oliverchoy

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  1. I built a product validation service that runs startup ideas through 4 frontier models (GPT-5.2, Gemini 2.5 Pro, Claude Opus, Claude Sonnet) across 16 perspectives to surface disagreements and blind spots. Why this…

  2. Hi HN, I'm Oliver. I've been in the software and cloud engineering industry for a long time (28 years), and this past year genuinely changed how I think about coding. The bottleneck isn’t syntax anymore. It’s clarity. I…