Which engineering practice most helps build impactful AI systems?

The answers emphasize the importance of foundational principles, clear problem focus, and systematic approaches, though they differ on whether technical structure or decision-making is most critical.

6 answers

Answers

  • Carly Taylor

    VP, Engineering (Concepts Lab) · Crunchyroll

    Focus on fundamentals

    Carly Taylor says sticking to fundamentals is what she'd focus on, because some things—like keeping data clean and understanding stakeholders' problems—will never change.

    The answer starts at 6:09.

    Super Data Science: ML & AI Podcast with Jon Krohn · Listen on Apple Podcasts
  • Prabhav Jain

    CEO · 11x.Ai

    Focus on one core problem

    Prabhav Jain says they didn't always lead with focusing on one core problem, because with AI you can build so much that your product becomes a Frankenstein and buyers get confused about what you uniquely do.

    FinStrat Management, Inc. · Watch on YouTube
  • Angie Jones

    VP Engineering, AI Tools & Enablement · Block

    Systems thinking

    Angie Jones says systems thinking is what's needed now, because that's the skill and level we're operating at—building the system around which agents operate.

    Quality Remarks - The Podcast · Quality Remarks - The Podcast · Listen at 40:57
  • Ang Li

    CEO & Co-Founder · Simular

    Codifying tasks into code

    Ang Li argues tasks should be codified into code, because deterministic tasks should be stored in code; code is deterministic and minimizes the accumulated error risk of long decision chains.

    Analyse Podcast · Analyse Podcast · Listen at 19:56
  • Daniel Herrington

    Chief AI Officer · The Zebra

    Consistent skills repository

    Daniel Herrington says their consistent "skills of skills" repo has been most successful, because it pulls all skills files from git so developers stay consistent and graders are more reliable at flagging reviews.

    The Software Leaders Uncensored Podcast · The Software Leaders Uncensored Podcast · Listen at 16:57
  • 👨🏾‍💻 Ben Ilegbodu

    Senior Software Engineer, TV Client Foundations · Netflix

    Deciding what to build

    Ben Ilegbodu says deciding what to build has helped most, calling planning and decision making the most durable skill because agents and models aren't the ones talking to customers.

    Become an Epic Product Engineer · Become an Epic Product Engineer · Listen at 20:22

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