3 min read
When generation is free, knowing which AI…
MIT and Wharton data shows massive upstream code gains that fade before release. The highest-leverage move is killing bad agent diffs before they reach a human reviewer.
Blog 388 posts
Notes from the trenches on AI engineering, LLM apps, and the full-stack work that holds it all together.
4 min read
90% of devs use AI coding tools.…
DORA's 2025 survey of nearly 5,000 tech professionals shows universal AI adoption and persistent skepticism about generated code. Here is how I wire trust-but-verify without killing throughput.
3 min read
Shift-left agent testing: let machines burn bad…
Newsletter deep dives on AI coding bottlenecks all land on the same fix: move verification earlier. Here is how I wire test agents and CI loops so human review focuses on risk, not syntax.
7 min read
Where AI saves ops hours first: ranked…
A ranked map of where SMB operators recover hours first with AI and light automation: missed calls, lead chase, FAQ deflection, booking, and CRM cleanup. Effort vs payoff matrix, not another nine-point audit checklist.
6 min read
AI receptionist for salons and spas: deposits,…
How salons, spas, and beauty studios use AI chat and voice to catch Instagram and WhatsApp inquiries after hours, collect deposits, cut no-shows, and keep chairs full without cloning a dental clinic build.
9 min read
The three-layer security stack I use when…
Wiped databases, mass-deleted inboxes, leaked tokens. Prompts did not stop any of it. Here is the infrastructure, runtime, and network defense-in-depth stack teams are shipping instead.
4 min read
Amazon and Walmart shopping bots can spot…
A Columbia Law study found Amazon and Walmart AI shopping assistants detect fraudulent country-of-origin claims but often do not flag them. Detection without enforcement is a product choice.
5 min read
Ant's Ring-2.5-1T-Zero trained a trillion-parameter reasoner with…
InclusionAI's Ring-Zero paper scales zero RL with verifiable rewards to 1T parameters. Ring-2.5-1T-Zero hits 84.2% on AIME 2026 in stage one and spontaneously develops self-verification, parallel reasoning, and context anxiety.