7.5 tok/s. That is what 512GB of DDR5 actually buys you on GLM-5.2, and it is the number that breaks my own advice from yesterday.

I said buy RAM before the next GPU. Then someone who owns the RAM row ran it. Threadripper, 512GB DDR4, RTX PRO 4500 with 32GB instead of the 96GB

BountyAug 2310

Interesting results after testing ponytail and caveman with deepseek-v4-flash-vision-exp to build a zoo

I had two similar sessions, one with ponytail and caveman and one without. The results clearly show WITHOUT is much better. What's even crazier, token usage: With: 16.9M

balega_devAug 23

Deepseek open sourced their agent harness and raised their api prices in the same week.

Bold combo Because the harness treats the model as a plugin. So mid-task I unplugged their api and plugged in qwen3.8 27b running through rcli on a 24gb gpu. It finished the job like nothing

Sanchit mongaAug 238

Not touching the context won the evals.

That's the surprise at the center of "Context Engineering in 2026," where Whats_AI, omar_solano1, and samridhivaid of Towards AI walk through what they measured while trying to fix their AI tutor. aiDotEngineer has it on YouTube. If you

Corey J. GallonAug 23