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I was checking the autonomous workflow quality , I created for content generation and picked the last article and it scored , 0% , I mean is this even possible. even wikipedia , and some historical papers have a score of 10-15% , now it's all about agent harnessing. and on one article it's zero too even on quilbot
The network for creativity
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Creatives on Contra have earned over $150M and we are just getting started
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AI Content Generator App Concept
How does the concept let users review AI output before using it?
Research-to-catalogue automation — independent local workbench.
I shaped a workflow that takes public-source research through candidate tracking, keep/reject/duplicate decisions, evidence collection, OCR-assisted field entry, preview and controlled export. Review decisions persist so rejected sources do not keep returning.
My role: product ownership, workflow design, AI-assisted implementation and acceptance checks. Originally built for a product-comparison catalogue; the approach also supports supplier directories and structured market research.
