▸ AI model releases: Gemini 3.7 Flash and GPT-5.6 Sol Ultrafast (via Cerebras) push speed and intelligence, with Flash iterating just three weeks after 3.6 Flash.
▸ Agent harnesses: DeepSeek Harness introduces a plugin-based architecture for coding agents, signaling a shift toward modular, extensible agent frameworks.
▸ AI watermarking: Two pieces debate the feasibility of text watermarks: one explains the technique, another argues they're trivially removable, with EU AI Act enforcement looming.
▸ DRAM security: A new exploit tool unlocks CPU secrets via DRAM scrambling on AMD Family 16h, exposing hidden carveouts like PSP and SMM.
▸ Systemd performance: A GitHub issue reveals that a single log line can cause 49KB+ (ext4) or 110KB+ (btrfs) of disk writes in systemd-journald, sparking IO efficiency concerns.
▸ Open source AI: Mistral OCR 4.1 and DeepSeek Harness highlight the growing open-source AI ecosystem, with new capabilities and community adoption.
▸ Web preservation: A crawl of 657,607 old links finds 76.7% dead, quantifying the fragility of the web and sparking discussion on digital preservation.
▸ Electric aviation: Heart Aerospace's X1 demonstrator becomes the largest electric aircraft to fly, marking a milestone in sustainable aviation.
▸ AI understanding: Geoffrey Litt argues that understanding AI-generated code is the new bottleneck, proposing techniques like explainer docs and micro-worlds.
▸ Supply chain security: A supply-chain attack on LiteLLM leaks terabytes of credentials from major companies, highlighting risks in AI tooling.