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GitHub repos gaining traction - what high-signal users are starring and what's climbing the board, captured daily and enriched from GitHub. Raw material for spotting new tech and patterns worth building on.
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5 repos
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Ephemeral Workspaces, durable shared history. LayerFS gives every agent a complete, writable filesystem Workspace over shared committed history, without copying the base. Agents work in parallel, commit what changed as deduplicated checkpoints, then branch, rewind or merge. Try it with LayerFS × DSH.
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Reproduction codebase for Why Do Conventional World Models Fail to Learn Cellular Automata? Main figures, conclusions, code, checkpoints, and the MetaCircle-branded paper. Release branch = project page.
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Non-autoregressive System 1 decision engine. Typed choice, score and yes/no decisions over any text in a single forward pass, in 100+ languages, with a router that picks the right checkpoint per request.
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One policy. Any motion. Train universal whole-body tracking in mjlab—swap clips, not checkpoints.
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torch_remat fine-grained activation checkpointing API