targeting Q-learning / Agentic-AI

see also

• Lenovo Thinkstation PGX - packing the Nvidia GB10 Grace Blackwell Superchip and 128GB of unified memory. - 3500$ / 2026
• Nvidia DGX Spark
• Framework Desktop - Max+ 395 - 128GB - 2329€
  • review
  • I clustered four Framework Mainboards to test huge LLMs
• Apple didn’t have to go this hard… / article / HN - review of M5 apple - 10’000€ each
  • exo (macos) Run your own AI cluster at home with everyday devices.
• AM4-based system in 2023 for 2300€
  • If you choose a desktop mainboard for having two GPUs, make sure it can run at PCIe x8 speeds when using both GPU slots! Having NVLink between the GPUs is not a replacement for having a fast connection between the CPU+RAM and the GPU and its VRAM.
  • 3090 second hand can be found at something like $600.

# Requirement

• pcie 5.0
  • B850 vs X870 chipset comparison
  • nvme 5.0 load
  • GPU 5.0 exchange
• AM5 (newer CPU)
  • force to use DDR5
• System on chip AMD
  • le hardware va devenir un element preponderant
  • mais il faut stabiliser les algos avant
  • on ne peut pas rester dans une logique de bourrin
• APU - cpu + GPU + shared memory
  • Mac Mini?

see also

• Best Ryzen Motherboard 2024 - FALL UPDATE. Ryzen 9000 7000 5000 CPUs (9800X3D, 7600X, 5600X)
• Avoid These PC Parts in 2025!
  • the biggest issue continues to be graphics cards with only 8 GB of vram
• AMD Reveals RX 9070 XT, FSR 4, New X3D CPUs - Full Details