
This New Way AI Writes 99% of Your Code and Updates Docs Instantly with Amir M. of Humblytics
Jan 15, 2026
Amir MXT, Co-founder of Humblytics and an AI-native builder, discusses revolutionizing workflows by merging engineering, product, and design. He emphasizes the need for AI fluency and effective change management. Amir showcases how 99% of new code is AI-generated, while also detailing live documentation updates and the use of context files. He introduces tools like Cursor and illustrates the seamless conversion from screenshots to working React code. Notably, he highlights an 'AI co-founder' Slack bot that automates task management, transforming team efficiency.
AI Snips
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Episode notes
Assess AI Fluency, Not Token Counts
- Do assess AI fluency across roles using a clear rubric (helper → automator → augmentor → agentic).
- Use that assessment to set outcomes-based success metrics, not token usage alone.
Use Tool Analytics As Adoption Signals
- Measure AI adoption with usage analytics that reveal AI-generated output and individual behavior.
- Cursor analytics showing percent AI-generated code provides a concrete signal for engineering teams.
Pair High AI Output With Strict Review
- Do let AI generate most new code but enforce rigorous human review and CI/CD guardrails.
- Keep incremental changes and auto-update context docs so agents always reference current code.
