Notes from the trenches on AI engineering, LLM apps, and the full-stack work that holds it all together.
Apple filed for a preliminary injunction to block two ex-employees and OpenAI from using alleged stolen secrets. Here is what the motion reveals about who might build the post-smartphone AI device.
Black Forest Labs opened FLUX 3 Video for text and image to video up to 20 seconds at HD, with dialogue, lip sync, multi-shot scenes, and draft mode for cheap iteration. Open weights are still on the roadmap.
Claude for Microsoft 365 can run a first-pass contract review with tracked changes in Word. Here is the workflow I would use before signing vendor or client agreements.
Cursor's August 2026 cloud agent update optimizes MCP tool schemas, skills injection, and computer-use loops. The team reports up to 30% lower token usage and 80% better computer-use efficiency.
Cursor released Mixture-of-Kittens under Apache 2.0, a fused MoE training megakernel for Blackwell NVL72 racks. It hits 2.37x faster MXFP8 forward vs public baselines and 1.41x end-to-end throughput on 512 GPUs.
anydoc is a pure Rust document parser from Firecrawl that turns Word, Excel, PowerPoint, PDF, and ten other formats into consistent GitHub-Flavored Markdown. Median conversion is 4.4ms, MIT licensed, with Rust, Node, Python, WASM, and CLI bindings built for agent pipelines.
Google's open-weight DiffusionGemma denoises 256-token blocks in about 12 passes, reaching roughly 1,500 output tokens per second on a single H100 at batch size 1. Here is where that speed matters, what you trade away, and how to serve it with vLLM.
Nous Research's Herald release adds streaming voice with barge-in, A2A v1.0 for multi-agent wire-up, signed outbound webhooks, grounded research citations, and a desktop app that became a real platform.