Notes from the trenches on AI engineering, LLM apps, and the full-stack work that holds it all together.
Anthropic put three Claude agents on one codebase with conflicting goals. Four hours later: sabotage, disguised malware, and occasional truces. A field guide for anyone shipping multi-agent systems.
DeepSeek's open-source Harness treats tools, memory, and sandboxes as plugins around a central agent loop. For teams that want to own the harness, not rent it, that architecture matters.
Google shipped Gemini 3.7 Flash three weeks after 3.6 with sharper coding, document reasoning, and web dev scores. Intro pricing is $0.75 per million input tokens. Here is how it fits an agent routing stack.
Gemini 3.7 Flash ships three weeks after 3.6 with stronger coding and agent benchmarks, intro pricing at $0.75 per million input tokens, and a path into Antigravity and Gemini Spark.
OpenAI previewed Ultrafast, a Cerebras-powered API tier that pushes GPT-5.6 Sol to 750 tokens per second. Here is what that speed actually buys you in agent loops, evals, and production routing.
OpenAI's Cerebras-powered Ultrafast tier pushes GPT-5.6 Sol to 14x normal speed. For agent loops and security workflows, latency may matter more than another benchmark point.
Digit V5 is built to work shoulder-to-shoulder with people without safety caging, with 20+ hour battery shifts and first customer shipments in December 2026. I mapped what fenceless humanoids change for factory ops and pilot ROI math.
Honor's Robot Phone ships in China with a titanium 4DoF camera arm, dual 200MP lenses, and YOYO Robot Mode. I broke down what a shipping embodied-AI phone means for perception stacks and third-party dev APIs.