Jarvislabs Blog

From 8 seconds to 1.8 — how we tore apart every layer of our instance creation pipeline in three days to make GPU launches feel instant.

Vishnu Subramanian

14 min read

How much does an NVIDIA A100 GPU cost? $7K-$15K to buy, from $1.49/hr to rent. Compare A100 cloud pricing, specs & benchmarks across providers. Updated March 2026.

Vishnu Subramanian

16 min read

Learn how to scale LLM inference using data parallelism, pipeline parallelism, and tensor parallelism in vLLM. Practical guide with A100 GPU benchmarks comparing DP vs PP vs TP.

Jaydev Tonde

54 min read

NVIDIA L4 GPU costs $2K-$3K to buy or from $0.44/hr to rent. Complete L4 specs, benchmarks, and cloud pricing comparison. The best budget GPU for AI inference in 2026.

Vishnu Subramanian

13 min read

NVIDIA L4 vs A100 compared: specs, inference benchmarks, pricing, and when to choose each GPU. L4 is 2x cheaper per token. A100 wins on VRAM and training.

Vishnu Subramanian

18 min read

Learn 5 practical vLLM optimization methods: prefix caching, FP8 KV-cache, CPU offloading, disaggregated prefill/decode, and zero-reload sleep mode, with benchmark-backed guidance.

Jaydev Tonde

26 min read

Part 1 of my LLM optimization research series. Exploring how Meta's disaggregated prefill-decode strategy separates prompt processing from token generation - and what it means for JarvisLabs.

Vishnu Subramanian

11 min read

NVIDIA H100 price starts at $25,000 to buy or $2.99/hour to rent. Compare H100 cloud GPU pricing from Jarvislabs, Lambda Labs, RunPod & more. Updated January 2026.

NVIDIA H200 GPU costs $30K-$40K to buy or $3.80/hr to rent. Compare H200 cloud pricing from AWS, Azure, Google Cloud & Jarvislabs. Updated January 2026.

Vishnu Subramanian

10 min read

Complete guide to LLM quantization with vLLM. Compare AWQ, GPTQ, Marlin, GGUF, and BitsandBytes with real benchmarks on Qwen2.5-32B using H200 GPU - 4-bit quantization tested for perplexity, HumanEval accuracy, and inference speed.

Jaydev Tonde

47 min read

Learn how to deploy MiniMax M2.1 with vLLM for agentic workloads and coding assistants. Covers hardware requirements, tensor/expert parallelism, benchmarking on InstructCoder, tool calling with interleaved thinking, and integration with Claude Code, Cline, and Cursor.

Atharva Ingle

10 min read

Learn how to speed up LLM inference by 1.4-1.6x using speculative decoding in vLLM. This guide covers Draft Models, N-Gram Matching, Suffix Decoding, MLP Speculators, and EAGLE-3 with real benchmarks on Llama-3.1-8B and Llama-3.3-70B.

Jaydev Tonde

34 min read

Confused by NVIDIA H100 price in India? Complete 2025 pricing guide: purchase (₹25-30L) vs rent (₹242/hr). Plus hidden costs nobody talks about.

A deep dive into CUDA cores, Tensor Cores, precision modes, and other specialized GPU features that impact performance.

H100 vs A100 GPU comparison: specs, benchmarks, pricing & which to choose. H100 is 2-3x faster, A100 is 40-60% cheaper. Updated February 2026 with latest cloud pricing.

Vishnu Subramanian

12 min read

Learn how to improve your Stable Diffusion prompts using Ollama and LLMs in ComfyUI. Step-by-step guide to setup, workflow, and best practices for enhanced AI image generation.

Learn how to effectively track and manage ML experiments using Weights & Biases (W&B) and Hydra. A comprehensive guide for machine learning practitioners and researchers.

Atharva Ingle

22 min read

Step-by-step guide to set up and run FLUX.1 Schnell for AI image generation using ComfyUI on cloud GPUs. Includes workflows, LoRA integration, and practical examples.

Explore uncensored LLM models, their differences from ChatGPT, and how they're built. Learn about foundation models, fine-tuning, and running unfiltered AI models locally.

Vishnu Subramanian

4 min read

Step-by-step guide to install and run Flux.1 AI image generator on cloud GPU. Learn how to generate high-quality AI images using Flux's open-source model with detailed setup instructions and examples.

Vishnu Subramanian

4 min read

Step-by-step guide to creating custom AI training datasets using Fooocus's face swap and pose matching features for Stable Diffusion model finetuning

Learn how to effectively deploy and interact with Ollama LLM models using terminal commands, local clients, and REST APIs. Discover tips for choosing the right GPU, managing storage, and troubleshooting common issues.

Vishnu Subramanian

3 min read

Discover how to enhance your PyTorch scripts using Hugging Face Accelerate for efficient multi-GPU and mixed precision training. Learn setup, configuration, and code adaptation for faster deep learning model training.

Vishnu Subramanian

5 min read

Learn how to train large language models efficiently using DeepSpeed and HuggingFace Trainer. This step-by-step guide shows you how to optimize GPU memory and train 10B+ parameter models on a single GPU using ZeRO-Offload.

Learn how to build a toxic comment classifier using RoBERTa and PyTorch Lightning. This step-by-step tutorial covers mixed precision training, multi-GPU setup, and Weights & Biases integration for ML model tracking.

Learn how to boost ResNet-50 accuracy from 75.3% to 80.4% using advanced training techniques, including BCE loss, data augmentation, and optimization strategies. A comprehensive guide to modern CNN training best practices.

Vishnu Subramanian

5 min read