Skip to content
AxiomLogicaSearch
Search

Find articles

Lifestyle & Home Improvement

Why is my pool pump not priming? 7 causes and how to fix it before calling a pool pro

Most non-priming pool pumps are losing air on the suction side—not “failing” outright—and the fastest fix is often a worn lid O-ring, loose lid, or low water level that can be corrected in minutes with a cheap part — but capacitor, wiring, or repeated air-leak issues move this into pro territory.

axiomlogica.com/lifestyle-home-improvement/why-is-my-pool-pump-not-priming
AI & ML

How to extend a Llama or Qwen context window with YaRN in vLLM: a step-by-step deployment guide

vLLM’s Qwen deployment docs explicitly recommend RoPE scaling for context lengths beyond the pretrained 32,768-token limit and validate YaRN for length extrapolation — but the exact scaling knobs must be matched to the model’s original max position embeddings and sampling/runtime settings, or the model can silently degrade even if it accepts longer prompts.

axiomlogica.com/ai-ml/extend-llama-qwen-context-window-yarn-vllm
Lifestyle & Home Improvement

Home gym design ideas for a basement or garage that actually look good on Pinterest

The best-looking home gyms are usually built around a few repeatable design moves — matched flooring, hidden storage, wall color discipline, and one statement piece — but the setup still has to survive sweat, noise, and limited square footage in a basement or garage.

axiomlogica.com/lifestyle-home-improvement/home-gym-design-ideas-basement-garage-pinterest
AI & ML

How to fine-tune Llama 3, Qwen, or Mistral with LoRA on a single 24GB GPU

QLoRA makes 8B-class models practical on 24GB cards by combining 4-bit NF4 quantization with LoRA adapters, but the memory win comes with slower training than plain LoRA and tighter sensitivity to sequence length, batch size, and target module choice.

axiomlogica.com/ai-ml/fine-tune-llama-3-qwen-mistral-lora-24gb-gpu
Lifestyle & Home Improvement

Best artificial Christmas trees for small living rooms: height, width, and pre-lit options that actually fit

The trees that work best in small living rooms are the ones sold with an explicit diameter and hinged branch profile, not just a height label — that can keep you from buying a tree that overwhelms a 7- to 8-foot ceiling room — but the exact fit still depends on stand width, branch spread, and whether pre-lit wiring adds bulk.

axiomlogica.com/lifestyle-home-improvement/best-artificial-christmas-trees-small-living-rooms
AI & ML

S-LoRA vs LoRAX vs vLLM PEFT: which multi-adapter serving stack fits your workload?

S-LoRA is optimized for high-scale multi-adapter serving through unified paging and heterogeneous batching, LoRAX is designed for thousands of adapters with dynamic loading and production features, and vLLM PEFT is the lighter-weight option when you want vLLM’s serving stack with adapter support but not the most aggressive multi-adapter specialization.

axiomlogica.com/ai-ml/s-lora-vs-lorax-vllm-peft
AI & ML

Should teams buy curated preference data or build an in-house curation pipeline?

Buying curated preference data reduces internal labeling and curation labor, but the trade-off is vendor dependency and less control over sampling and rubric design — in practice, teams should expect the cheapest path to be purchase for experimentation and the best path to be build when they need domain-specific preference signals, auditability, or iterative rubric changes.

axiomlogica.com/ai-ml/buy-curated-preference-data-or-build-in-house
Lifestyle & Home Improvement

Do you need a radon test in a basement? How to test and what to do if levels are high

Basements are the highest-priority place to test for radon because pressure differentials pull soil gas indoors — and if results are at or above EPA’s action level, the real fix is mitigation, not ventilation hacks, because only a properly installed system can reliably lower elevated radon.

axiomlogica.com/lifestyle-home-improvement/basement-radon-test-high-levels