Explore
Experiment with models, coding agents and automation tools. The available local evidence is strongest from late 2025 onward.
03 / AI ENGINEERING JOURNEY
Experience meets exploration.
An evolving practice: applying software engineering discipline to AI-assisted development and complete systems.
Integrate
Connect collection, generation, media processing and publishing into a working system.
Evaluate
Inspect outcomes and failure modes; preserve the distinction between a working feature and a planned capability.
Improve
Use tests, security controls and recorded decisions to make workflows more reliable over time.
EVIDENCE BOUNDARY
AI-assisted software development, application integration and model training are different activities. These cases describe the first two; no model-training claim is made.