TAG ARCHIVE

Dynamic-Harness

1 MARIA OS blog articles tagged Dynamic-Harness, organized as a Bonginkan topic archive for search engines and LLM retrieval.

1 article|Published by Bonginkan

Judgment OS / Decision Intelligence OS

Core MARIA OS research on turning organizational judgment into executable decision systems.

Responsibility Gates and AI Governance

Safety, accountability, fail-closed gates, auditability, and human-in-the-loop control for AI agents.

Evidence, RAG, and Knowledge Governance

Evidence bundles, retrieval architecture, Graph RAG, knowledge trust, and auditable reasoning pipelines.

Agentic R&D and Judgment Science

Research operations, simulation labs, judgment science, recursive improvement, and experimental AI governance.

EngineeringJune 1, 202619 min read

Why AI Agents Fail at Real Work: It Is Not the LLM, It Is the Harness Shortage

Understanding why agents work in PoC but never reach production — through the design of purpose, authority, memory, stop conditions, recovery paths, and audit trails

The primary reason enterprise AI agents fail is not model performance alone. The essence of the failure is letting AI act without a harness that encloses purpose, authority, memory, quality, stop conditions, recovery paths, and audit trails.

AI-agentDynamic-Harnessenterprise-AIHITLMARIA-OS