Feb 28 · 6 min read · As a Principal Systems Engineer charged with integrating large language systems into production, the most useful question is rarely "what does this model do?" and instead becomes "how does this model interact with the rest of the stack under realisti...
Join discussionFeb 19 · 7 min read · The Red Flag - a short post-mortem The alarm bell usually arrives after a migration: traffic drops, error rates tick up, and stakeholders ask why the new “better” model is suddenly failing in production. You expected a clean swap; instead you...
Join discussionFeb 10 · 6 min read · How a messy prototype forced me to rethink model selection I built a weekend prototype that stitched together a chat UI, an image generator, and a small retrieval layer. At first everything felt fast: the quick wins from different model choice...
Join discussionNov 12, 2025 · 3 min read · Project Overview CortexAI is a multi-tenant data analytics platform that helps organizations derive AI-generated insights from their operational datasets without sacrificing data isolation, security, or usability. The application streamlines the flow...
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Sep 20, 2025 · 3 min read · Microsoft is taking a bold step by integrating Anthropic's Claude Sonnet 4 into its Office 365 Copilot. This move, presented alongside existing OpenAI models, marks a key shift in how large-scale software suites handle artificial intelligence. The st...
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Sep 7, 2025 · 3 min read · Kimi K2-0905 and Claude Sonnet 4 are two leading AI models designed to assist with coding tasks. This article compares their cost efficiency, speed, code quality, context capacity, and additional features, enabling developers and businesses to make a...
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Aug 14, 2025 · 3 min read · Introduction Claude Sonnet 4 now supports a 1M-token context window that lets users process large volumes of data in one go. This feature makes it possible to analyze full-length texts and extensive codebases without splitting content into smaller pa...
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