Category: Handoff

Working notes for readers who want to understand the craft behind the systems: decisions, constraints, and tradeoffs. Why this note exists. The team’s craft is visible in how...

What must be cleaned up when an AI-built prototype needs architecture, tests, deployment, and long-term ownership. Why this note exists. Fast AI-assisted prototyping is useful, but production ownership...

Sanitized lessons from scoping, implementation, QA, launch handoff, and post-launch improvement work. Why this note exists. Client-safe notes turn delivery experience into reusable patterns without exposing confidential project...

Notes on owners, approvals, audit trails, exception handling, and review cadence around AI-supported work. Why this note exists. Operational controls are how an AI workflow survives contact with...

How context quality, retrieval boundaries, sensitive data rules, and evaluation shape whether AI output can be trusted. Why this note exists. AI reliability is shaped by the data...

Small apps, scripts, dashboards, and project helpers that make discovery, scoping, delivery, and QA easier to run. Why this note exists. Internal tooling helps the team repeat good...

Short findings from model selection, retrieval behavior, tool calling, evaluation, and failure-case testing. Why this note exists. R&D is useful when it reduces delivery uncertainty. Experiments should help...

What we look for when CRM, inbox, documents, dashboards, and approval handoffs need to become one operating loop. Why this note exists. Tool integration is not just API...