16—18 OCTOBER 2026Begin with
the hard questions.
Forty research reports explore voice, memory, autonomy, personality, and the systems around them. The goal is to understand what an assistant must do before choosing how to build it.
FROM THE PROJECT’S PRINCIPLES“Safety lives in code, not prompts.”
AGENTS.md / Conventions
18 OCTOBER 2026Let the laptop
have a say.
Audio processing, encrypted storage, and WebGPU are tried on the owner’s Windows laptop. Memory pressure, path limits, and even a microphone noise gate become part of the design.
GROUND TRUTHOne Windows laptop.
Real constraints.
Toolchain spike / Hardware experiments
19—21 OCTOBER 2026Build. Question.
Think again.
Independent reviews challenge the contracts, permissions, realtime behavior, and recovery model. Findings become revisions. The first milestone gets smaller. The foundations get more deliberate.
A CONCRETE CHECK383 passing
SQL checks.
Documented v2.2 harness result. Targeted persistence validation, not an integrated assistant benchmark.