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Tell me what you’re building.

A knowledge assistant, an agent pipeline, guardrails around a model you already run, or a private on-device product — email a short description of the problem. You’ll get back a straight answer on how I’d approach it, what it would take, and which system here already shows the approach working.

Send three things
  1. The problem What users need, where the current workflow breaks, or what should become easier.
  2. The source of truth Docs, records, APIs, app data, model output, or the system this has to fit into.
  3. The target outcome What a useful first build should prove, plus any deadline or operating constraint.