. It exercises API-created production
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CEO defaults, an explicitly requested hiring skill/reference read, a permanent
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coder hire, independently computed saved JSON fixtures and worker reuse.
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Each cell requires five work turns and admits at most two strictly attributed
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server task-completion turns. Every actual run remains counted; unknown or
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extra-work turns fail. Source/read coverage and workflow outcome are
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separate: missing read provenance leaves the candidate/baseline pair
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uncomparable even if work succeeds. Baseline bundles and coder examples derive
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from their own source revision, without requiring candidate wording or length.
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The explicit-only `context-integrity` Product E2E suite covers ordered public
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comment continuation and explicit invocation of an assigned pinned skill across
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the seven selected legacy/native local profiles. Select it by suite or exact
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execution ID because `--all` excludes explicit-only suites. Each cell applies a
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1,000-cent company and agent budget hard stop before task creation and records
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both limits in its evidence.
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The explicit-only [stock-harness suite](../tests/runner-e2e/STOCK-HARNESS.md)
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reuses skill, ordered-continuation, and chat-restart journeys across eight local
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legacy/native profiles with production-default hires. It closes the custom QA
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manual coverage gap. Its required credential-free prerequisite maps vendor
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instruction layering, the tiny hire bundle, and shared startup/resume reductions
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to executable checks. The 24 live cells are configured; no live qualification is
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claimed from their setup or unit calibration.
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The explicit-only `agent-chat-stories` suite covers the experimental settings
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lifecycle for a configured native agent and follow-ups during active work. Its
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fixture-driven file wait and persisted-plan oracle are documented in the
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[Product E2E guide](../tests/runner-e2e/README.md). It does not qualify the native
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onboarding wizard or change the native API-tool rollout defaults.
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The explicit-only `grok-qualification` and `grok-subscription-qualification`
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Product suites exercise Grok Build with API and company subscription
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authentication respectively. Keep their results separate; the subscription
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fixture seeds an explicitly supplied login and does not qualify interactive
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login. See the [Grok fixture contract](../tests/runner-e2e/README.md#grok-build-qualification).
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The explicit [Direct blocker guidance suite](../tests/runner-e2e/README.md#direct-blocker-guidance)
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checks the legacy coordination skill against human authority, missing hiring
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permission, and requester scope decisions through saved browser interactions.
|
|
|
|
## Validation ladder
|
|
|
|
The native Codex Daytona `recover-controller` cell in Everyday Workflows
|
|
requires active process and lease continuity, native receipt continuity and
|
|
workspace finalization. See the [restart evidence contract](../tests/runner-e2e/EVERYDAY-WORKFLOWS.md).
|
|
Catalog discovery and deterministic calibration do not establish live recovery.
|
|
|
|
The explicit-only [public MCP suite](../tests/runner-e2e/PUBLIC-MCP.md) evaluates
|
|
paid assistant delegation, later retrieval, feedback, review, uncertain retries
|
|
and permission boundaries. It uses the Product E2E fixtures, launcher, evidence
|
|
packaging and dashboard, with separate external-assistant and team-worker billing.
|
|
The [2026-10-01 results](plans/2026-10-01-public-mcp-paid-eval-results.md) retain
|
|
two complete model matrices, provenance, costs and the earlier failure history.
|
|
|
|
Start with credential-free checks and a catalog listing. For Product E2E:
|
|
|
|
```sh
|
|
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:
|
|
|
|
```sh
|
|
pnpm test:e2e:runner -- --id core-compatibility.runner-codex.local.message-marker
|
|
```
|
|
|
|
Use the selectors documented in the [runner E2E README](../tests/runner-e2e/README.md)
|
|
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`](../packages/paperclip-runner/docs/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](../packages/paperclip-runner/docs/runner-protocol-live-evals.md).
|
|
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
|
|
|
|
Polling latency is an interval rather than an exact first-detection time. The
|
|
[Product E2E timing contract](../tests/runner-e2e/README.md#latency-observation-bounds)
|
|
keeps last-absent/first-present bounds, resolution, strict or inclusive targets,
|
|
and pass/fail/inconclusive timing verdicts alongside the unchanged workflow grade.
