lookdev · message-first exploration
Three diagrams, multiple directions each.
Your liked original is the baseline (left, outlined); the other two are alternative takes, each chosen to sharpen the message an ML employer should read — tool picked per direction (Observable Plot, D3, or hand-rolled). Pick one per row (or mix ideas) and I'll refine it.
The decision boundary
Message: continuous, well-behaved confidence — a soft gradient with an uncertain frontier. Not just hard labels.
The embedding
Message: meaningful, unsupervised structure — similar photos sit together; the classifier rides on learned representations.
The pipeline
Message: an end-to-end system at scale — 47k messy inputs routed to actionable outcomes, locally & free.