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01 ·Inference & Serving·★ MEMBER·PAPER·13 min read Paper explained: Self-OPD — an image generator that distills itself, with no teacher No teacher model at all: at every denoising step the student spawns K copies of itself, scores them, and pulls toward the good branches while pushing away from the bad ones. A ground-up walkthrough of Self-OPD, an alignment method for flow matching image generators. 02 ·Agents·★ MEMBER·PAPER·13 min read Paper Explained: JIT-Agent — A Model That Writes the Agent Harness On Demand An agent's capability is not the model's alone. This is a ground-up walkthrough of JIT-Agent, a model trained to synthesize the four-module harness — memory, planning, action, tools — freshly for each task.