(Modified:
2026-10-10)
— Written by
SimeonOnSecurity— 11 min read
A five-model comparison of two RTX 5060 Ti cards and an NVIDIA GB10 across 4K to 256K context, including prompt processing, generation speed, and actual prompt lengths.
(Modified:
2026-10-07)
— Written by
SimeonOnSecurity— 9 min read
Size a 16GB local LLM setup around model weights, KV cache, and prompt processing. Compare Qwen3.8 27B memory budgets, GPU bandwidth, and ownership costs.
(Modified:
2026-10-06)
— Written by
SimeonOnSecurity— 10 min read
Compare local AI with ChatGPT and Claude through benchmark scores, memory estimates, serving speed, and agent verification. Includes RTX 5090, DGX Spark, and Mac Studio scenarios.
(Modified:
2026-10-10)
— Written by
SimeonOnSecurity— 11 min read
A practical October 2026 guide to running a Qwen 27B model with 32GB of usable accelerator memory. Compare single GPUs, two-card builds, unified memory, used data-center cards, rented compute, software support, and full-context limits.
(Modified:
2026-10-10)
— Written by
SimeonOnSecurity— 8 min read
NVIDIA’s 64GB DGX Spark tier shows how memory supply pressure is shaping local AI hardware. This guide explains the capacity cut, unified-memory tradeoffs, and why DRAM relief is unlikely before late 2027.