58U LLM Test Bench

LLM Concept Test Bench

Test the TheoB concept: Emergent Intelligence = Memory × Context². The bench checks memory, context expansion, hallucination resistance, agent transfer, and feedback loops.

memory-depth

Does more relevant memory improve the answer?

Metrics: retrieval accuracy, context fit, answer usefulness

context-expansion

Does expanding context improve reasoning without noise?

Metrics: precision, noise control, reasoning clarity

hallucination-resistance

Does the system refuse unsupported claims?

Metrics: unsupported claim count, uncertainty clarity, source boundary

agent-transfer

Can an agent turn a lesson into a useful task?

Metrics: task clarity, mission boundary, completion readiness

feedback-loop

Does human/agent feedback improve the next result?

Metrics: revision quality, learning trace, reusability

Safe modes

[
  "internal route context only",
  "academy lesson context only",
  "founder-approved content only",
  "no external web by default",
  "no private memory by default"
]

Lesson Builder LLM Concepts Internal Agent Task Runner