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Meta launches Muse Wonder and Muse Wonder Full for agentic tasks and frontier coding

Muse Wonder is live today on the Meta Model API and Muse Code (Wonder Full for Muse Code subscribers), aimed at personal and professional agents with Active Memory, Active Focus, and frontier coding for building apps and games. Meta says both models lead on agent, memory, and coding benchmarks and will soon power more of Muse for subscribers first.

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Undo survey: 81% of engineering leaders saw an AI-coding-linked production outage in six months

Coleman Parkes polled 300 senior leaders at large US and UK mission critical shops for Undo and found 81% had an AI tool linked production incident or outage in the prior six months, with engineers averaging 16.9 hours a week debugging versus 9.8 writing code. 35% of AI generated code reached production before teams fully understood it, and 79% said release cycles were no faster…

LeadDev

Microsoft's Cabra benchmark finds code understanding, not edit volume, is what trips up coding agents

Across 6,840 synthetic call graph refactoring tasks, six agents in Copilot's harness stayed near perfect by scripting around size with tools like grep , while plain LLMs degraded; on SWE bench Verified traces, the count of read and analyze tool calls predicted failures better than lines edited. A new task that merges two near identical classes finally broke the agents, and code plus data are open at github.com/microsoft/CABRA…

Atticus is a free hold-to-talk Mac assistant that runs on Claude Code with no API key

Hold ⌃⌥Space and speak: Apple's on device speech stays local, simple opens and window moves skip AI ( 0.08s), and harder asks go through claude p on your existing Claude Pro/Max plan ( 0.14¢ per ask) while learned shortcuts replay without AI. MIT, needs macOS 26+ and Claude Code; Safe mode sandboxes writes to a scratch folder and prompts before deletes, sends, or buys…

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