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What building Atom taught me about designing AI for learning: where AI tutors work, where they fail, and why education needs more than a chatbot. The Problem We Wanted to Solve For a long time, one of the biggest problems in STEM education hasn't been access to information.
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AI video teams have more model choices than ever, yet model selection is still often reduced to a leaderboard question: Which generator is best? That question is too broad for production. A model can look excellent in a benchmark and still be the wrong choice for a particular shot. A
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The most threatening parts of modern infrastructure are often not the ones engineers cannot see, but the ones everyone stopped remembering. Incident At 2:17 a.m., I was convinced we were chasing a network problem. My team was 3 hours into diagnosing a slowdown event that impacted compute capacity
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The title of this article is why I ended up building an open-source drone simulator that runs in a browser tab, and everything that silently broke on the way there. SkySim Demo We are living in an era of the beginning of intelligent autonomous vehicle systems, and drones play a
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I want to start with a bug, because this whole rewrite is really an answer to it. Imagine I'm running an MCP server in production, three instances of it behind a load balancer that spreads incoming requests across them. A client connects and the first instance answers. Under
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Recently, due to the rapid growth of WordPress websites, crawling the existing database of tens of millions of WordPress websites has become a challenge. And why bother when Big Data is available? Everyone’s goals can be different, with good intentions, malicious ones, or even not-so-malicious ones. 😃 I’m an
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There is a version of network engineering where you get a maintenance window. Somebody sends a calendar invite, everyone agrees that Sunday 2 a.m. to 6 a.m. belongs to you, and if you overrun by twenty minutes the worst thing that happens is an apologetic email. I have
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There is a version of the next fifty years that looks like a miracle. Cancers caught and reversed before a patient ever feels sick. Fusion reactors humming quietly, uncracked, delivering power nobody has to ration. Crop yields doubling in soil we'd already written off as exhausted. Poverty, the
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As AI integrations rapidly evolve from simple API wrapper scripts to fully autonomous agents, software engineers and enterprise architects face a set of critical performance, cost, and reliability bottlenecks. Building production-grade agentic systems requires moving beyond naive prompt chaining. When an agent is granted agency, the ability to execute function
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The most effective way to hide force may be to describe it perfectly - as a process. A missile strike can become a targeting operation. Civilian deaths can become a collateral estimate. Surveillance can become risk assessment. Occupation can become security management. Escalation can become something to optimize. None of
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From what I have experienced most app. observability dashboards start with an average because it is familiar and easy to calculate. If an exporter gives you the usual histogram _sum and _count metrics, rate(sum) / rate(count) gives you mean latency, but the number it produces is not necessarily representative
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Melbourne, Florida, September 2nd, 2026/CyberNewswire/--Less than three months after its commercial launch, OpenMatter Network today announced a significant expansion of the platform with new capabilities that make it easier for enterprises, developers and researchers to build, deploy and collaborate using sensitive data and AI while maintaining cryptographic control
