The Perimeter: What the Instrument Cannot Enforce
How four AI coding agents were compromised without breaking containment and why the fix is a perimeter at every trust transition.
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How four AI coding agents were compromised without breaking containment and why the fix is a perimeter at every trust transition.
Read →A critic cannot audit what it cannot read. The acceptance-criteria handshake is not a prompt. It is the architecture that makes the Consensus Lie...
Read →The response card said GPT-5.6 Terra. The Execution Metrics said FALLBACK_TRIGGERED. GPT-4o wrote that analysis. The swap was silent, invisible, and...
Read →Microsoft ran 18 controlled experiments. Coding agents with their own test suite scored 221 out of 222 while the reusable library they were hired to...
Read →Every architecture article about the Model Council assumes the roster exists. This one explains where the models come from. Four cognitive personas,...
Read →Same question. Same four models. Three execution modes. The verdict moved from 54% to 73% as the reasoning topology deepened. Extended and Graph...
Read →The Model Council does not vote. It cross-examines. Tracing a real deliberation through three rounds of structured conflict: code blocks, claim...
Read →A circuit breaker is not a budget control. It is a quality signal. Three yield points in the debate engine catch broken processes before they consume...
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