Now

Right now I’m building Aira — a system for interpreting communication and clarifying response.

The focus is not generation, but correctness: outputs that identify signal, intent, and appropriate action in a way that holds.


What I’m doing now

Current focus and direction.

Current focus

  • Tuning interpretation outputs for reliability
  • Defining constraints that prevent overreach
  • Building a system that can be used repeatedly without correction

How I’m working

Constraints guiding the work.

Constraints I’m honoring

  • Clarity over novelty
  • Small surface area
  • Durability over speed
  • Simple defaults; fewer knobs
  • No interpretation beyond what can be supported

Non-goals

  • Performative intelligence
  • Overconfident outputs
  • Systems that require constant correction
  • Complexity without improved accuracy