Building AI products with real constraints
Strong AI product work is not prompt theater. It is systems thinking, data boundaries, workflow design, and taste.
Blog
Notes on AI learning, product work, and portfolio proof.
The blog becomes the long-term SEO and editorial engine for CollabSprint.
Portfolio-led AI education beats passive learning
Why CollabSprint centers evidence, public artifacts, and mentor feedback instead of certificates alone.