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Architect2026

AI Browser Stack

A self-evolving browser-automation stack: feedback kernel + high concurrency + a flywheel (distill → gate → promote → evolve).

Built around a feedback kernel so the system strengthens from real runs.

Large-scale audits and benchmark-beating drive continuous iteration.

Highlights

  • High-concurrency, anti-blocking, self-evolving
  • Feedback kernel: perception cache + state verification + fail-closed
  • Flywheel loop turns each run's experience into reusable strategy