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Penmentor uses Claude, Gemini or GPT to mark handwritten calculus work in Xournal++

Penmentor is a tool that integrates with the Xournal++ note-taking app, letting users press a key while writing math by hand so an AI model (Claude, Gemini or GPT) annotates their work on screen with marks resembling a teacher's corrections. Boxing a specific step, like an integral, can trigger an interactive animation built with 3Blue1Brown's manim library to illustrate the concept.

New open-source tool SIwithin sandboxes Claude Code and Codex CLIs with spend caps

A developer released SIwithin, a single-file Python tool that runs AI coding CLIs like Claude Code and OpenAI Codex unattended, restricting them to specified folders and enforcing a dollar budget per run. It uses a loopback proxy to meter Claude API requests with a per-run token instead of the user's real key, and logs one record per run showing cost and completion status. The tool currently works only on macOS and refuses to run on Linux or Windows.

Modder pairs Claude AI with reverse-engineering to fix Oblivion Remastered stutter

Modder LTSharpe used Anthropic's Claude AI assistant to reverse-engineer The Elder Scrolls IV: Oblivion Remastered and build a repeatable benchmarking framework, producing a binary performance fix released on NexusMods. The fix changes no visuals but reportedly boosts frame rates by up to 68% in worst-case scenarios and sharply reduces stuttering, according to user reports.

Researchers Coin 'Gradual Disempowerment' to Describe Rising AI Dependence

Experts cited by CBS News describe a trend they call 'gradual disempowerment,' in which people increasingly hand decision-making over to AI tools like ChatGPT, Claude and Meta's new Muse assistant. Jay Chooi of Robocurve and researcher Jan Kulveit, who co-authored a paper introducing the term, say the shift is being driven by AI's perceived economic and practical value rather than any deliberate takeover by AI systems.

Anthropic report describes staff shifting from tasks to supervising Claude AI agents

Anthropic published an internal report on how its employees now use its Claude AI agents day-to-day, with workers describing a shift from doing tasks themselves to overseeing and managing multiple AI agents, a practice some called 'babysitting Claudes.' The report follows last month's resignation of an employee who publicly warned that the company was 'racing straight to self-improving superintelligence.'

Meta apologizes after No Kings Coalition's Instagram account briefly suspended

Meta disabled the Instagram account of the No Kings Coalition for about an hour during its Oct. 17 nationwide protests, according to company communications VP Andy Stone. Stone said automated systems mistakenly flagged a traffic spike caused by an AI tool from Anthropic's Claude scanning profiles, posts and hashtags, triggering the shutdown; the group says it lost access for hours even after the issue was flagged as resolved.

OpenCode breach exposes API keys, triggers unauthorized AI spending charges

OpenCode, an open-source AI coding tool, disclosed a security breach affecting 1.4% of users of its OpenCode Console platform, where some store API keys for AI services. The company described it as a large-scale distillation attack and notified affected users by email, while developers reported unexpected charges on OpenAI, Anthropic and Google AI accounts, some exceeding $1,000. Anthropic and Google blocked exposed keys, OpenAI worked with OpenCode to restore access and refund credits, and OpenCode said refunds for unauthorized charges are underway.

Inception Labs launches Mercury 3 diffusion-based language model

Inception Labs released Mercury 3, a text-diffusion large language model it says outperforms GPT-6 Luna and Claude Haiku 5.5 on various benchmarks while generating over 1,000 tokens per second. The model supports a 1-million-token context window, up from 260K in Mercury 2.5, and is priced at $0.20 per million input tokens and $0.70 per million output tokens, discounted 50% at launch. Early-access partners are reportedly using it for chat support, tutoring, data engineering, and web-browsing agents.

Anthropic uses Claude AI agents as dedicated 'superfan' monitors for system components

An Anthropic blog post describes how the company assigns Claude instances to dedicated Slack channels, each obsessively tracking the health of a single system component such as its scion-daemon or merge queue. These AI 'superfans' have access to telemetry and logs and work alongside traditional automated alerts, with Anthropic saying they can spot subtle, novel issues that conventional alerting misses.

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