This month: closing the dense-bench series. Parts 0, 1, and 2 are out — why the harness exists, the prefill/decode/TTFT/memory curves at 4K to 128K, and the Llama 128K cliff that the harness flagged before I would have plotted it as a wrong number.yes, this list is shorter than last month. on purpose.

Next: a Part 3 that isn't planned yet. Probably a head-to-head with the DGX Spark on the same matrix once it's set up.

In parallel: migrating the homelab off a flat network. UniFi is in, VLANs exist, the smart bulbs have been quarantined from the work laptop.

---

Reading / chewing on:

• Sutton, "The Bitter Lesson" — short, ages well.
• Karpathy, "Yes you should understand backprop" — re-reading for the framing, not the math.
• A long-context KV-cache paper that's been on my desk for two weeks.

---

Not work: trying to read more fiction. Going badly.