Case Study: Optimizing AI Image Generation
What started as 'generate 10 meme images' turned into a case study in validation, iteration, and why semantic AI evaluation beats pixel heuristics. A 70% false positive rate forced us to rethink.
CTO. Systems Engineer.
Building agentic infrastructure for the sovereign future.
What started as 'generate 10 meme images' turned into a case study in validation, iteration, and why semantic AI evaluation beats pixel heuristics. A 70% false positive rate forced us to rethink.