Jun 1, 2026 • 6 min read
Documentation Is Part of the AI Stack
AI systems get more reliable when documentation defines the terms, states, tool behavior, and exception handling the workflow depends on.
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Dev Blog
Building systems that survive real use.
Essays on HubSpot architecture, AI workflow design, and engineering delivery for teams that care about what happens after launch, when operators, edge cases, and changing requirements put the real system on display.
May 21, 2026 • 5 min read
Documentation Should Lower Coordination Cost
Useful documentation reduces coordination drag by making state, ownership, and recovery legible without extra meetings.
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