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Thoughts on GitLab's workforce reduction" and "structural and strategic decisions"

Simon Willison · Simon Willison · 2026-05-11

Simon Willison analyzes GitLab's announcement of layoffs, country exits, and structural reorganization into smaller autonomous teams, noting the company's Jevons-paradox bet that agentic AI will expand software demand — while flagging the conflict of interest given GitLab's 50% stock decline over the past year.

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Topics: gitlabagentic-engineeringtech-layoffsjevons-paradoxsoftware-industry

Claims

  • GitLab plans to reduce the number of countries it operates in by up to 30% and remove up to three layers of management in some functions.
  • GitLab is reorganizing R&D into approximately 60 smaller, more empowered teams with end-to-end ownership, nearly doubling the number of independent teams.
  • GitLab is retiring its CREDIT values framework in favor of three new values: Speed with Quality, Ownership Mindset, and Customer Outcomes.
  • GitLab believes agentic AI will collapse the cost of software production and correspondingly expand demand, growing the developer platform market from tens to hundreds or thousands of dollars per user per month.
  • GitLab's stock has fallen approximately 50% over the past year, creating financial incentive for the company to believe agentic engineering will grow rather than disrupt its market.

Key quotes

The agentic era multiplies demand for software... As the cost of producing software collapses, demand for it will expand. Last year, the developer platform market used to be measured in tens of dollars per user per month, this year it is hundreds/user/month and headed to thousands.
GitLab's stock price was ~$52 a year ago and is ~$26 today, and it's plausible that the drop corresponds to uncertainty about GitLab's continued growth as agentic engineering eats its way through their core market.
If your entire business depends on software engineering growing as a field and producing larger volumes of more lucrative seats, you have a strong incentive to believe that agents will have that effect!