Add multilingual language and systems learning tracks

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<!doctype html><html lang="en"><meta charset="utf-8"><title>Affinity and migration</title><h1>Affinity and migration</h1><p>15-minute session: read for 3 minutes, trace for 3, experiment for 7, and complete the check for 2. Spend longer whenever you need.</p><p>CPU affinity restricts which logical CPUs a thread may run on. It can reduce migration or accidentally create contention. Pinning does not reserve a core from other workloads. Compare unpinned and pinned runs only on a machine where topology and policy are known. Record affinity, competing load, frequency behavior, and sample count. Do not change a production server’s scheduling policy for a lesson.</p><p><strong>Practice and evidence:</strong> Predict the example or draw its state transitions. Change one assumption, test the boundary, and record the actual result. Explain what this small model does not establish about a production system.</p><pre><code class="language-python">import os
print(sorted(os.sched_getaffinity(0)))
</code></pre><h3>Practice and evidence</h3><p>Keep three notes: your prediction, the actual result, and why they match or differ. The completion check grades understanding; the practice task builds skill.</p><p><a href="https://git.agilaos.com/matt/open_agx">Language reference: git.agilaos.com</a></p><p><a href="https://docs.nvidia.com/cuda/cuda-c-best-practices-guide/">Language reference: docs.nvidia.com</a></p></html>
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import os
print(sorted(os.sched_getaffinity(0)))