Notes from the trenches on AI engineering, LLM apps, and the full-stack work that holds it all together.
Cincinnati startup 1872 raised $15M to automate steel skid fabrication with Path Robotics welders and an AI-native Factory OS. The team targets 80% autonomous ops by 2027 while welding costs drop from $0.78 to $0.12 per inch.
Prime Air will expand from 11 drone sites to nearly 500 US cities and towns in 2026, with tens of millions of customers eligible for 30-minute deliveries. Here's how hub radius, pricing, and Walmart's drone race change last-mile automation.
August 2026 Managed Agents updates add allowed_domains and blocked_domains on web_search and web_fetch, memory on self-hosted sandboxes, and a Console Inspector with per-thread cost. Pair with session budgets before you run unattended fleets.
BrowserCode (bcode.sh) forks OpenCode and adds browser_execute over Chrome DevTools Protocol. Reusable scripts land in .bcode/agent-workspace/. Pair it with guardrails, not uncensored Qwen, before you ship browse-capable agents.
Cerebras unveiled CS-4 on August 18: three WSE-3 Turbo wafers, 750 PFLOPS, and up to 30x GPU inference speed. For agent workflows, the headline is wall-clock time per loop, not another leaderboard point.
Cursor's August 19 cloud agent update adds event subscriptions, isolated subagent VMs, /goal for long-lived objectives, and Custom Modes. Here is how I wire those pieces into a shipping loop.
Google DeepMind's recirculation paper adds inference-time recurrence to frozen Gemma 3 checkpoints. Adaptive recirculation cuts perplexity about 23% and lifts GSM8K accuracy about 21%, with almost no extra cost during token generation but slower prefill.
Oxford and UK AISI ran four preregistered studies with 18,978 conversations. AI beat tournament winners, elite debaters, and paid UK canvassers. The edge came from information throughput, not empathy. Speed-matched AI tied the best humans.