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Viswaretas Kotra profile picture

Viswaretas Kotra

Founder @ Nodus Compute, worked before in HFT, Distributed Systems, and AI.

Joined Joined on  github website
DPO vs RLHF: which should you use to align a model?

DPO vs RLHF: which should you use to align a model?

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9 min read
How does knowledge distillation work for LLMs?

How does knowledge distillation work for LLMs?

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8 min read
What are the best SaladCloud alternatives for GPU workloads?

What are the best SaladCloud alternatives for GPU workloads?

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8 min read
How do you let Cursor's agent run code on a cloud GPU?

How do you let Cursor's agent run code on a cloud GPU?

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8 min read
How can an AI startup get free GPU and cloud credits?

How can an AI startup get free GPU and cloud credits?

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9 min read
LoRA vs full fine-tuning: when is LoRA good enough?

LoRA vs full fine-tuning: when is LoRA good enough?

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8 min read
How do you fine-tune Qwen with LoRA in the cloud cheaply?

How do you fine-tune Qwen with LoRA in the cloud cheaply?

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10 min read
Nodus vs Fireworks AI: which is better for fine-tuning?

Nodus vs Fireworks AI: which is better for fine-tuning?

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10 min read
What are the best open-source sandboxes for AI agents?

What are the best open-source sandboxes for AI agents?

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9 min read
A100, H100, H200, B200, B300: which GPU should you pick?

A100, H100, H200, B200, B300: which GPU should you pick?

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8 min read
B200 vs H200: which is the better GPU for LLM work?

B200 vs H200: which is the better GPU for LLM work?

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9 min read
What is vLLM, and why is it faster than plain Transformers?

What is vLLM, and why is it faster than plain Transformers?

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9 min read
What are the best Paperspace alternatives in 2026?

What are the best Paperspace alternatives in 2026?

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8 min read
How do you fine-tune Llama on your own data in the cloud?

How do you fine-tune Llama on your own data in the cloud?

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9 min read
B200 vs H100: how much faster is Blackwell for training?

B200 vs H100: how much faster is Blackwell for training?

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9 min read
Should Claude Code run on your laptop or a cloud machine?

Should Claude Code run on your laptop or a cloud machine?

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7 min read
How do you train an AI model on your own data in the cloud?

How do you train an AI model on your own data in the cloud?

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8 min read
What are the best Jarvis Labs alternatives for training in 2026?

What are the best Jarvis Labs alternatives for training in 2026?

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8 min read
What are the best TensorDock alternatives for training in 2026?

What are the best TensorDock alternatives for training in 2026?

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8 min read
Six wrong normalization formulas passed a correctness check

Six wrong normalization formulas passed a correctness check

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9 min read
The reward is part of the dataset

The reward is part of the dataset

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2 min read
How do you move training jobs from Modal to Nodus?

How do you move training jobs from Modal to Nodus?

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9 min read
What are the best Crusoe Cloud alternatives for AI teams?

What are the best Crusoe Cloud alternatives for AI teams?

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9 min read
Can an AI agent fine-tune a model for you, end to end?

Can an AI agent fine-tune a model for you, end to end?

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7 min read
How much does an NVIDIA B200 cost to buy or rent?

How much does an NVIDIA B200 cost to buy or rent?

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8 min read
Is an RTX 5090 good for AI compared with an A100 or H100?

Is an RTX 5090 good for AI compared with an A100 or H100?

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8 min read
How expensive is Runpod for training and fine-tuning?

How expensive is Runpod for training and fine-tuning?

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9 min read
What are the best Hyperstack alternatives for AI training?

What are the best Hyperstack alternatives for AI training?

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7 min read
How do you run AI agent evals in parallel on cloud GPUs?

How do you run AI agent evals in parallel on cloud GPUs?

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10 min read
Where can you get NVIDIA B300 GPUs by the hour?

Where can you get NVIDIA B300 GPUs by the hour?

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7 min read
vLLM vs SGLang: which LLM inference engine is faster?

vLLM vs SGLang: which LLM inference engine is faster?

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9 min read
Why is GPU utilization low during PyTorch training?

Why is GPU utilization low during PyTorch training?

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9 min read
H100 vs H200: which GPU should you use for LLM training?

H100 vs H200: which GPU should you use for LLM training?

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8 min read
What is an MCP server, and how can it give agents GPUs?

What is an MCP server, and how can it give agents GPUs?

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7 min read
How does Modal pricing work for training and fine-tuning?

How does Modal pricing work for training and fine-tuning?

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8 min read
How do coding agents run jobs that take hours, not minutes?

How do coding agents run jobs that take hours, not minutes?

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7 min read
Can you train your own LLM, and what does it actually take?

Can you train your own LLM, and what does it actually take?

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7 min read
RAG vs fine-tuning: which should your LLM app use?

RAG vs fine-tuning: which should your LLM app use?

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8 min read
How much does it cost to fine-tune a 70B model?

How much does it cost to fine-tune a 70B model?

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8 min read
Can OpenAI Codex run GPU jobs, and how do you set it up?

Can OpenAI Codex run GPU jobs, and how do you set it up?

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7 min read
How many GPUs do you need to train an AI model?

How many GPUs do you need to train an AI model?

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8 min read
B300 vs B200: what does Blackwell Ultra add for training?

B300 vs B200: what does Blackwell Ultra add for training?

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8 min read
How do you train on AWS spot instances without losing work?

How do you train on AWS spot instances without losing work?

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9 min read
What compute do you need for RL training of LLM agents?

What compute do you need for RL training of LLM agents?

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7 min read
How do you fine-tune Mistral 7B on your own data?

How do you fine-tune Mistral 7B on your own data?

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8 min read
PPO vs DPO vs GRPO: which RL method should you use?

PPO vs DPO vs GRPO: which RL method should you use?

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8 min read
LoRA vs QLoRA: which should you use to fine-tune an LLM?

LoRA vs QLoRA: which should you use to fine-tune an LLM?

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8 min read
Nodus vs Azure GPUs: which is cheaper for model training?

Nodus vs Azure GPUs: which is cheaper for model training?

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8 min read
Which sandboxes give AI agents GPUs: Modal, E2B or Nodus?

Which sandboxes give AI agents GPUs: Modal, E2B or Nodus?

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8 min read
A100 vs H100: is the H100 worth it for LLM training?

A100 vs H100: is the H100 worth it for LLM training?

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7 min read
Nodus vs Northflank: which is better for GPU training?

Nodus vs Northflank: which is better for GPU training?

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8 min read
Nodus vs Daytona: which sandbox should AI agents use?

Nodus vs Daytona: which sandbox should AI agents use?

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8 min read
How do you safely sandbox an AI agent that runs code?

How do you safely sandbox an AI agent that runs code?

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9 min read
What happens to your training job when GPU capacity runs out?

What happens to your training job when GPU capacity runs out?

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7 min read
What are the best SageMaker alternatives for training in 2026?

What are the best SageMaker alternatives for training in 2026?

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8 min read
How do you run training jobs across multiple GPU clouds?

How do you run training jobs across multiple GPU clouds?

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8 min read
Nodus vs Baseten: which should you use for training jobs?

Nodus vs Baseten: which should you use for training jobs?

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7 min read
Which sandbox is best for running AI agent code?

Which sandbox is best for running AI agent code?

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7 min read
How long does it take to train an AI model on cloud GPUs?

How long does it take to train an AI model on cloud GPUs?

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8 min read
What is the best GPU cloud for an AI startup in 2026?

What is the best GPU cloud for an AI startup in 2026?

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8 min read
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