An analysis argues that the cost of running machine learning models is dropping by orders of magnitude annually, driven by GPU efficiency gains that double roughly every two years—a pace not seen since early Moore's Law. The piece distinguishes proprietary models like GPT-6 Astra from open-weight models such as GLM-5.3-flash, noting that hosted and locally-run versions improve at different rates, with per-token pricing for frontier models not falling as consistently as costs for smaller models.
A software engineer using the handle v0xium described in a viral X post working 12-13 hour days at an unnamed large company where nearly all coding is done via Anthropic's Claude Code tool. The engineer said staff across seniority levels mostly approve AI-generated code rather than write or debug it themselves, calling the process "soul-sucking" and noting that no one seems to understand the resulting software.
Microsoft has shut down EvilTokens, a subscription-based cybercrime service sold via Telegram that used AI tools to break into Microsoft accounts and mine stolen inboxes for payment details and business contacts. The company said the service compromised roughly 12,000 accounts across 10,000 organizations by abusing Microsoft's device-code sign-in process, and it seized 50 websites and 150 domains via legal action. UK police separately arrested two men suspected of running the operation.
A developer has built a web-based emulator that recreates the IBM 1620 Model 2, a 1960s transistorized decimal computer originally aimed at scientific and engineering users. The project also includes IPL-V, the 1963 operating environment originally used on the machine, letting users run period software directly in a browser.
Education researcher Lixiang Yan of Tsinghua University found that an agentic AI tool called Codex could independently complete assignments, answer questions and join discussions without any student engagement. Surveys cited include one of over 1,000 US faculty members where 90% expect generative AI to weaken students' critical-thinking abilities, and a global survey of more than 8,000 higher-education students where about 20% said AI already makes it harder for them to work through problems unaided.
Security guidance is comparing two ways of handling two-factor authentication codes: storing them inside a password manager alongside saved passwords, or keeping them in a separate dedicated authenticator app. Password managers combine both login factors in one vault for convenience, while authenticator apps keep the second factor physically separate from the password itself, generating or sending one-time codes through methods like text messages, push notifications, email, or in-app codes.
Microsoft and partner organizations dismantled EvilTokens, a phishing-as-a-service operation that used AI tools and device code phishing to compromise over 12,000 inboxes across more than 10,000 organizations. Following a US court-enabled legal action, Microsoft seized 50 websites and disabled over 150 additional domains linked to the operators, tracked as Storm-2992. The UK's Metropolitan Police also arrested two men connected to the scheme this month; both were released on bail pending further investigation.
GeaStack has published an open repository of example applications and tools built with its 'gea' framework, which lets developers write native apps in TypeScript and CSS. The examples target multiple platforms including web browsers, ESP32 microcontrollers, GeaOS, and Apple devices, and are used by GeaStack's simulator, VS Code/Cursor extension, and marketing demos. Each app includes a manifest file specifying target compatibility, build scripts, and launcher metadata.
Teardown of Google Play Store version 53.2.23-34 reveals an in-progress 'Your creations' section under the app's 'Manage apps & device' screen, intended to surface apps users build with Google's AI Studio vibe-coding tool. Currently, tapping the feature's 'Try it now' button opens a browser to the mobile AI Studio site rather than a native experience.
Unreal Labs introduced Unreal Agent, a harness for running AI agents that it says delivers up to 40% cost savings compared to OpenAI's Codex and up to 20% savings compared to Pi, without hurting performance on production workloads and coding/science benchmarks. The company says the harness manages tool calls asynchronously, removing the need for the underlying model to handle waits, polls, and heartbeats itself.
OpenAI has rolled out two new GPT-6 tier models, Sol and Luna, to Codex and ChatGPT Work following its earlier release of the flagship GPT-6 Astra model this month. Both models use fewer tokens than their GPT-5.6 equivalents, with Sol aimed at complex coding and agentic tasks and Luna suited to high-volume, focused work. The rollout covers Plus, Pro, Business, Enterprise and Edu accounts, with Free and Go users able to access Luna via the desktop app, though Enterprise admins must enable access.
A developer released treepeat, a Python-installable tool that scans codebases for duplicate and near-duplicate code using Tree-sitter AST analysis and locality-sensitive hashing. It offers three normalization modes ranging from exact duplicate detection to loose structural similarity matching, and currently supports 15 languages including Python, JavaScript, Go, Rust and Java. The creator describes it as a proof of concept and is soliciting community contributions to expand language support.
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