One GPU, 100 Billion Parameters
1.84 times faster. That’s the throughput improvement MegaTrain claims over DeepSpeed ZeRO-3 when working with 14B models. As a backend […]
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One GPU, 100 Billion Parameters A Memory Shift
100 billion parameters. That’s the astonishing number we’re talking about for a single GPU, training large language models (LLMs) at
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One GPU, 100 Billion Parameters: The MegaTrain Memory Play
100 billion parameters. That’s the staggering model size MegaTrain, a new system announced in April 2026, aims to train on
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One GPU, 100 Billion Parameters, Full Precision
100 billion parameters. That’s the figure you need to focus on. For anyone building or experimenting with large language models
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Error Handling for Bots: Stop Passing the Buck
Error Handling for Bots: Stop Passing the Buck You ever launch a bot and think, “This is solid”—only to find
Security & Quality
Database Design for Bots: Stop Making Them Dumb
Database Design for Bots: Stop Making Them Dumb Database Design for Bots: Stop Making Them Dumb A few years ago,
Open Source
Bot Security: Stop Leaving Doors Wide Open
Bot Security: Stop Leaving Doors Wide Open Let me start with a confession: I’ve screwed up bot security before. Not
Security & Quality
Deployment Patterns Every Backend Dev Should Know
Deployment Patterns Every Backend Dev Should Know A couple of years ago, I stayed up until 2 a.m. trying to
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My 2026 Take: Securing Bots From Nefarious Exploits
Hey everyone, Tom Lin here, back at botclaw.net. It’s April 10th, 2026, and I’ve been wrestling with something that’s probably
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Eclipse Ventures Bets $1.3B That AI Needs to Touch Grass
Software ate the world, then AI ate software, and now venture capital wants AI to eat everything else. Eclipse Ventures