Ran the comparison harness end-to-end against a production model with an
LLM-judge, deployed live: debate wins quality (0.840, ~3x tokens), pipeline is
best value (0.790, cheapest), swarm is strictly dominated. Efficient frontier
{debate, pipeline}; the ranking changes vs the offline proxy — confirming
topology is a measurable quality/cost lever with §5 authority-invariance intact.
Co-Authored-By: Claude Opus 4.8 <[email protected]>
Working draft consolidating the platform: thesis, related work (ADAS/Darwin-
Gödel/SwarmAgentic + Autonomous Organizational Evolution), the topology model +
classifier, the safe-execution result (authority is topology-invariant — the §15
contract holds across any topology because the orchestrator only sequences safe
turns), the comparison harness + Pareto + workflow-of-topologies, preliminary
offline results, limitations/future (real-model runs, evolution), and a
reproduction section. Empirical tables are offline/illustrative placeholders.
Co-Authored-By: Claude Opus 4.8 <[email protected]>