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.

Jun 7, 20265 min read

Queues Are a Product Surface

Internal systems work better when teams design the queue itself as a product surface instead of focusing only on the single-record happy path.

OperationsSystemsDelivery

Jun 4, 20265 min read

Prompt Changes Are Production Changes

Prompt edits can change routing, escalation, and decision quality in production, so they deserve versioning, evaluation, and rollback.

AIDeliveryOperations

May 22, 20264 min read

Good Workflows Make Ownership Obvious

Workflow quality depends on whether each state has a clear owner, a clear next action, and a clear escalation path.

SystemsDeliveryArchitecture

May 21, 20265 min read

Documentation Should Lower Coordination Cost

Useful documentation reduces coordination drag by making state, ownership, and recovery legible without extra meetings.

DocumentationDeliveryOperations

May 20, 20264 min read

Operational Simplicity Is a Product Feature

Operational simplicity lets teams publish, recover, and change systems without constant escalation or hidden process drag.

OperationsDeliverySystems

May 18, 20264 min read

Why Internal Tools Fail After the Demo

Internal tools succeed when they reduce operator friction in real queue work, not just when they look polished in demos.

OperationsSystemsDelivery

May 16, 20264 min read

The Case for Boring Integrations

Boring integrations stay reliable because their contracts, ownership, and failure handling are explicit from the start.

ArchitectureSystemsDelivery

May 6, 20264 min read

What to Instrument Before a New System Goes Live

Launches go better when teams instrument critical workflow states, delays, failures, and human intervention before go-live.

DeliveryOperationsArchitecture

May 4, 20264 min read

Shipping Fast Without Building Fragile Systems

Fast delivery only lasts when teams keep change cheap and refuse to let temporary shortcuts harden into architecture.

DeliveryArchitectureSystems

May 1, 20265 min read

Why This Dev Blog Exists

This dev blog is where I write about the architectural, operational, and delivery decisions that determine whether systems keep working after launch.

ArchitectureDeliverySystems