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README.md
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**Deterministic systems, verified end to end.**
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Alternative attention · SUBLEQ · integer computing · formal proofs · the hardware to run them.
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**Upstream contributors to [Agda](https://github.com/agda/agda)** (dependently typed proof assistant) **and [LiquidHaskell](https://github.com/ucsd-progsys/liquidhaskell)** (refinement types for Haskell, from the UC San Diego Programming Systems group).
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| Collection | Focus | Repos |
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| 🧠 [Models and Training](https://huggingface.co/spaces/Snapkitty/models-and-training) | Language models, checkpoints and training stacks |
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| 🤖 [Agents and Orchestration](https://huggingface.co/spaces/Snapkitty/agents-and-orchestration) | Multi-agent systems and orchestration engines | 26 |
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| ✅ [Formal Verification](https://huggingface.co/spaces/Snapkitty/formal-verification) | Lean 4, Agda and cross-language proofs | 19 |
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| ⚡ [GPU Kernels and Hardware](https://huggingface.co/spaces/Snapkitty/gpu-kernels) | CUDA kernels, RTL accelerators and embedded OS | 16 |
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**Deterministic systems, verified end to end.**
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Alternative attention · SUBLEQ · integer computing · formal proofs · the hardware to run them.
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`154 models` · `12 datasets` · `12 spaces` · `20+ languages`
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**Upstream contributors to [Agda](https://github.com/agda/agda)** (dependently typed proof assistant) **and [LiquidHaskell](https://github.com/ucsd-progsys/liquidhaskell)** (refinement types for Haskell, from the UC San Diego Programming Systems group).
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| Collection | Focus | Repos |
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|---|---|---:|
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| 🧠 [Models and Training](https://huggingface.co/spaces/Snapkitty/models-and-training) | Language models, checkpoints and training stacks | 17 |
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| 🤖 [Agents and Orchestration](https://huggingface.co/spaces/Snapkitty/agents-and-orchestration) | Multi-agent systems and orchestration engines | 26 |
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| ✅ [Formal Verification](https://huggingface.co/spaces/Snapkitty/formal-verification) | Lean 4, Agda and cross-language proofs | 19 |
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| ⚡ [GPU Kernels and Hardware](https://huggingface.co/spaces/Snapkitty/gpu-kernels) | CUDA kernels, RTL accelerators and embedded OS | 16 |
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hub.html
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<h1>Deterministic systems, verified end to end.</h1>
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<p class="lede">Alternative attention, SUBLEQ, integer computing, formal proofs and the hardware to run them, built in the open.</p>
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<div class="stats">
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<div><b>
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<div><b>12</b><span>datasets</span></div>
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<div><b>12</b><span>spaces</span></div>
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<div><b>20+</b><span>languages</span></div>
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<div class="section-head"><h2>Explore</h2></div>
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<div class="tiles">
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<a class="tile" href="https://huggingface.co/spaces/Snapkitty/models-and-training">
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<span class="tile-emoji">🧠</span><span class="tile-title">Models and Training</span><span class="tile-sub">Language models, checkpoints and training stacks</span><span class="tile-count">
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</a>
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<a class="tile" href="https://huggingface.co/spaces/Snapkitty/agents-and-orchestration">
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<span class="tile-emoji">🤖</span><span class="tile-title">Agents and Orchestration</span><span class="tile-sub">Multi-agent systems and orchestration engines</span><span class="tile-count">26 repositories</span>
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<h1>Deterministic systems, verified end to end.</h1>
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<p class="lede">Alternative attention, SUBLEQ, integer computing, formal proofs and the hardware to run them, built in the open.</p>
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<div class="stats">
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<div><b>154</b><span>models</span></div>
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<div><b>12</b><span>datasets</span></div>
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<div><b>12</b><span>spaces</span></div>
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<div><b>20+</b><span>languages</span></div>
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<div class="section-head"><h2>Explore</h2></div>
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<div class="tiles">
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<a class="tile" href="https://huggingface.co/spaces/Snapkitty/models-and-training">
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<span class="tile-emoji">🧠</span><span class="tile-title">Models and Training</span><span class="tile-sub">Language models, checkpoints and training stacks</span><span class="tile-count">17 repositories</span>
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</a>
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<a class="tile" href="https://huggingface.co/spaces/Snapkitty/agents-and-orchestration">
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<span class="tile-emoji">🤖</span><span class="tile-title">Agents and Orchestration</span><span class="tile-sub">Multi-agent systems and orchestration engines</span><span class="tile-count">26 repositories</span>
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