Measured harness ledgerPublic result
Laya 421M

Apple Carry — Laya 421M Unreported

Carry an apple onto a plate on two embodiments: an xArm7 in OpenRoboto's MuJoCo scene, and an FR3 with a Robotiq 2F-85 on SuperDex.

Unreported reasoningHeadline result
Workflow cost
$0.00
Wall-clock
Not recorded
Processed tokens
Not recorded
Record state
judge_verified_decision_loop_sweep_independently_replayed
Public summary

Laya 421M Unreported judge_verified_decision_loop_sweep_independently_replayed ledger: Not recorded wall-clock, Not recorded, and $0.00 Recorded provider cost.

Run identity and stack
  • Result ID: apple-carry-xarm7-openroboto-laya-421m-decision-loop-local-2026-09-20
  • Technical model: Laya 421M
  • Provider: local (MPS)
  • Client: unix-socket Laya server, batch size 1, nice -n 10
  • Stack: local (MPS)
  • Stack: unix-socket Laya server, batch size 1, nice -n 10
  • Stack: Technical model/configuration: Laya 421M
  • Stack: Embodied manipulation fixture
  • Stack: Harness apple-carry prompt
Validation evidence
  • Path: artifacts/apple-carry-xarm7-openroboto-laya-421m-decision-loop-local-2026-09-20/validation/judge-replay.public.json
  • SHA-256: e42c1c7d63ef727bd5951c5afc580af6a0a9d86225a3c89fd1a5b901ff2cb27f
  • Validator SHA-256: 5facf7bb27541fca9a60dbaaded91151a3e4f9962419bfd55877bd0b49db5d81
Recorded caveats
  • NOT COMPARABLE WITH THE CODING-AGENT COHORTS. Every coding-agent result in this harness came from an agent with a shell, the fixture workspace, hours of wall clock and unlimited self-play against the simulator, submitting a controller it had already debugged. This is a decision-loop run: the model saw one structured observation at a time, answered two typed multiple-choice questions per control cycle (one intent, then the per-channel directions), and never wrote code, never ran the simulator, never saw an image and never read the judge. The executor that performed the increments is HARNESS-AUTHORED, not model-authored. Cycles, cost, wall clock and outcome mean different things in the two tracks and must never be put in one league table. cohort_eligible is false for exactly this reason.
  • 0/20. intent=carry and gripper=open on all 3200 cycles. qpos replay error 0.0.
Public result only

This result keeps its public summary and evidence, but it does not currently have a matching Builder test with prompts, projects, Harness workflows or skills.

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