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<title>Cognitive Engineering</title>
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<h1>Cognitive Engineering</h1>
<p>Structural intelligence for AI systems. Based in Switzerland.</p>
<h2>Products</h2>
<p><b>sal-torch</b> — Training-time structural sparsification for PyTorch transformers. Makes models compression-resilient by design. Source-available (BSL 1.1). PPAM 2026, Springer LNCS. <code>pip install sal-torch</code></p>
<p><b>sal-certify</b> — Structural AI certification for autonomous systems. Verifies that deployed AI models are structurally identical to the ones certified. Mapped to EU AI Act, NIST AI RMF, SR 11-7, China GB 44721.</p>
<h2>Links</h2>
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<li><a href="https://huggingface.co/spaces/CognitiveEngineering/ai-model-xray">FI Scanner demo</a></li>
<li><a href="https://cognitive-engineering.dev">cognitive-engineering.dev</a></li>
<li><a href="https://github.com/zeekmartin/sal-torch">sal-torch on GitHub</a></li>
<li><a href="https://pypi.org/project/sal-torch/">sal-torch on PyPI</a></li>
<li><a href="https://huggingface.co/datasets/CognitiveEngineering/sal-torch-benchmarks">sal-torch benchmarks dataset</a></li>
<li><a href="https://cognitive-engineering.dev/sal-certify">sal-certify</a></li>
<li>PPAM 2026, Springer LNCS (Paper CP031)</li>
<li>EuroHPC grant holder (5,000 GPU hours on LUMI)</li>
</ul>
<p>Built by Cognitive Engineering (Switzerland).</p>
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