Giving Your AI Agent a Black Box: Auditing Every Decision in a 3^9 = 19,683-State Cognitive Space

Описание и применение

<p>You shipped an AI agent. It runs your RAG pipeline, calls your tools, writes your reports. Life is good — until the day it quietly calls a tool it shouldn't, signs off on a high-risk conclusion with zero evidence, or contradicts itself between step 3 and step 4.</p> <p>The model isn't dumb. The problem is that your agent's "autopilot" has no black box.</p> <p>Airplanes have had black boxes for decades. Agents should too. That's why I open-sourced <strong>agent-audit-mcp</strong> — a cognitive black box that encodes every agent decision into an enumerable, comparable, reproducible state.</p>

Задача

<p>You shipped an AI agent. It runs your RAG pipeline, calls your tools, writes your reports. Life is good — until the day it quietly calls a tool it shouldn't, signs off on a high-risk conclusion with zero evidence, or contradicts itself between step 3 and step 4.</p> <p>The model isn't dumb. The problem is that your agent's "autopilot" has no black box.</p> <p>Airplanes have had black boxes for decades. Agents should too. That's why I open-sourced <strong>agent-audit-mcp</strong> — a cognitive black box that encodes every agent decision into an enumerable, comparable, reproducible state.</p>

Результат

<p>You shipped an AI agent. It runs your RAG pipeline, calls your tools, writes your reports. Life is good — until the day it quietly calls a tool it shouldn't, signs off on a high-risk conclusion with zero evidence, or contradicts itself between step 3 and step 4.</p> <p>The model isn't dumb. The problem is that your agent's "autopilot" has no black box.</p> <p>Airplanes have had black boxes for decades. Agents should too. That's why I open-sourced <strong>agent-audit-mcp</strong> — a cognitive black box that encodes every agent decision into an enumerable, comparable, reproducible state.</p>

Доказательства

Giving Your AI Agent a Black Box: Auditing Every Decision in a 3^9 = 19,683-State Cognitive Space

Источник