Data-driven notes

Insightsby TokenBurner

Turn pricing tables into decision-ready metrics.

All 2 llama 1 vram 1 gpu 1 local-llm 1 quantization 1 rtx-4090 1 vector-db 1 pricing 1 pinecone 1 weaviate 1 rag 1 cost 1

2026-01-03

6 min

Llama 70B VRAM Requirement: Can You Run It on an RTX 4090?

Don't guess. We tested Llama 3 70B on RTX 4090, 3090, and A100. Here is the exact VRAM breakdown for FP16 vs INT4 and why you might get OOM errors.

llama vram gpu

2026-01-02

4 min

Pinecone Serverless vs Weaviate Cloud: The Real Cost of Hosting 1 Million Vectors

Vector DB pricing is shifting: storage is cheap, compute is not. Here’s the break-even math behind Pinecone serverless cost vs fixed instances (Weaviate/Qdrant) for RAG workloads.

vector-db pricing pinecone