The Rubber Stamp: Multi-Model Review Is Not a Second Opinion
Claude writes, Codex reviews. The industry is racing toward cross-vendor review. Five papers converge on one warning: a second model is not a second...
Read →11 entries tagged with Model Council.
Claude writes, Codex reviews. The industry is racing toward cross-vendor review. Five papers converge on one warning: a second model is not a second...
Read →Three Log articles named the same gap and left it hanging. We ran the test. Both found all three failures. The council won on what the scorecard missed.
Read →The Model Council shows confidence scores to one decimal place. 72.3%. 88.7%. 94.1%. The precision is compelling. The precision is also meaningless....
Read →Four models agreed on every claim. The synthesis caught it. They had all pulled from the same training distribution and the same search snippet....
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 →The split-based fenced code block approach was added as a Windows tool corruption workaround. It became the rendering bug that broke the Log for two...
Read →Promise.race timeouts, FK cascade failures, and the Supabase .catch() that silently dropped 57 of 63 deliberation records over six weeks.
Read →