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Study of 700+ firms finds AI coding agents boost code volume, not shipped software

A study covering more than 700 software companies found that AI coding agents raised lines of code by 30 percent, commits by 20 percent, and pull requests by 23 percent, but did not meaningfully increase the rate at which firms resolved tracked features or issues in tools like Jira. Researchers attribute the gap to code review, which took 49 percent longer on average after AI tools were adopted, with more revisions required and more reviewer comments per pull request.

Essay argues AI progress will make human thinking obsolete for most work

A new essay contends that rapid gains in AI performance, falling costs, and round-the-clock availability are pushing artificial intelligence to replace human cognitive labor across a widening range of tasks. The author cites OpenAI's progress on previously unsolved math problems as evidence of accelerating capability, contrasting it with stagnant or declining human proficiency in information-processing skills. The piece predicts that thinking itself could become a hobby rather than a necessity as AI takes over cognitive work.

Meta unveils Muse Wonder and Muse Wonder Full AI models

Meta has released two new AI models, Muse Wonder and Muse Wonder Full, trained at its gigawatt-scale Prometheus data center. The company says the models build on earlier work shown with Muse Spark and post state-of-the-art results on benchmarks covering agents, memory, and coding, including domain-specific tests in law, finance and health such as Harvey's Legal Agent Benchmark.

YC-backed Agent37 launches low-cost sandboxes for running AI agents

Agent37, a Y Combinator F26 startup, has launched a platform offering sandboxes to run AI agents such as Hermes, OpenClaw and Claude Code at what it says is under 10% of the cost of competing providers. Founder Vishnu says the company's customers average $0.37 per sandbox monthly, and the startup now offers a free tier that costs it roughly $0.05-$0.10 per user per month, with over 90% of new signups on that plan.

Developer builds interactive Casio F-91W demo using XState statecharts

A developer created an online, interactive model of the Casio F-91W digital watch that implements its logic using the XState statecharts library, building on an earlier digital recreation by Alexis Philip. The project pairs the watch interface with the Stately visualizer so users can see states and transitions as they interact with the watch, referencing David Harel's 1987 statecharts paper which originally used a digital wristwatch as its example.

Report details which driving habits drain EV batteries fastest

A roundup of findings explains that highway driving, high speeds and hard acceleration drain EV batteries faster than stop-and-go city driving, partly because highway trips offer less opportunity for regenerative braking. Climate control systems, especially heaters, also reduce range noticeably, while infotainment and navigation systems have minimal impact. A 2025 Recurrent study found EV range can drop nearly a third below freezing and about 18% at 100 degrees, with cargo and passenger weight further cutting range.

New open-source tool REA lets AI agents reverse-engineer apps and binaries

A new toolkit called REA connects coding agents to analysis tools for native binaries, JavaScript/Electron apps, .NET assemblies and websites, letting developers ask an agent to investigate how a feature works and rebuild it. Setup is done via 'npx rea-agents setup' and supports agents including Claude Code, Codex, Cursor, Gemini CLI and Grok Build, with analysis running locally and optional integration with Hopper, Ghidra or IDA for native code.

Developer finds LLM-generated 'Implementation Decision Records' often too vague to be useful

Will Lachance describes his experience using Implementation Decision Records (IDRs), a practice he devised to get better output from LLM coding agents and keep a durable log of implementation decisions. He found that when given a vague prompt, an agent will often just fill in the IDR with a generic restatement of what it already intended to build, producing a document that is lossy and arguably worse than a plain code diff.

Google and Apple offer tools to manage accounts after a user's death

Google's Inactive Account Manager, launched in 2013, lets users set their account to delete or forward data to up to 10 trusted contacts after three, six or 12 months of inactivity. Without this setup, Google automatically flags accounts for deletion after two years of inactivity, detected via sign-ins or app usage. Family members can also contact Google directly to request deactivation of a deceased relative's account early, though they won't receive any of the account's data.

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