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AI Made Me Faster at Building—But It Also Gave Me More to Supervise

I did not set out to build Issue Flow as a product. I built it because I was frustrated... In September 2025, I was developing a large product while working a demanding full-time job.

  • Developer doubled productivity using AI tools in September 2025
  • Issue Flow evolved to handle intent alignment, multi-repo coordination, and user personas
  • AI automation helped developers focus on high-value tasks while maintaining quality checks

Ask ten questions, read the text once: making a decision model 6.7x faster

A lot of "AI" in production isn't generation at all. It's a pile of small decisions about a piece of text: which team should handle this ticket? how urgent is it? is the customer threatening to leave?

  • Laya is an open model addressing AI decision-making lag
  • Single forward pass with typed questions yields calibrated probabilities
  • Benchmarks show Laya outperforms cbjev in most cases

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