Jul 2026
I built a tool to find customer pain. Its best output was telling me I was wrong.
Reddit blocks AI crawlers, so I built an MCP plugin to get in. Then it spent three days proving me wrong — about my market, about my wedge, and finally about whether it should be a product at all.
11 min
Apr 2026
Using YOLO for CAPTCHA recognition — 17 phases from demo-ware to production
Quad-signal fusion, 7-layer motor control modelled on neuroscience papers, cost/accuracy tables. The naive approach works in the demo and breaks in the wild — this is the rebuild.
14 min
May 2026 · draft
The dark side of open source in the age of AI
AI collapsed the cost of replicating a SaaS from $500K to $500. That changes the open-source calculus — here's the math with Sentry / HashiCorp / Redis as the evidence.
~10 min
May 2026 · draft
Self-healing selectors: why V-Scrape rebuilds its own extraction logic
Cached LLM-derived extractors + drift detection. How to not pay for the same reasoning twice.
~7 min
Jun 2026 · draft
BYOK is a feature, not a cost centre
Why passing AI provider keys through to the user is the right default for power tools.
~5 min
Jun 2026 · draft
Benchmarking scrapers honestly — methodology behind ScrapeMe
What the 18 scenarios test, why 1,800 points, and how the 9-signal bot-detection score is computed.
~9 min