Blog 385 posts

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

From SDLC to ADLC: how I orchestrate agents without drowning in PRs
6 min read

From SDLC to ADLC: how I orchestrate…

Agents write at machine speed. Humans still own merge. An Agentic Development Lifecycle playbook: guardrails, test agents, review tiers, and what to discard before it hits your queue.

AI agents write 741% more code. Releases rise 20%. Here's the data.
6 min read

AI agents write 741% more code. Releases…

MIT and Wharton tracked 100,000+ GitHub developers through the full pipeline. Code volume explodes. Shipping barely moves. What the attenuation effect means if you run agents today.

Anthropic filed confidential IPO paperwork at a $965B valuation. Here's what builders should watch.
4 min read

Anthropic filed confidential IPO paperwork at a…

Anthropic's confidential S-1 keeps the option open for a public listing while enterprise Claude revenue hits a $47B run rate. What confidential filing means, and what changes for teams shipping on Claude.