Writing

Writing

Posts and notes.

Self-supervised segmentation, after the paper hype

SimCLR and MoCo pretraining gave me a ResNet50 that worked. Here is what I would do differently if I were starting over today.

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Scoring 500 resumes at 92% accuracy — what I learned about prompts

What the production run of an LLM-based resume analyzer taught me about prompt stability, edge cases, and the cost of bad input.

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Why I benchmarked Hono against Express on Bun

How the same MVC REST API measured 8.2x RPS and 53x lower latency, and what that does and does not tell you about your own stack.

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