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I Tried Emulating JEV Locally with Ollama: Here Are the 3 Structural Traps I Hit
Order bias, Dual Rejection, and the lack of KV cache sharing in Ollama Anyone who has seen Jev’s demonstrations and architecture has almost certainly had the exact same thought: “Can’t I just run thi...
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The Agent Boundary Problem: Designing Multi-Role AI Systems with Memory and Orchestration
A role-based voice interview system I built runs in production using a 20B-parameter model, with a measured Time-to-First-Token of 557ms at the median and 758ms at the 95th percentile. Those numbers e...
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Pipenv: A Guide to the Python Packaging Tool
Pipenv replaces pip, virtualenv, and requirements.txt with a single tool. See what it solves and how to manage dependencies with it.
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