Blog 385 posts

Notes from the trenches on AI engineering, LLM apps, and the full-stack work that holds it all together.

Unitree's 460% IPO pop made a $16B robot king. The software moment is still years out.
5 min read

Unitree's 460% IPO pop made a $16B…

China's first listed humanoid maker closed 460% above its IPO price on Shanghai's STAR Market, valuing Unitree near $50B. Founder Wang Xingxing says the real ChatGPT moment for robotics is 2 to 10 years away. Here's what the prospectus and debut actually tell builders.

AI quotation automation for contractors: parse, price, approve
7 min read

AI quotation automation for contractors: parse, price,…

How contractors and service businesses automate quotes without inventing prices. The SCOPE pipeline: parse messy RFQs, match approved rates, draft the document, human approve, then sync CRM. Practical stack with n8n, Postgres, and GoHighLevel.

Cursor Origin is code hosting built for agents, not humans browsing GitHub
4 min read

Cursor Origin is code hosting built for…

Cursor launched Origin on the same day GitHub melted down. Repos, PRs, GitHub sync, and agents in one surface. Here's what shipped and what I'd actually migrate.