Research Notes

This product direction is based on practical observations in early-career developer workflows:

• speed gains from AI can hide weak reasoning loops
• copy-paste convenience increases dependency risk
• structured prompting improves answer quality and learning retention

Working Hypothesis

Developers learn faster with AI when they are nudged to include:

• explicit context
• prior attempts
• constraints and tradeoffs

Validation Plan

• run user interviews with beginners and mentors
• compare baseline prompting vs guided prompt-builder prompting
• measure perceived learning confidence and debugging quality