Notes from the trenches on AI engineering, LLM apps, and the full-stack work that holds it all together.
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.
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.
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.
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.
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.
Conversion rate optimization for clinics, contractors, and agencies is not ecommerce checkout math. Fix book CTAs, proof, speed, form friction, and AI chat assist on a Next.js lead site so more of your existing traffic becomes a booked call.
Josh D'Amaro wants Disney+ to stop acting like a digital cable box and compete on recommendations. The IP is stacked. The algorithm is not.
EU regulators plan to classify OpenAI's ChatGPT and Roblox as very large online platforms under the DSA. New compliance obligations hit products with very different risk profiles.