theAIcatchup

Visualization of LLM post-training pipeline from LoRA merge to quantized deployment

Quantized LLMs: Silent Killers in Production and How Unsloth Exposes Them

Imagine your fine-tuned AI ace-ing every test, only to hallucinate wildly in the wild. Unsloth pulls back the curtain on quantization's dark side, from merge mishaps to VRAM traps.

4 min read 1 day, 20 hours ago

Single NVIDIA A100 GPU server humming with self-hosted Qwen LLM inference

AI Hardware

One GPU, Zero API Bills: The Self-Hosted LLM Playbook That Actually Works

Your first API bill for AI agents just landed: $50,000. Time to self-host. Here's the no-BS guide to running LLMs on one machine you own.

3 min read 2 weeks ago

#LLM quantization

Quantized LLMs: Silent Killers in Production and How Unsloth Exposes Them

One GPU, Zero API Bills: The Self-Hosted LLM Playbook That Actually Works

Stay in the loop