Writing

3 min read

How I built ConvertStatement — a bank statement PDF parser — from scratch in 14 days. The tech, the tradeoffs, and what I'd do differently.

2 min read

56 unstructured clips from a Europe trip, edited into a finished film by a pipeline where Whisper finds the speech, local models score 10,000 frames, and Claude Opus acts as creative director. Five iterations to 'I like it'. Open source.

2 min read

A full SMM automation suite for Pixovo — AI-written posts for X, Instagram, Threads and Facebook, scheduled and published on autopilot. 117 posts later: zero organic signups. Here's the system, the numbers, and why it failed.

2 min read

A daily computer-use agent that sweeps news sites and social platforms for mentions of a marketplace brand and its competitors, classifies tone, and writes a report. It surfaced an emerging wave of user complaints on Reddit before anyone on the team saw it.

1 min read

How we measure search quality on a classifieds marketplace: an AI agent runs the top-100 real user queries weekly, judges ~50 results per query for relevance, and tracks precision over time — replacing a manual annotation effort nobody could afford.

2 min read

I'm starting a product factory — shipping SaaS tools one at a time, documenting everything along the way. Here's why, and what to expect.