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.

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

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.

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

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

OpenAI ships workspace agents, YourMemory open-sources agent memory, and DeepSeek V4 offers frontier performance at lower cost. New options across the agent stack, while server CPU supply tightens.

Anthropic launches Claude Design knocking Figma 7%, valuation hits $800B on $30B revenue, and Microsoft fields in-house AI models on Azure.

Anthropic's Mythos Preview redrew frontier AI deployment — an autonomously zero-day-chaining model gated to 40 partners under Project Glasswing. Wall Street trialled it, the Fed and Treasury urged deployment, and the DoD flagged Anthropic as a supply-chain risk — all in one week.

Big Tech's capital race is breaking AI labs' integrity, while China's chip gap holds at 5–10 years and quantum attack estimates just collapsed from millions of qubits to 25,000.

AI sycophancy, a blocked Pentagon ruling, Sora's death, and a 6x memory breakthrough, four enterprise AI assumptions shifted this week.