The Engineering Leadership Podcast

Specs as the new source of truth, synthetic data as the next wave of defensibility, product vision & decision making frameworks w/ Ruslan Belkin #237

18 snips
Nov 20, 2025
Ruslan Belkin, Head of Platform Engineering at Inflection AI and co-founder of Jelled.ai, discusses transformative shifts in engineering leadership. He highlights the pivot from code to specs as the new source of truth and shares a novel, sci-fi-inspired framework for product vision. Ruslan dives into the significance of emotional intelligence in AI and the evolving role of agents in UIs. He emphasizes the importance of data hygiene as a competitive edge and explores decision-making strategies by applying an investor-deck approach.
Ask episode
AI Snips
Chapters
Books
Transcript
Episode notes
INSIGHT

Specs Are The New Source Of Truth

  • Specs and documentation have become the new starting point for development because models act like probabilistic compilers.
  • This flips the old code-first workflow and raises the importance of spec hygiene and common infrastructure.
ADVICE

Test With Simulated Users

  • Simulate user behavior with models and run end-user evaluations to find corner cases before production.
  • Calibrate automated judges against human behavior and iterate on failures discovered by simulation.
INSIGHT

Treat Data As A Product

  • Data must be treated as a product and competitive advantage, not just 'cleanliness.'
  • The key opportunity is extracting and prioritizing the useful institutional and tacit data that lives in people's heads.
Get the Snipd Podcast app to discover more snips from this episode
Get the app