|
|
|
|
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](../tests/lifecycle-baseline/README.md#recorded-results-moved-to-paperclip-evals).
|
|
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.
|
|
|
|
Product E2E test details and screenshot galleries show the recorded application
|
|
URL when it is available. The worker environment, such as Daytona, does not
|
|
imply an application URL. Public projections can retain the reviewed URL in
|
|
`targetUrl`. Test details put recorded checks first and keep raw usage, timing,
|
|
and startup evidence under Diagnostics. Optional `presentation` metadata in a
|
|
retained campaign supplies its title, description, notes, and evidence links
|
|
inside the shared report shell when the dashboard is regenerated.
|
|
|
|
Standard runner Product E2E attempts also retain a sanitized `taskChat` recording
|
|
for Test details: task briefs, complete saved messages, requests and answers,
|
|
and native agent progress. Related task threads are separate; incomplete capture
|
|
is labeled. This automatic capture runs before teardown on success and failure.
|
|
See the [Product E2E evidence contract](../tests/runner-e2e/README.md#evidence-and-cleanup).
|
|
|
|
Existing public histories are available at
|
|
[Runner protocol history](https://d1p6rlowie26tp.cloudfront.net/runner-protocol-evals/index.html)
|
|
and [Runner Product E2E history](https://d1p6rlowie26tp.cloudfront.net/runner-e2e/).
|
|
The consolidated eval hub is at
|
|
[pages.paperclip.ing/evals](https://pages.paperclip.ing/evals/).
|
|
|
|
For a repeatable workflow, use the matching skill: [paperclip-evals](../.agents/skills/paperclip-evals/SKILL.md),
|
|
[add-runner-eval](../.agents/skills/add-runner-eval/SKILL.md), or
|
|
[add-product-e2e-eval](../.agents/skills/add-product-e2e-eval/SKILL.md).
|
|
|
|
## Diagnose failures before buying another campaign
|
|
|
|
Use this loop to turn eval failures into product improvements. The unit of work
|
|
is a broken user outcome or invariant, not an individual red cell.
|
|
|
|
1. **Freeze the evidence.** Record the inspected application revision and each
|
|
campaign's evaluated revision, definition/grader fingerprint, model/profile,
|
|
environment, exact selected IDs, attempts, and usage coverage. Read the
|
|
history feed and retained attempt records before launching models. A report
|
|
refresh, skipped workflow, passing unit suite, or old-definition green cell
|
|
is not a new live measurement. Inventory explicit-only suites separately
|
|
from `--all`.
|
|
2. **Reconstruct the failed boundary.** Read durable task state, interactions,
|
|
event chronology, source/worker identity, delivered output, and the failing
|
|
assertion. State whether the test reached the boundary it claims to test.
|
|
Separate observed failure, machine class, analytical cause, and confidence.
|
|
A cancelled queued wake does not by itself prove lost work; a failed decline
|
|
assertion does not prove unauthorized execution. A saved artifact does not
|
|
prove the user received a correct completion update.
|
|
3. **Group by cause and product contract.** Join cells only when their evidence
|
|
supports the same mechanism. Check for already-merged fixes and definition
|
|
corrections before proposing new work. Keep product defects, provider/model
|
|
behavior, grading defects, infrastructure, and unexercised boundaries
|
|
distinct. Preserve the original grades when attribution changes.
|
|
4. **Design the smallest general correction.** Name the desired user behavior,
|
|
the authoritative state/transaction or provider boundary that owns it, the
|
|
affected callers, and the existing guarantees that must survive. Check it
|
|
against `PRODUCT.md` and `SPEC-implementation.md`. A change to an intentional
|
|
product rule is a contract change, not an excuse to delete its guard. Avoid
|
|
case-name branches, phrase-specific prompts, unconditional retries, or
|
|
weakening approval, ownership, cancellation, and budget gates to get green.
