How Multi-Model AI Pipelines Lose the Truth at Handoffs

How Multi-Model AI Pipelines Lose the Truth at Handoffs

Consider a hypothetical but representative handoff. A research model returns a careful finding: an association observed in one dataset, in a controlled setting, with limited generalization beyond the domain tested. Correlation, not cause. A preprint, not a settled...

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What It Took to Get Useful Metrics Out of Nginx

The whole thing started with one plain, annoying question: how do we get real metrics out of nginx? Nginx sits in front of basically everything we run, terminating connections, proxying requests, doing its job quietly the way nginx always does. And we had almost no...

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What VAR Teaches Us About the Future of AI Decisions

Football’s most controversial technology may be the best preview of how AI will make decisions everywhere else. Imagine it’s the 93rd minute.The striker breaks through the defense. One touch. One shot. The ball hits the back of the net. The stadium erupts. Players...

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Plex vs. Jellyfin: The Fight for Your Home Media Server

For over a decade, Plex was the main gateway into home media servers for tech enthusiasts, DIYers, and homelabbers alike. If you're unfamiliar with it, think of Plex as your own private, self-hosted Netflix or Spotify. You don't need an expensive server rack or a...

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A Cliché-Resistant Gemma Model for Storytelling

OverviewGemma-4-26B-A4B-StyleTune-V2 is a 26 billion parameter language model maintained by Gryphe that applies targeted stylistic modification to Google's Gemma 4 26B mixture-of-experts base model. The model trains only a single tensor—the lm_head output projection...

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Six Months With Tauri: The Benefits and the Bill

Why I chose Tauri, and what it cost meIn January I had to choose how to build Tabularis. Electron was the obvious option. Three native applications were the romantic option. Tauri looked like the compromise.Six months and 64 releases later, I still think it was the...

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Why “Accepted” Shouldn’t End Your LeetCode Learning

Why “Accepted” Shouldn’t End Your LeetCode Learning

I Used to Think "Accepted" Meant I Was Done LearningWhenever I solve a LeetCode problem, I have a simple objective.Get the green Accepted badge.Move on to the next problem.For a long time, I never questioned that habit.Recently, while solving Matrix Diagonal Sum,...

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Building Persistent Context for Coding Agents

Building Persistent Context for Coding Agents

If you have used a coding agent on anything bigger than a quick script, you have felt this. The agent does real work. It writes the code, runs the tests, hits the API. Then it stops, hands you the result, and waits for you to re-explain the goal, the priorities, and...

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Inside DNP3’s Event-Driven Telemetry Model

Inside DNP3’s Event-Driven Telemetry Model

If you approach DNP3 (Distributed Network Protocol 3) from a background in Modbus/TCP or EtherNet/IP (CIP), your mental model of industrial communications will immediately break. In Modbus or CIP, state management is largely cyclic and stateless at the application...

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Why Your Next Trade After a Big Win Is Often the Worst

Think about the last time you booked a huge win. Now think about the trade you put on right after it. I'd bet money the second one was worse — bigger size, thinner logic, taken faster than usual. The same thing happens after a big loss. You've felt it. The account is...

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Should AI companies be able to outsource safety?

In June, the U.S. government required Anthropic to restrict access to its two newest models by foreign nationals, citing national security and cybersecurity concerns. Unable to verify users’ nationality in real time, Anthropic temporarily withdrew access to the models...

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Flexibility is the new creative infrastructure

Do you work in an environment where being flexible is considered wishy-washy? Or is flexibility considered an asset?  Sometimes in our work environments, flexibility isn’t invoked as a perk. It’s discussed in the same way people talk about oxygen: Either you have it...

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Airbus keeps an A350 flying for 24 hours

Airbus yesterday flew the latest variant of its A350 widebody jet from Australia to France, non-stop, on a route that saw it remain aloft for over 24 hours. The variant is called the A350-1000ULR, which stands for Ultra-Long Range. The plane earns its name thanks to...

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Building a Portable Weather Radar

If you run a large meteorology bureau, then you probably have access to a wonderful weather radar for scrying the heavens. The rest of us aren’t so lucky. If you find yourself bereft of such hardware, though, you could build your own, taking your lead from [Koakno]’s...

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