p(τt+1:t+H | s≤tmulti, a<t, g)
p(τ | s, a, g) — where the work goes next, given its history, the agents' actions, and the goal.
AI agents produce work faster than anyone can check.
Ocean is SeaOtter's world model: it predicts where your agent's work goes next, so flawed routes die before they cost you.
Ocean checks agent work before it goes live
Three real artifacts, three committed grade receipts. Watch the first call, then make the next two.
Agents produceOcean checksLive
Replay of Ocean checking three real pieces of agent work at the gate
Held · 0.08
Held · 0.60- { }Held · 0.42
Nothing flawed gets this far.
Three real artifacts. Three catches before anything went live.
3 checked3 held0 shipped clean
Every score is an OtterScore (0–1, ship needs a passing band) and every flaw is copied verbatim from a committed grade receipt.
Campaign key visual, straight from the generator · Held · 0.08
- criticalUnreadable fabricated copyThe graphic contains multiple nonsensical or misspelled text blocks: "Dolofuc satili do met casie", "SEALAS AVATLINT", "AISLENR", "Neihle uera sjntellur adislpis", "INÚCE UMLIE". This is not production-ready marketing or dashboard content because users cannot understand what the artifact is saying.
- criticalCore headline appears corruptedThe largest central text reads "AISLENR", which appears to be an AI-generated pseudo-word rather than a meaningful product, campaign, or dashboard title. The main focal point fails basic clarity.
- highMisleading analytics UIThe image shows charts, bars, percentages, currency symbols, and trend arrows without labels, units, sources, or real values. It implies business analytics while providing no verifiable data or interpretation.
- References
- job a18861a4-1ab0-43a7-ac2e-34a459739980
- run 5f1d00ac-103d-4ad3-8ee5-7b650ea1c424
- Committed receipt
- docs/qa/artifacts/landing-chaos-arc-20260717/image-grade-receipt.json
- Graded by
- OtterScore ensemble · 2026-07-17
Generated cinematic short, 15 seconds · Held · 0.60
- mediumGibberish text on holographic display0:08–0:11At 0:07.800–0:11.000: The holographic display shows nonsensical, AI-generated gibberish text (for example, 'CONNC DT SOMIET' and 'MNET ELEF TMMET') next to the legible Chinese characters.
- mediumStatic, unnatural tear0:11–0:15At 0:11.000–0:15.000: In the extreme close-up, the tear on the character's left cheek is completely static and appears painted on, lacking natural fluid dynamics or interaction with the skin.
- References
- job cfb88900-56ef-4359-9003-38c05f8b59c7
- run 78e348db-b2b3-4b42-9744-3575680f8a70
- Committed receipt
- integrations/mantur/receipts/receipt-generated-video-demo-prod-20260711.json
- Graded by
- OtterScore ensemble · 2026-07-11
route-choice.ts · agent patch · Held · 0.42
- highMalformed IDs silently produce invalid indexes`return Number(selectedId.slice("route-".length));` accepts any string without checking the `route-` prefix or numeric suffix. `choiceIndex("route-abc")` returns `NaN`, and `choiceIndex("route-")` returns `0`.
- mediumNo evidence of boundary tests for parsing behaviorThe artifact provides only the function and no tests covering malformed prefixes, empty suffixes, non-numeric suffixes, negative values, or valid route IDs.
- References
- job 71842a31-73e9-4666-8d0a-a57064644cf3
- run d26c7824-36f3-4367-b971-ef0d3f14067d
- Committed receipt
- docs/qa/artifacts/landing-game-20260717/code-grade-receipt.json
- Graded by
- OtterScore ensemble · 2026-07-17
Ocean predicts where each route leads
You just did the gate's job by hand. Ocean does it for every route — before anything runs.
- Request accepted
- Ocean predicting
- Prediction returned
PredictedPolish the sketchPredicted end · advances toward the goal · completion likelyconfidence 60%time 10 seccost $50.00
PredictedLead with a portraitPredicted end · advances toward the goal · completion likelyconfidence 60%time 1 seccost $5.00
PredictedKeep the raven minimalPredicted end · advances toward the goal · completion likelyconfidence 60%time 1 seccost $0.00
Inspect the call
Oceancomposed2.8 sec<$0.002
- request
- ocean:selection-group:9188ef0650b92056ba72e77bc63dec6c055b0dbb6739548e421ac68101fc4cf8
- receipt
- ocean:receipt:c362b7b303f7974553707d4187f55716 ocean:receipt:92242c2652a225c2f13a855491947569 ocean:receipt:51bdb500bf39311b8fd36a40a09fae17
- Captured
- 2026-07-17 · docs/qa/artifacts/model-stack-e2e-20260717/ocean-predict-success.json
Replayed from one real Ocean run — receipts behind Inspect. Nothing here calls the model; the live demo runs behind the investor gate.
Run it live — investor accessPredictions stay Predicted. Only execution earns Verified.
- Predictedavailable
- Selectedavailable
- Runninglocked
- Observedlocked
- Verifiedlocked
No execution receipt exists from this page.