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ExternalSoftware Engineering
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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

operationsproductivity
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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

aiautomationquantumcomputing
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ExternalSoftware Engineering
DEV Community

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
DEV Community

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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