Benchmarks, storage, and provenance

Trace model runs, storage, and provenance.

Follow the complete Benchius benchmark lifecycle: select comparable playgrounds, synchronize their inputs, validate and run every model, then explore single-turn or workflow-based evaluation and scoring with a strict verdict schema. Workflow Studio adds a configurable pipeline for generating answers, grounding evidence, judging requirements, and normalizing scores. Storage Architecture maps Local Storage settings and encrypted secrets alongside IndexedDB payloads in both hosting modes. Provenance Review adds focused architecture and process views for exact observations, authorized verification, consent, archives, and media trust boundaries.

2–3 playgrounds Synchronized prompts Preflight validation Parallel execution Structured scoring Workflow-based scoring Actionable feedback Browser persistence Provenance evidence

Benchmark Selection, isolated frames, parallel runs, and side-by-side results.

Evaluation & Scoring Evaluator setup, strict JSON verdicts, normalized scores, and details.

Evaluation & Scoring (workflow) Workflow setup, per-item execution, optional grounding, and shared scoring.

Storage Architecture Two storage lanes, host-specific encryption, and browser-local payloads.

Provenance Review Capture, inspect, verify, review, and preserve.

Architecture and workflow

Verification and calibration

Trusted profile registration binds tokenizer, watermark configuration, trained checkpoint, input contract, and independent held-out evidence. The workflow separates offline preparation from authorized inference and its calibrated decision.

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Provenance Review Verification and calibration showing both component architecture and its workflow, including explicit limitations and decision states.