The Asymmetry Week

Coding Costs, Apple on Gemini, and Open-Weight Gains

AI coding tools may cost providers 10x what users pay, Apple rebuilt Siri on Google's Gemini, and DeepSeek's V4 reportedly beat GPT-5.5 on precision.

Chips, Code, and the Edge

Memory drives most of your inference bill, a cost-optimisation layer starts forming around developer tools, and agentic models reach consumer silicon.

Agents and Zero-Days

OpenAI and Notion ship agent platforms while Google confirms the first AI-driven zero-day exploit. This week's AI briefing for engineering leads and security architects.

Million Tokens on a MacBook

Six months ago, running a frontier AI model locally was a research curiosity. This week, the creator of Redis shipped million-token inference on a MacBook. #AI #LocalInference #MachineLearning #DeepSeek #AppleSilicon

Nine Seconds

AI code generation hits 80%, PyTorch Lightning compromised by supply chain malware, and a coding agent destroys production in nine seconds.