Building CineLens, a conversational movie discovery agent that swaps between Claude, Gemini, and local models with one environment variable — and what breaks when the cheaper model makes mistakes.
#engineering #llm #agents
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A dirt fire road under transmission towers at Rancho San Antonio Preserve became the thing that made Sunnyvale feel like home after moving from Texas.
#hiking #california #bay-area
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A story about a father who let his daughter enjoy warm pakodas before telling her she'd failed an exam, and what it reveals about love, marks, and withholding.
#family #parenting #reflection
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Every claim the series made, in one place, stated plainly and traced back to the experiment that supports it.
#llm #machine-learning #retrospective
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The exact commands, in order, including every failure and fix, for deploying a FastAPI + React app to Cloud Run.
#gcp #deployment #runbook
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What happens to old models, how labs actually build the next generation, and what's really changing under the hood when they do.
#llm #machine-learning
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The gap between an application that runs and one that ships, written from an actual deployment rather than a plan for one.
#llm #deployment #engineering
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Using small models as evaluators for other small models, and finding out how much you can and can't trust the judge.
#llm #evaluation #llm-as-judge
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A controlled comparison of a base model and its instruction-tuned sibling, testing whether assistant behavior is installed or emergent.
#llm #post-training #rlhf
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How text becomes tokens, how probability distributions become text, and what happens when you push both to failure on purpose.
#llm #tokenization #decoding
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Why I built an LLM playground instead of training a toy model, and what the architecture teaches before any experiment runs.
#llm #machine-learning #pre-training
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