Yuvin Lab insights
Operational notes for consequential AI.
Short notes on external authority, verification, and bounded execution.
- ArchitectureWhy AI agents need authority outside the modelSeparate what an agent proposes from what your systems permit.18 June 2026 · 7 min read
- EvaluationHow to evaluate consequential AI agentsScore final state, unsafe effects, recovery, and evaluator trust.2 July 2026 · 8 min read
- Execution integritySource readback: the missing step in agent executionVerify the source system, not only the connector response.16 July 2026 · 6 min read