Blog

Notes and updates from the team building Awareness3.

• Auto-Pilot Engineering: Building a Self-Improving LLM Core with Ground-Truth Benchmarks

  August 7, 2026 · Kyu Lee

  We paired an embedded, judge-free benchmark with autonomous research and coding agents. The resulting auto-pilot feedback loop eliminated protocol errors, cut API costs by 45%, and systematically optimized our on-device engine.

• Hello from Awareness3

  August 3, 2026 · Kyu Lee

  Why we're building a calmer way to keep what matters — and what this blog is for.