The Discipline Is the Product

📰 Medium · Machine Learning

Apply four lenses to build working AI systems by identifying where judgment belongs, stripping unnecessary tasks from LLMs, and ensuring the system meets actual needs.

intermediate Published 24 Apr 2026
Action Steps
  1. Apply the four lenses to your AI project to filter out mistakes
  2. Identify where human judgment belongs in your AI system and put it there
  3. Strip unnecessary tasks from your LLM until it does one thing well
  4. Ensure your AI system meets an actual need, not just a hypothetical one
Who Needs to Know This

AI engineers and product managers can benefit from this approach to build effective AI systems that meet real needs, by applying a disciplined methodology to their development process.

Key Insight

💡 Consistently applying a disciplined approach to AI development is harder than understanding the theory, but crucial for building effective AI systems

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💡 Apply 4 lenses to build working AI systems: judgment, LLM task stripping, need identification, and consistent application #AI #MachineLearning
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