Notes from the team
How we build software
Practical guides to preparing, launching and maintaining software, with examples and references you can check.

Custom Internal Tools vs SaaS: Cut Sprawl with AI Development
Evaluate custom internal tools vs SaaS to eliminate subscription sprawl. Learn how AI-assisted engineering delivers owned business software assets.

Custom Ecommerce Development: Scaling Store Features with AI Speed
Scale your online store with custom ecommerce development. Learn how AI-assisted engineering and senior architectural oversight safely build bespoke features.

How to Fix Vibe Coded App Bottlenecks and Scale Safely
Discover how to fix vibe coded app architecture before launch. Senior engineers resolve database bottlenecks, race conditions, and technical debt at scale.

The AI First Engineering Workflow: How CTOs Scale Sprints Safely
Scale sprint velocity safely with an AI first engineering workflow. Learn how CTOs configure agent harnesses, CI review gates, and human oversight.

How to Validate MVP with AI Without Building Technical Debt
Learn how to validate MVP with AI without accumulating technical debt. Discover how senior engineering governance safeguards architecture, data, and security.

A Production Checklist for Next.js App Router Sites
A practical launch review for an existing Next.js application: consistent rendering, access control, metadata, integrations, deployment and handover.
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