Blogs

What we tried before SoL-Pi, why we ended up optimizing token efficiency, and what the project taught us about thin harnesses, recursive improvement, and multi-agent systems.

A systems-and-training walkthrough of how a FLUX2-based editor was pushed toward real-time interaction using cache-aware two-step inference, causal attention distillation, and reward-guided DMDR.