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ExternalSoftware Engineering
DEV Community

Microsoft Strips Copilot's Free Features — and Puts Deep Research Behind a Subscription

Open the Microsoft Copilot app this week and it may be missing a few things you used. As of 18 August, Microsoft began retiring a clutch of free consumer features — the standout being Deep Research, the tool that turned a prompt into a long, sourced report — while it folds its two Copilot apps into one. The most useful of them doesn’t vanish so much as move: the in-depth research successor now sits behind a paid Microsoft 365 plan. Answer first, because the shape of the change matters more than

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ExternalSoftware Engineering
DEV Community

Why Workflow Automation Fails When Nobody Owns the Handoff

Workflow automation is often described as a tooling problem. A team sees repetitive work, connects a few systems, and expects the process to become reliable. But many workflow failures begin earlier, with a basic operating question that nobody has answered: who owns the next handoff? When ownership is unclear, automation can make an existing process move faster without making it dependable. A lead may be captured, enriched, and routed, yet still wait because no person or system is responsible fo

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ExternalSoftware Engineering
DEV Community

Human-Aligned Decision Transformers for satellite anomaly response operations for extreme data sparsity scenarios

Human-Aligned Decision Transformers for satellite anomaly response operations for extreme data sparsity scenarios The Moment the Satellite Went Silent It was 3:47 AM on a Tuesday when the telemetry stream from the GEO-7 communications satellite dropped to zero. I was testing a reinforcement learning agent I'd been developing for autonomous satellite operations, and I watched in real-time as my carefully trained policy—one that had achieved 98.7% accuracy in simulated anomaly scenari

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