Notes from the trenches on AI engineering, LLM apps, and the full-stack work that holds it all together.
At Beijing's World Humanoid Robot Games, Tiangong Ultra clocked 9.39s in the 100m, faster than Usain Bolt's 9.58s world record. I broke down what the sprint times actually mean for factory deployment and why braking still looks unsolved.
When an agent can fetch URLs, read local files, and send messages in one session, a malicious page can steer all three. Promptfoo's OpenClaw lab shows why browsing and outbound action must not share one trust boundary.
Anthropic shipped faster reconnects, phone-to-machine session start, and live model sync for Claude Code Remote Control. Here is how I use it without losing my local MCP stack.
A controlled arXiv study found 5–28x cost gaps between agent scaffoldings, but paired MCP-vs-CLI ratios swung from 0.43x to 29x. Here is how I read the headline without ripping out MCP.
DeepSeek's August 2026 vision variant adds screenshots and charts to V4-Flash agents with a 384-token image cap and no vision surcharge. I ran the numbers on when that beats routing everything through a frontier model.
Gemini Canvas can turn spreadsheet tabs into a shareable interactive dashboard without exporting to Looker first. Here is the workflow I would use for client ops trackers and content calendars.
OpenAI added native transparent PNG output to GPT-Image-2 in API preview. Here is how to call it, what breaks in production, and when you still need a cutout pass.
Greptile's TREX layer runs PR branches in sandboxes and attaches logs, screenshots, and traces to review comments. Here is what that means for teams shipping with Cursor, Claude Code, and other agentic coding tools.