Competitive intel

What's working, what's open.

Published winner code from gradients-opensource and gradients-io-tournaments, cross-referenced with the gradients.io tournament history.

Total archives

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GitHub

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HuggingFace

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By type

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image · text · environment

Published archives

Indexing archives…

Open lane finder

Per-base-model exploitation status (SDXL/Flux/Qwen-Image/Z-image) requires walking task-level metadata across tournaments. The tournament listing only exposes the tournament-level type (image/text/environment), so a deeper indexer is pending.

archives by tournament type: 0 image · 0 text · 0 environment

Technique tracker

Detected techniques (TIMESTEP_WEIGHT_BIAS, EMA, Prodigy, …) are inferred from repo contents. A code-scanning indexer hasn't been wired up; the table above is the canonical list of repos available for manual inspection.