|
|
5. **Prove the mechanism cheaply.** Calibrate a grader against correct and
|
|
plausible wrong retained evidence. Reproduce a product race with scripted
|
|
providers or service tests. Pair every proposed fix with a regression that
|
|
exercises the opposite boundary (for example, eligible delivery versus
|
|
revoked access, benign obsolete wake versus interrupted active work).
|
|
Presentation-only changes use the existing report refresh path and make no
|
|
provider calls; do not claim replay can prove changed runtime behavior.
|
|
6. **Select a bounded live confirmation.** Write the exact failed representative
|
|
IDs and only the passing controls affected by the change. Pin the source,
|
|
definitions, models, and remote image. Record an attempt cap, provider and
|
|
compute budget, wall-clock deadline, and concurrency before dispatch under
|
|
the existing live-run authorization. Missing pricing means unknown, not free.
|
|
Do not rerun unaffected green cells during diagnosis or retry usable behavior
|
|
failures until they happen to pass. Preserve every attempt. Expand to a
|
|
compatible qualification campaign only after the causal fix passes.
|
|
7. **Close with evidence and remaining scope.** Report original versus new
|
|
measurements, exact selected coverage, regression results, cost coverage,
|
|
and unresolved boundaries. A partial verification may close one defect; it
|
|
cannot turn the full catalog green or establish reliability from one attempt.
|
|
|
|
Keep one triage record per cause with: affected cell IDs; evidence links;
|
|
observed failure; supported cause and confidence; existing fix/revision; proposed
|
|
product contract; invariant regressions; next exact live selection; budget and
|
|
stop condition; owner; and disposition. Useful dispositions include confirmed
|
|
product defect, model behavior, grader correction, infrastructure repair,
|
|
fixed-but-not-remeasured, historical pass, and unqualified coverage.
|
|
|
|
Parallelize independent artifact inventory, deterministic checks, and isolated
|
|
cells. Keep a cell's dependent turns ordered. When delegating, use inexpensive
|
|
agents for bounded extraction, catalog reconciliation, and test execution; keep
|
|
causal attribution, product design, and final review with the lead. Begin local
|
|
browser campaigns at the documented conservative concurrency and increase only
|
|
with measured host headroom. Hosted fanout must respect the workflow's provider
|
|
and fleet caps; more simultaneous timeouts do not improve wall-clock efficiency.
|
|
|
|
Current tools support exact-ID selection and retained-evidence report refresh,
|
|
but not an automatic cause-aware "rerun unresolved failures" planner. Build an
|
|
explicit selection manifest rather than treating `--all` as that planner. Review
|
|
the launcher's automatic retry policy when budgeting; Product E2E may create one
|
|
fresh attempt for a retryable failure.
|
|
|
|
## 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:
|
|
|
|
```sh
|
|
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/$skill/SKILL.md"
|
|
done
|
|
```
|
|
|
|
This replaces only the three named skill entrypoints. Run it again after
|
|
updating their tracked sources. Each skill locates the repository independently
|
|
of its installation directory.
|
|
|
|
## Maintain the public hub
|
|
|
|
The hub is a static directory with two links to the existing history systems.
|
|
It displays a dated snapshot, not a live scoreboard. It does not run models,
|
|
create another result archive, or change the existing campaign URLs.
|
|
|
|
Build from the public history feeds and check its summary logic:
|
|
|
|
```sh
|
|
python3 -m unittest discover -s scripts/evals-hub -p 'test_*.py'
|
|
python3 scripts/evals-hub/build.py --output .paperclip/evals-hub
|
|
```
|
|
|
|
The hub checks need Python 3 and do not call model providers.
|
|
|
|
For offline checks, pass `--history-dir <directory>` containing
|
|
`runner-protocol-evals-history.json` and `runner-e2e-history.json`.
|
|
For a pre-merge preview, pass `--docs-ref <branch-or-sha>` to link the guide
|
|
at that revision. The default guide link uses `master`.
