An AI Repair Demo Worked. The Case for a Product Did Not.
A bounded Nginx study found 10 of 11 AI repairs versus 11 for manifest reconciliation. The useful result was a stopping decision, not a model ranking.
The RAMGPT library / 10 articles
Benchmarks
Transparent, reproducible comparisons with stated methodology.
Latest in Benchmarks
All topics ↗Strata Linux Multi-GPU: 8 GiB Host-Registration Cap Cut Prefill 3×
A controlled RTX 4090 + RTX 3060 experiment traced a severe Strata Q2_0 multi-GPU prefill slowdown to the Linux expert-copy path. Allowing full CUDA host registration raised 32K prefill from 665 to 2,110 tok/s.
Qwen3.8-27B on RTX 4090: 5,000 tok/s Prefill Reproduced
An independent Ubuntu RTX 4090 reproduction of NInfer's Qwen3.8-27B A8 claims reaches 4,999.5 tok/s pp2048, 500.9 tok/s edit decode, and exact retrieval at 260K context.
Gemma 4 vs Qwen3.8: Parallel Tool Calling Changes Agent Scaling
A local RTX 4090 agent benchmark shows Gemma 4 winning small tasks on speed while Qwen3.8 keeps agent turns flat by batching parallel tool calls.
MiMo-V2.6 QuantBench: Public Q4 and IQ4_XS Compared
We tested public MiMo-V2.6-Distill-Qwen-9B GGUFs on one RTX 4090, comparing loadability, perplexity, speed, exact-task accuracy, and BF16 fidelity.
We Gave Three Qwen3.8-27B Variants a Cybersecurity Exam
A first-pass RAMGPT field test of Base, Heretic, and OrcaRouter Qwen3.8-27B variants across AI-agent security, secure code review, and modern glibc exploitation.
HereticBench: What Actually Changes When You Remove a Model's Refusal Behavior?
A paired benchmark of refusal behavior, calibrated reasoning, open-ended response drift, and epistemic integrity in a 27B Base vs Heretic model comparison.
Qwen3.8-27B at 200K: The Performance Cliff Is VRAM, Not IQ3
Independent RTX 4090 testing finds UD-IQ3_XXS only ~2% slower than UD-Q3_K_XL at matched context, while reducing the 200K GPU memory budget from 16 to 15 GiB cuts prompt processing by 19%.
GSQ-RCO Beats Unsloth on WikiText-2 at ~8.4GB — But Not on Throughput
An RTX 4090 reproduction of Qwen3.8-27B at ~2.5 bpw finds 1.93% lower WikiText-2 perplexity for GSQ-RCO than Unsloth UD-IQ2_S, while tensor dumps reveal a far more heterogeneous precision allocation and slightly lower throughput.
Qwen3.8's 38GB PLE: Only 222MB Resident at 8K Context
An RTX 4090 reproduction of Qwen3.8-Flash-Next PLE paging shows a 38.4GB table reaching only 221.7MiB resident after an 8K high-diversity prompt sweep.