tech
Everyone Can Be a Software Engineer Now. Become Something Rarer.
Code authorship is becoming abundant. Outcome specification, precise enough that an agent executes without filling in gaps, is what’s scarce now. Most senior technical careers haven’t started the tran
TL;DR
- AI is democratizing software engineering, making the ability to write code abundant.
- The scarce skill is now "Outcome Engineering," which involves precisely specifying desired software outcomes for AI agents.
- Traditional seniority layers in software development are being compressed as AI handles implementation details.
- Companies are restructuring, flattening hierarchies, and emphasizing AI fluency.
- Both non-coders and experienced developers are converging on the skill of outcome specification from different directions.
- Outcome Engineering requires institutional knowledge and context that AI currently cannot fully replicate.
- The transition involves creating detailed specifications, constraints, and success criteria for AI execution.