Dev Blog
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.
Jul 24, 2026 • 5 min read
Good technical discovery reduces delivery risk by turning uncertainty into explicit decisions, owners, constraints, and acceptance criteria instead of producing a large document that nobody operates from.
Jun 28, 2026 • 2 min read
AI tools are easier to trust and improve when they preserve inputs, evidence, decisions, approvals, and corrections instead of only storing the final output.
Jun 14, 2026 • 3 min read
AI agents become more useful when their authority, inputs, tools, and escalation paths are defined before they start acting inside real workflows.
Jun 10, 2026 • 5 min read
Permission design shapes how safely teams can self-serve, recover, and change a system without constant specialist involvement.
May 31, 2026 • 4 min read
State names, field labels, and object vocabulary shape how quickly teams can understand, operate, and safely change a system after launch.
