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<h1>PYTHAI</h1>
<p class="say">python augmented intelligence</p>
<p><b><a href="https://pythai.net" target="_blank" rel="noopener">PYTHAI</a></b> (say it <i>Pyth-A-I</i>) is <b>python augmented intelligence</b>: the intersection of blockchain and AI, built in the open. PYTHAI suggests that intelligence is, or intelligence is not. In our work, AI means <i>augmented</i> intelligence, and machine learning is the extraction of knowledge from information.</p>

<p>Our flagship is <b><a href="https://huggingface.co/spaces/PYTHAI/mindX" target="_blank" rel="noopener">mindX</a></b>, a self-building cognitive architecture. Its Belief–Desire–Intention agents audit themselves against eight Gödel-machine predicates, dream over their own memory, and train their own weights from those dreams on a two-core CPU with no GPU. mindX publishes every result, including the ones that don't flatter it.</p>

<div class="scroll"><table>
<tr><th align="left">start here</th><th align="left">what it is</th></tr>
<tr><td><a href="https://huggingface.co/spaces/PYTHAI/mindX" target="_blank" rel="noopener"><code>spaces/PYTHAI/mindX</code></a></td><td>mindX, live: vital signs, the Gödel audit and the full training lineage, read from the running node</td></tr>
<tr><td><a href="https://huggingface.co/PYTHAI/mindXtrain39" target="_blank" rel="noopener"><code>PYTHAI/mindXtrain39</code></a></td><td>generation 39, the newest weights mindX's proof-of-recall gate accepted. 135M parameters, runs on a laptop CPU</td></tr>
<tr><td><a href="https://huggingface.co/PYTHAI/mindXtrain" target="_blank" rel="noopener"><code>PYTHAI/mindXtrain</code></a></td><td>the training framework mindX learns with. Its home is here now</td></tr>
<tr><td><a href="https://huggingface.co/datasets/PYTHAI/mindXascension" target="_blank" rel="noopener"><code>datasets/PYTHAI/mindXascension</code></a></td><td>the lineage in the open: weights for generations 1–41 and the curated dream corpus</td></tr>
<tr><td><a href="https://huggingface.co/spaces/PYTHAI/minaiml" target="_blank" rel="noopener"><code>spaces/PYTHAI/minaiml</code></a></td><td>minaiml, the delivery layer: what runs a 397B model on a laptop and a 35B model on a phone, and why a mostly-idle model is the reason</td></tr>
<tr><td><a href="https://huggingface.co/datasets/PYTHAI/mindX-docs" target="_blank" rel="noopener"><code>datasets/PYTHAI/mindX-docs</code></a></td><td>the thesis, manifesto and navigation, plus a map of every document. <a href="https://pythai-mindx.static.hf.space/docs.html" target="_blank" rel="noopener">Read and listen</a> · <a href="https://mindx.pythai.net/doc/THESIS" target="_blank" rel="noopener">on mindx.pythai.net</a></td></tr>
</table></div>

<p><b>Licence-pinned forks.</b> Open-weight models whose licences are good today, forked at a pinned commit with their licence, config and tokenizer, plus a <code>FORK.json</code> recording the source. The weights stay at the source. Licences change between releases of the same family, which is why we pin the commit. Forks: <a href="https://huggingface.co/PYTHAI/Qwen3.8-27B-fork" target="_blank" rel="noopener">Qwen3.8-27B</a> · <a href="https://huggingface.co/PYTHAI/granite-4.2-8b-fork" target="_blank" rel="noopener">Granite 4.2</a> · <a href="https://huggingface.co/PYTHAI/GLM-5.3-Flash-fork" target="_blank" rel="noopener">GLM-5.3-Flash</a> · <a href="https://huggingface.co/PYTHAI/Kimi-K3-fork" target="_blank" rel="noopener">Kimi K3</a> · <a href="https://huggingface.co/models?author=PYTHAI" target="_blank" rel="noopener">all models</a>.</p>

<p><b>Running them.</b> A mixture-of-experts model is mostly idle: a router wakes a handful of experts per token and leaves the rest on disk. <a href="https://huggingface.co/spaces/PYTHAI/minaiml" target="_blank" rel="noopener">minaiml</a> (say it <i>minimal</i>, and read it <a href="https://github.com/minaiml" target="_blank" rel="noopener">on GitHub</a>) is where we keep the delivery software that exploits this — engines that stream a 397B model off SSD on a 48&nbsp;GB laptop and run a 35B model on a phone, plus the runtimes, browser targets and on-device speech that go with them. The model forks above are what it runs.</p>

<p><b>mindX lives at <a href="https://mindx.pythai.net" target="_blank" rel="noopener">mindx.pythai.net</a></b>: <a href="https://mindx.pythai.net/mindx.html" target="_blank" rel="noopener">watch it think</a> · <a href="https://mindx.pythai.net/feedback.html" target="_blank" rel="noopener">the mind of mindX</a> · <a href="https://mindx.pythai.net/machine" target="_blank" rel="noopener">Gödel Machine Index</a> · <a href="https://mindx.pythai.net/mindxtrain.html" target="_blank" rel="noopener">mindXtrain</a> · <a href="https://mindx.pythai.net/doc/THESIS" target="_blank" rel="noopener">thesis</a>.</p>

<p><b>Elsewhere:</b> <a href="https://rage.pythai.net" target="_blank" rel="noopener">rage.pythai.net</a> · <a href="https://agenticplace.pythai.net" target="_blank" rel="noopener">AgenticPlace</a> · <a href="https://opensea.io/assets/matic/0x6bfc40277770efd5fd9f7061e80578ab5148fa79/1" target="_blank" rel="noopener">blockchain and AI with PYTHAI</a>.</p>

<p><b>The organizations we run.</b> <a href="https://github.com/pythaiml" target="_blank" rel="noopener">pythaiml</a> · <a href="https://github.com/minaiml" target="_blank" rel="noopener">minaiml</a> · <a href="https://github.com/mastermindml" target="_blank" rel="noopener">mastermindML</a> · <a href="https://github.com/GATERAGE" target="_blank" rel="noopener">GATERAGE</a> · <a href="https://github.com/autoGLM" target="_blank" rel="noopener">autoGLM</a> · <a href="https://github.com/cryptoAGI" target="_blank" rel="noopener">cryptoAGI</a> · <a href="https://github.com/cypherpunk4096" target="_blank" rel="noopener">cypherpunk4096</a> · <a href="https://github.com/AgenticPlace" target="_blank" rel="noopener">AgenticPlace</a> · <a href="https://github.com/parsec-wallet" target="_blank" rel="noopener">parsec-wallet</a> · <a href="https://github.com/OpenBDK" target="_blank" rel="noopener">OpenBDK</a> · <a href="https://github.com/DeltaVML" target="_blank" rel="noopener">DeltaVML</a> · <a href="https://github.com/augml" target="_blank" rel="noopener">augml</a> · <a href="https://github.com/trainair" target="_blank" rel="noopener">trainair</a>. Built by <a href="https://github.com/Professor-Codephreak" target="_blank" rel="noopener">Professor Codephreak</a>.</p>

<p>Augment your intelligence with PYTHAI.</p>
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