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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

aiautomationquantumcomputing
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ExternalSoftware Engineering
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Two Projects, One Problem — What PlannerCritic and AdversarialDebate Each Got Wrong

I built two systems this year that try to solve the same problem from opposite directions. PlannerCritic puts an LLM critic in a loop with a deterministic gate layer. The gates own the safety contract. The critic is advisory. A planner decomposes a goal into a typed plan. A critic audits every subtask. The plan is revised until approval — or escalated to a human. AdversarialDebate puts two LLMs in a structured debate. The protocol owns the independence. The models are the evidence. Two reviewers

aihealthydebatedogfood
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ExternalSoftware Engineering
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How to Send Form Submissions to Notion Automatically Without Zapier

If your team lives in Notion, your website contact form probably does not fit into that workflow. A visitor fills out your form. The submission lands in an email inbox somewhere, separate from the Notion workspace where your team actually manages clients, projects, and leads. Someone has to notice the email, copy the details, and paste them into Notion by hand. On a busy week, that step gets skipped. The enquiry sits in an inbox nobody checks until it is too late to reply. Moving data from email

notionformintegration
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ExternalSoftware Engineering
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ROBOTICS IS MORE THAN HARDWARE AND EMBEDDED SYSTEMS

I have been thinking about how loosely the word robotics is sometimes used. Build a circuit, connect a sensor to an Arduino, control a motor, and the project is immediately described as robotics. There is nothing wrong with building those systems. In fact, they are important building blocks for many robots. The problem is that we often confuse the components and technologies used to build a robot with the discipline of robotics itself. Hardware engineering, embedded systems, and robotics overlap

hardwareiotrobotics
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ExternalSoftware Engineering
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PAGI: What happens to a Send in Flight?

Introduction 2026-08-28 · PAGI 0.002006–0.002007 (core spec 0.5 / Www sub-spec 0.4) · PAGI::Server 0.002011 If you've been watching the PAGI changelogs this month you've seen a burst of settlement, transition order, and RST_STREAM. This post explains what that churn actually was, why almost The short version for a normal request/response app: your entire upgrade Awaited sends can now fail if your events are The trigger was framework work, not server work. While building a streaming observed y

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