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Update section headings to enhance clarity in memory subsystem documentation
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content/learning-paths/servers-and-cloud-computing/memory-subsystem/multicore-bandwidth.md

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@@ -142,7 +142,7 @@ On Graviton4, the knee appears between 30 and 20 injected NOPs, where latency ju
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Graviton4 has higher idle DRAM latency than Graviton2 (approximately 115 ns vs 96 ns), which is consistent with the `latency-sweep` results. Despite this higher baseline latency, Graviton4's knee occurs at a much higher absolute bandwidth (around 340 GB/s vs 126 GB/s), giving significantly more headroom for bandwidth-sensitive workloads before latency degrades.
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## What you've accomplished and what's next
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## What you've learned and what's next
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In this section you:
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- Measured peak system bandwidth across multiple traffic patterns with `peak-bandwidth`

content/learning-paths/servers-and-cloud-computing/memory-subsystem/pointer-chase-latency.md

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asct list
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```
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## What you've accomplished and what's next
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## What you've learned and what's next
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In this section you:
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- Ran the ASCT `latency-sweep` benchmark to measure pointer-chase latency across the full cache hierarchy and DRAM

content/learning-paths/servers-and-cloud-computing/memory-subsystem/streaming-bandwidth.md

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sudo asct run bandwidth
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```
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## What you've accomplished and what's next
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## What you've learned and what's next
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In this section you:
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- Ran the ASCT `bandwidth-sweep` benchmark to measure single-core streaming bandwidth at each cache level
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- Observed bandwidth plateaus corresponding to L1, L2, LLC, and DRAM
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- Learned about additional ASCT benchmarks for peak and cross-NUMA bandwidth
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The next section extends this to multi-core bandwidth, showing how shared resources like L3 and DRAM behave under contention.
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The next section extends this to multi-core bandwidth, showing how shared resources like L3 and DRAM behave under contention.

content/learning-paths/servers-and-cloud-computing/memory-subsystem/system-overview.md

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| L3 (shared) | 32 MB | 36 MB |
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| DRAM type | DDR4 | DDR5 |
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## What you've accomplished and what's next
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## What you've learned and what's next
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In this section you:
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- Identified the CPU model, core count, and NUMA topology of your test systems
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- Explored the cache hierarchy and cluster layout using `lscpu`, `hwloc`, and `sysfs`
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- Built a reference table of system properties for later comparison
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The next section dives deeper into the cache hierarchy and explains what each level does and why the architectural choices matter for performance.
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The next section dives deeper into the cache hierarchy and explains what each level does and why the architectural choices matter for performance.

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