Research report · October 2026

The AI and Software Engineering Report 2026

AI made writing code faster and judging it harder. We read every serious study on what AI has done to software engineering, from productivity trials to payroll data, and put them in one place. For each one we say who ran it, who paid for it, and whether they had anything to gain.

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  • 18 pages

Inside the report

What the research actually says

Three of the findings. The full report has the rest, with the studies behind each one.

  • 55%faster on a new coding task in a controlled trialGitHub and Microsoft, 95 developers
  • 19%slower on code developers already knew, while they felt fasterMETR, 16 developers
  • 45%of AI-generated code contains a security flawVeracode, 100+ models
  • Chapter 01

    The paradox

    Why one trial found AI 55% faster and another found it 19% slower, and why both are right.

  • Studies

    Code quality and security

    What happened to duplication, refactoring and security as AI-written code went up.

  • Chapter 02

    The state of hiring

    What the payroll data shows about junior and senior engineers since late 2022.

  • Next steps

    What to actually do about it

    Practical changes to how you screen and hire engineers now.

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