Build against reality. Not requirements.
Work alongside the people doing the work. Prototype early, connect real systems, and evaluate continuously before increasing autonomy.
A discipline.
Not an isolated workstream.
Development works best when it stays connected to the rest of the system. Use these field notes and frameworks to turn concepts into decisions, working agreements, and measurable progress.
Start with the fundamentals.
From AI Use Case to Production
Move from a promising idea to a reliable product through workflow discovery, fast experiments, integration, and continuous evaluation.
How Forward Deployed Engineering Changes AI Delivery
Embed engineering in the workflow. Replace long chains of interpretation with direct observation, working software, and fast feedback.
FDE Engagement Lifecycle
A short learning loop between the people doing the work and the engineers building the solution.
Explore the frameworkBuild against reality, not requirements. Use every iteration to reduce uncertainty about the workflow, the technology, and the conditions for adoption.