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Built / working products

I still build.

Operating large systems can make technology abstract. Building from zero brings the constraints back: one person, one interface, one decision that has to work.

Different problems.

Evidence before action.

The person keeps control.

01Android · live
LifeLens home screen showing a private photo libraryLifeLens showing storage analysis in plain language

LifeLens

Understand photo clutter without uploading the library or automating the irreversible decision.

Problem
An endless camera roll hides duplicates, clutter, and the memories worth protecting.
Product
Private, on-device photo intelligence with focused review groups and natural-language questions.
Boundary
Uncertain means protect. Similar remains review-only. Android confirms deletion.
02Web · live
ApplyReady comparing a generic application with evidence-led role fit

ApplyReady

Decide whether the experience supports the role before rewriting the application.

Problem
Most job tools optimize language before testing whether the underlying evidence is there.
Product
Deterministic browser-side role analysis, honest gaps, and editable application material.
Boundary
No invented experience, no account gate, no stored resume text, no outcome guarantee.

The operator in the builder

A product is another operating system: inputs, evidence, boundaries, decisions, consequences.

See where applied AI fits →