Jun 14, 2026 • 3 min read
AI Agents Need Operating Boundaries
AI agents become more useful when their authority, inputs, tools, and escalation paths are defined before they start acting inside real workflows.
AIAutomationGovernance
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 10, 2026 • 5 min read
AI Workflows That Survive Contact With Reality
Durable AI systems win by structuring decisions, preserving evidence, and designing the workflow around the model for operators.
AIAutomationSystems
May 8, 2026 • 4 min read
Automation Needs a Human Exit Ramp
Good automation removes routine work but still gives people a clear, informed way to take over exceptions.
AutomationAIOperations