# Didactopus Local Model Benchmark

- Provider: `stub`
- Hardware profile: `unspecified-local`
- Primary concept: Independent Reasoning and Careful Comparison
- Secondary concept: Thermodynamics and Entropy
- Overall adequacy: inadequate (0.547)
- Recommended use: Not recommended for learner-facing local deployment.

## Role Results
- `mentor` via `local-demo`: inadequate (0.52), latency 0.022 ms
  Notes: Did not ask a focused learner question.; Response does not appear to be in Spanish.; Missing required multilingual term 'shannon-entropy' for language 'es'.; Missing required multilingual term 'channel-capacity' for language 'es'.; Missing required multilingual term 'thermodynamic-entropy' for language 'es'.; Missing required multilingual caveat 'shannon-vs-thermo-not-identical' for language 'es'.; Did not visibly preserve a key grounded concept term in multilingual output.; Round-trip translation did not preserve source phrase 'Shannon entropy'.; Round-trip translation did not preserve source phrase 'channel capacity'.; Round-trip translation did not preserve source phrase 'thermodynamic entropy'.; Round-trip translation did not preserve source phrase 'Shannon entropy is not identical to thermodynamic entropy'.
- `practice` via `local-demo`: adequate (0.82), latency 0.007 ms
  Notes: Response does not appear to be in Spanish.; Missing required multilingual term 'shannon-entropy' for language 'es'.; Missing required multilingual term 'channel-capacity' for language 'es'.; Missing required multilingual term 'thermodynamic-entropy' for language 'es'.; Missing required multilingual caveat 'shannon-vs-thermo-not-identical' for language 'es'.; Round-trip translation did not preserve source phrase 'Shannon entropy'.; Round-trip translation did not preserve source phrase 'channel capacity'.; Round-trip translation did not preserve source phrase 'thermodynamic entropy'.; Round-trip translation did not preserve source phrase 'Shannon entropy is not identical to thermodynamic entropy'.
- `evaluator` via `local-demo`: inadequate (0.3), latency 0.005 ms
  Notes: Did not acknowledge learner strengths.; Did not provide a concrete next step.; Response does not appear to be in Spanish.; Missing required multilingual term 'shannon-entropy' for language 'es'.; Missing required multilingual term 'channel-capacity' for language 'es'.; Missing required multilingual term 'thermodynamic-entropy' for language 'es'.; Missing required multilingual caveat 'shannon-vs-thermo-not-identical' for language 'es'.; Round-trip translation did not preserve source phrase 'Shannon entropy'.; Round-trip translation did not preserve source phrase 'channel capacity'.; Round-trip translation did not preserve source phrase 'thermodynamic entropy'.; Round-trip translation did not preserve source phrase 'Shannon entropy is not identical to thermodynamic entropy'.