GAN-inspired adversarial development loop — Planner directs Generator + Evaluator in fresh cmux panes, gated by hard pass/fail per deliverable. Adapted from Anthropic's harness-design guidance for long-running agentic apps.

Stage adversarial Claude debates: two counsel agents argue, a judge rules

Adversarial multi-agent investment due-diligence. Milan AI Week / lablab.ai hackathon. SEC EDGAR + earnings call audio + Bull/Bear/Reconciler agents on Gemini 2.5 Pro + Featherless Qwen3 + Speechmatics, hosted on Vultr.