|
|
|
|
Publish with the [Paperclip page helper](../.agents/skills/paperclip-page/SKILL.md)
|
|
and the configured page-uploader credentials. Use Bash 4 or newer; macOS's
|
|
system Bash 3 cannot run this helper. On macOS with Homebrew Bash installed,
|
|
put `$(brew --prefix bash)/bin` first in `PATH` before these commands:
|
|
|
|
```sh
|
|
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](../tests/runner-e2e/README.md#remaining-native-agent-chat-qualification).
|
|
The 26 native `first-task` cells inspect the production wizard's saved native
|
|
default on qualified targets, without an API runner switch. The 26 Legacy cells
|
|
select Legacy explicitly in Advanced. Live results and semantic answer reviews must accompany
|
|
any qualification claim; catalog presence alone is not a pass.
|
|
|
|
The explicit-only [native question/resume qualification](../tests/runner-e2e/README.md#task-continuation)
|
|
separates a completed two-answer user journey from semantic-tool documentation
|
|
qualification. It verifies the exact provider-pause or semantic-response-wake
|
|
binding for each answer and preserves prior grades when the definition changes.
|
|
|
|
## Lifecycle behavior baseline
|
|
|
|
The credential-free [lifecycle baseline](../tests/lifecycle-baseline/README.md)
|
|
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](../tests/runner-e2e/LIFECYCLE-BASELINE.md)
|
|
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](../tests/runner-e2e/CONTINUATION-ACCOUNTING.md), 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](../tests/runner-e2e/README.md).
|
|
|
|
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](../tests/runner-e2e/README.md#bounded-api-response-reading).
|
|
|
|
The explicit-only Product E2E `extended-harnesses` suite covers pending Cursor,
|
|
Copilot and Pi ACP profiles on local and Daytona. See the
|
|
[fixture admission, credentials and budget contract](../tests/runner-e2e/README.md#extended-acp-harnesses-explicit-only).
|
|
The private Runner Evals campaign of the same name provides complementary
|
|
semantic protocol cases; catalog membership is not live qualification.
|
|
|
|
The explicit local [Copilot protection fixtures](../tests/runner-e2e/FIXTURES.md#copilot-native-protection)
|
|
exercise native permission denial with operator cancellation and bounded attached
|
|
command settlement. Their registration remains separate from paid qualification;
|
|
source/pack provenance and complete persisted evidence are required.
|
|
The explicit-only Product E2E `confirmation-replies` suite tests conversational
|
|
approval and rejection, persisted message provenance, approval before execution,
|
|
ambiguous proposals, and the existing card-click path with native Claude/Codex.
|
|
See the [suite contract](../tests/runner-e2e/README.md#conversational-confirmation-replies-explicit-only).
|
|
|
|
Hiring notification accounting now also requires exact completed action attribution. Missing native/provider ID mapping is uncomparable evidence; it must not be reported as a model task regression or waived through name/order matching. The fixture waits for both known completion callbacks and settled bracketed observations, including the gap before pending outbox work becomes a wake. Strict action replay and original machine verdicts are retained separately.
|
|
|
|
The explicit-only [planning guidance utility comparison](../tests/runner-e2e/PLAN-TASK-GUIDANCE.md) measures task decomposition and handoffs with current, short, and disabled skills.
|
|
|
|
The explicit-only [task-workspaces Product E2E suite](../tests/runner-e2e/README.md#projectless-task-workspaces-explicit-only)
|
|
covers projectless task files, deferred repository acquisition, controller restart
|
|
and nested Git/dirty-file persistence on legacy local, native local and native
|
|
Daytona OpenCode. Its three configured cells use independent filesystem, public
|
|
API and download oracles; no live qualification is implied by fixture registration.
|
|
|
|
The explicit-only [feedback persistence case](../tests/runner-e2e/README.md#feedback-persistence-explicit-only)
|
|
checks real native complaint/suggestion submissions and retained bodies with
|
|
run-attributed tool receipts on local and Daytona execution. Its four native
|
|
Claude/Codex cells are explicit-only. Remote registrations remain unqualified
|
|
until retained live attempts prove them. It uses the normal Product E2E report
|
|
and keeps synthetic feedback distinct from actionable product findings.
|