New section 10 covers the full evolution pipeline: FunSearch-style island
model for population diversity, LLM ensemble (fast+strong) for candidate
generation, multi-stage validation (syntax, schema, nsjail sandbox),
evaluation arena, Nash equilibrium promotion gate (LLM-PSRO), automated
container build/deploy, retirement policy, and evolution dashboard with
lineage viewer and meta tracker. Phase 7 added to implementation plan.
Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
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