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.
Signals (public preview) watches Managed Agents and Inference Engine traffic for interaction, tool execution, and infra failures, then one click exports flagged sessions into Evaluations scenarios. Simulations replays those multi turn conversations in Harness Runtime sandboxes against Claude Code, Codex, or OpenCode candidates so you can grade a fix before users see it…
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…
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…
HCLTech will stand up an Anthropic Business Unit and CoE for Claude deployments, while HCLSoftware embeds Claude and Claude Code into products such as BigFix and AppScan, and HCLTech's AI Force platform will use them for IT support and code remediation under policy guardrails and human oversight…
The free Tauri desktop app (macOS, Windows, Linux) keeps a central library in /.skillshub , then syncs skills by symlink or copy to 46 built in tool adapters plus custom dirs, with Explore installs from curated lists or Git and bulk enable/update across global or project scope…
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