Notes from the trenches on AI engineering, LLM apps, and the full-stack work that holds it all together.
H Company ships managed computer-use agents with Holo3 at 80.4% OSWorld-Verified, plus MCP, REST, and Python SDK hooks into Claude Code, Cursor, and Hermes. Here is when I pick it over rolling my own browser loop.
Stanford researchers simulated 10,000+ LLM agent communities and found three collective regimes. On math, interaction improves accuracy. On politics, fleets drift right. An Ising-style model predicts both.
Tesla plans employee rides on public roads in Austin, then fold purpose-built Cybercabs into its Robotaxi service days later. The vehicle has no wheel or pedals. Scaling, federal exemptions, and miles still lag Waymo.
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.
A conversation-design playbook for WhatsApp AI: the 4-turn qualify ladder, templates vs free-form, honest handoff, and when the Business App is enough versus API plus AI.
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.
A 404 Media investigation followed a GPS tracker from a rare book shipment to Amazon's Las Vegas VGT3 facility, where workers cut bindings and scan pages for training data.
A demo video buried in macOS Tahoe 26.7 RC shows AirPods with cameras feeding Visual Intelligence. Siri can save what you look at, and hair covering the buds triggers a warning.