Aug 4, 2026 • 5 min read
Desktop AI Needs a Hardware Budget
A useful desktop AI product treats memory, model formats, fallbacks, and degraded states as product decisions—not surprises for the person using it.
AIDesktopPerformance
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.