Plan and scaffold TutorDesk AI for a Hugging Face hackathon
Takeaway: I'd start by pasting the hackathon page and PRD together and asking directly for a sponsor-coverage table, since that's what actually shaped every later decision.
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Fix over-prescribing Action Plan prompt in student risk system
Takeaway: Next time I'd ask upfront for the prompt's exact output-format constraints, not just the risk-level instructions, since the rigid 4-week structure was quietly forcing intervention-heavy plans regardless of risk.
Build GPT-judge evaluation pipeline for Qwen student action plans
Takeaway: Next time I'd ask for the risk-group breakdown (Low/Moderate/High/Critical) from the very first scoring pass instead of asking for it turn by turn, since that grouping is what actually revealed the real problem was the fixed 4-week output format, not retrieval or root-cause analysis.