16h ago · 4 min read · The AI Infrastructure Revolution: How Self-Hosting Became Mainstream in 2026 In 2026, we're witnessing something remarkable in AI infrastructure: the pendulum has swung from "cloud everything" to "own everything," but this time with production-grade ...
Join discussion16h ago · 4 min read · The AI Infrastructure Revolution: How Self-Hosting Became Mainstream in 2026 In 2026, we're witnessing something remarkable in AI infrastructure: the pendulum has swung from "cloud everything" to "own everything," but this time with production-grade ...
Join discussion2d ago · 11 min read · Serving a large language model in production is a solved problem — until your traffic doubles, your structured output pipeline slows to a crawl, or your cloud bill arrives. The choice of inference engine determines how many GPUs you actually need, ho...
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Apr 16 · 10 min read · Why Every Production AI Team Needs an LLM Gateway Enterprise spending on LLM APIs surpassed $8.4 billion in 2026. The teams burning the most aren't the ones with the largest models — they're the ones without a routing layer between their code and the...
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Apr 14 · 5 min read · When developers scale LLM workloads to production, one question always comes up: which GPUs should I use, how many will I need, and how much is this going to cost me? Not a back-of-the-envelope guess
Join discussionApr 12 · 14 min read · MCP Ecosystem in 2026: From Experiment to 97 Million Installs Seventeen months ago, Model Context Protocol was an internal Anthropic project. Today it is the infrastructure backbone of the agentic AI era — with 97 million monthly SDK downloads, 10,00...
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Apr 13 · 4 min read · Real-time audio AI isn't a model problem. It's a state synchronization problem that most teams haven't started thinking about. We've spent two years optimizing text-in, text-out latency. Pushed context windows to millions of tokens. Built elaborate c...
Join discussionApr 12 · 4 min read · The interface-capability gap is the quiet scandal of modern AI deployment. Voice mode feels like the future. You speak, it responds, the interaction melts away. But here's the thing: that fluid experience you're having? It's probably running on a mod...
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