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I’m building an AI tool for rehabilitation. Here’s one problem I keep running into.

People don't just need a list of exercises. They want to know: "Am I progressing too quickly?" "Is this amount of pain expected?" "Should I repeat this week or move on?" I'm not trying to replace physical therapi…

Could AI actually improve injury recovery, or is this something that should always stay human?

I've been thinking about a problem that seems surprisingly common. After an injury or surgery, many people leave with a few exercises and a follow-up appointment, but they still have dozens of questions: Am I progressing too quickly? Should I incr…

Structured output reliability with LLMs — 3-month production learnings

Been shipping structured JSON output from LLMs in production for a health app. Here's what I've learned about reliability. The problem: get a 70B model to return valid JSON matching a strict schema, every time. What I tried: Attempt 1: "Re…