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Dev Yadav

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The Demo Was One User. Then Batch Size Became Real.

The Demo Was One User. Then Batch Size Became Real.

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2 min read
4-bit Quantization Does Not Make VRAM Problems Go Away

4-bit Quantization Does Not Make VRAM Problems Go Away

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2 min read
KV Cache Is Why Your Model Fit Until It Did Not

KV Cache Is Why Your Model Fit Until It Did Not

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1 min read
7B Parameters Does Not Mean 8GB VRAM Is Enough

7B Parameters Does Not Mean 8GB VRAM Is Enough

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2 min read
The Model Was Cheap. The Retries Became the Bill.

The Model Was Cheap. The Retries Became the Bill.

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1 min read
The Tutorial Used Tiny Prompts. Your Real Prompts Did Not.

The Tutorial Used Tiny Prompts. Your Real Prompts Did Not.

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1 min read
Your LoRA Fit Yesterday. Today the Dataset Did Not.

Your LoRA Fit Yesterday. Today the Dataset Did Not.

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1 min read
The Demo Worked on a 7B Model. Production Traffic Changed the Math.

The Demo Worked on a 7B Model. Production Traffic Changed the Math.

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1 min read
The Cheapest GPU Looked Smart. Then the Job Took All Night.

The Cheapest GPU Looked Smart. Then the Job Took All Night.

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1 min read
Your Model Loaded Fine. Then Context Length Broke the GPU Plan.

Your Model Loaded Fine. Then Context Length Broke the GPU Plan.

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1 min read
Kaggle Gave You 12 Hours. Your Training Job Needed More.

Kaggle Gave You 12 Hours. Your Training Job Needed More.

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1 min read
The Tutorial Says Run It Locally. Your Laptop Says No.

The Tutorial Says Run It Locally. Your Laptop Says No.

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1 min read
Your Fine-Tuning Job Works. Then VRAM Says No.

Your Fine-Tuning Job Works. Then VRAM Says No.

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1 min read
Google Colab Keeps Crashing. Here Is What People Use Next.

Google Colab Keeps Crashing. Here Is What People Use Next.

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1 min read
Which GPU Should You Rent for Fine-Tuning?

Which GPU Should You Rent for Fine-Tuning?

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1 min read
RTX 4090 vs A100: Which GPU Should You Rent for AI Work?

RTX 4090 vs A100: Which GPU Should You Rent for AI Work?

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1 min read
You're Probably Comparing GPU Rentals the Wrong Way

You're Probably Comparing GPU Rentals the Wrong Way

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1 min read
The Most Expensive Part of GPU Rentals Usually Isn't the GPU

The Most Expensive Part of GPU Rentals Usually Isn't the GPU

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1 min read
Most AI Teams Don't Need an H100

Most AI Teams Don't Need an H100

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1 min read
The Cheapest GPU Rental Can Cost You More

The Cheapest GPU Rental Can Cost You More

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1 min read
Don't Rent an H100 Until You Check This

Don't Rent an H100 Until You Check This

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1 min read
Stop Overpaying for GPU Rentals (Check These 5 Things First)

Stop Overpaying for GPU Rentals (Check These 5 Things First)

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1 min read
GPU Rental Service: How to Choose the Right Provider

GPU Rental Service: How to Choose the Right Provider

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1 min read
Nvidia GPU Rental: H100, A100, RTX 4090 Explained

Nvidia GPU Rental: H100, A100, RTX 4090 Explained

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1 min read
Best GPU Rental for AI Training in India

Best GPU Rental for AI Training in India

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2 min read
GPU Rental Prices: AWS vs GCP vs Lumino Comparison

GPU Rental Prices: AWS vs GCP vs Lumino Comparison

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1 min read
GPU Rental India: Complete Pricing Guide 2026

GPU Rental India: Complete Pricing Guide 2026

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2 min read
Lumino Cloud - Affordable GPU rentals for AI/ML in India

Lumino Cloud - Affordable GPU rentals for AI/ML in India

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1 min read
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