3DVR continual intelligence

AI Lab

Build better AI by measuring the behaviors that matter in real life: memory, action, recovery, privacy, continuity, and user control.

Experiment 001 ยท Agent Benchmark v0.1
20

Real tasks

Frozen tasks based on actual personal-agent work, not trivia or synthetic chat puzzles.

8

Capability areas

Memory, reasoning, permissions, tools, continuity, reliability, architecture, and self-evaluation.

Blocked is visible

Missing access does not disappear from the score. A capability gap stays measurable until it is solved.

Provider independent

The same benchmark can follow the system across hosted models, open weights, local inference, and future hardware.

The research loop

  1. Run the agent on real benchmark tasks.
  2. Capture failures with evidence.
  3. Turn failures into tests and system improvements.
  4. Re-run the frozen benchmark.
  5. Promote changes only when reliability improves without unacceptable regressions.