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<title>AXL-Coder-15M - AXL</title>
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<div class="cat SGD">SGD Optimized</div>
<h1>AXL-Coder-15M</h1>
<p class="desc">Agentic coding. 26M params. PPL 1.54. 8-action tool router.</p>
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<div class="ms">
<div class="mc"><div class="v">26M</div><div class="l">Parameters</div></div>
<div class="mc"><div class="v">1.54</div><div class="l">Perplexity</div></div>
<div class="mc"><div class="v">---</div><div class="l">Training</div></div>
<div class="mc"><div class="v">30 MB</div><div class="l">GGUF</div></div>
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<input type="radio" name="t" id="t1" checked><label for="t1" class="tl">Specs</label>
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<input type="radio" name="t" id="t3"><label for="t3" class="tl">Usage</label>
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<div class="p p1">
<table>
<tr><th>Property</th><th>Value</th></tr>
<tr><td>Architecture</td><td>Multi-Scale Transformer</td></tr>
<tr><td>d_model</td><td>?</td></tr>
<tr><td>Attention Heads</td><td>?</td></tr>
<tr><td>Layers per Scale</td><td>?</td></tr>
<tr><td>Context Window</td><td>256 bytes</td></tr>
<tr><td>Downsample Factors</td><td>[1, 2, 4]</td></tr>
<tr><td>Vocab Size</td><td>258 (byte-level)</td></tr>
<tr><td>Optimizer</td><td>SGD</td></tr>
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<div class="story">Trained with SGD for 10 min. Tool router predicts 8 actions: generate, read, write, edit, run, search, think, done.</div>
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<tr><th>Metric</th><th>Value</th></tr>
<tr><td>Final Loss</td><td>0.4331</td></tr>
<tr><td>Perplexity</td><td>1.54</td></tr>
<tr><td>Training Steps</td><td>?</td></tr>
<tr><td>Training Time</td><td>---</td></tr>
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<h3 style="color:#fff;margin-bottom:12px">Usage</h3>
<pre><code>ollama create axl-coder-15m -f Modelfile
ollama run axl-coder-15m "def fibonacci():"</code></pre>
<div class="note">Agentic model. Decides what action to take per coding task.</div>
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<tr><th>File</th><th>Size</th><th>Format</th></tr>
<tr><td>F16 GGUF</td><td>30 MB</td><td>Full precision</td></tr>
<tr><td>Q4_K_M GGUF</td><td>30 MB</td><td>4-bit quantized</td></tr>
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<div class="note" style="margin-top:16px">GGUF files work with Ollama and llama.cpp. Q4_K_M is about 3x smaller than F16.</div>
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<div class="back"><a href="../">← All AXL Models</a></div>
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