Three providers, three modalities, under 55 lines of Python — and a PNG file on disk at the end....
Building a Multimodal AI Pipeline: Text Image Text Across Three Providers
Three providers, three modalities, under 55 lines of Python — and a PNG file on disk at the end....
What Adobe's Workfront MCP server does, where it stops, and what a verified Claude toolkit does differently — findings from production, with timings.
A forged confirmation, falsely green tests, and the acceptance gate I built afterward.
Same model, different harness: why agent reliability depends on the system around the model.