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Programs overview

Our work is organized into a few core programs that reinforce one another: benchmarking, patterns, memory/governance primitives, and education.

A benchmark and dataset to evaluate organizational and cognitive behaviors in agentic systems—focusing on measurable, governance-relevant outcomes.

  • Benchmark tasks and scenarios
  • Cognitive/behavioral metrics
  • Reproducible evaluation harnesses

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A modular set of agent patterns and criteria for building reusable, auditable agents.

  • Certified patterns and checklists
  • Scoring guidance and traceability expectations
  • Responsible AI mapping and accountability mechanisms

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A semantic memory architecture and associated metrics for context-aware retrieval, role alignment, and precedent responsiveness.

  • Memory activation precision & retrieval efficiency
  • Context retention and semantic continuity
  • Secure memory handling and governance hooks

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A practical philosophy and training discipline for behaviorally stable and aligned agent behavior.

  • Behavior induction and role contracts
  • Temperature as a behavioral regulator (not a metric)
  • Diligence and precedent-seeking behaviors

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