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Viswaretas Kotra profile picture

Viswaretas Kotra

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

Joined Joined on 
Continued pretraining vs fine-tuning: which do you need?

Continued pretraining vs fine-tuning: which do you need?

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7 min read
Which GPU platforms checkpoint and resume training for you?

Which GPU platforms checkpoint and resume training for you?

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9 min read
What are cheaper alternatives to AWS for GPU training?

What are cheaper alternatives to AWS for GPU training?

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8 min read
What is GRPO, and how do you run GRPO training on GPUs?

What is GRPO, and how do you run GRPO training on GPUs?

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9 min read
Should you run an LLM locally or in the cloud?

Should you run an LLM locally or in the cloud?

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8 min read
What does an H100 or B200 hour cost per finished job?

What does an H100 or B200 hour cost per finished job?

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8 min read
Nodus vs Nebius: which is better for GPU training?

Nodus vs Nebius: which is better for GPU training?

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9 min read
Nodus vs CoreWeave: which fits your training workload?

Nodus vs CoreWeave: which fits your training workload?

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8 min read
What are the best Vast.ai alternatives for AI training in 2026?

What are the best Vast.ai alternatives for AI training in 2026?

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8 min read
Nodus vs Lambda: which is better for GPU training?

Nodus vs Lambda: which is better for GPU training?

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8 min read
Modal vs RunPod: which is better for training and fine-tuning?

Modal vs RunPod: which is better for training and fine-tuning?

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10 min read
What are the best RunPod alternatives for AI training in 2026?

What are the best RunPod alternatives for AI training in 2026?

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9 min read
Nodus vs RunPod: which is better for GPU training?

Nodus vs RunPod: which is better for GPU training?

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9 min read
Nodus vs AWS SageMaker: which is better for training models?

Nodus vs AWS SageMaker: which is better for training models?

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6 min read
How can Claude Code train a model on a cloud GPU from one prompt?

How can Claude Code train a model on a cloud GPU from one prompt?

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8 min read
Nodus vs E2B: which sandbox should AI agents use?

Nodus vs E2B: which sandbox should AI agents use?

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8 min read
How much VRAM do you need to run or fine-tune a 70B model?

How much VRAM do you need to run or fine-tune a 70B model?

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11 min read
Nodus vs Modal: which is better for GPU training?

Nodus vs Modal: which is better for GPU training?

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9 min read
How do you stop an AI agent from overspending on GPUs?

How do you stop an AI agent from overspending on GPUs?

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8 min read
Spot vs on-demand GPUs: what breaks, and how do you make spot safe?

Spot vs on-demand GPUs: what breaks, and how do you make spot safe?

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7 min read
What are the best Modal alternatives in 2026?

What are the best Modal alternatives in 2026?

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9 min read
GPU cloud pricing, October 2026: what an H100, H200, B200 or B300 costs per hour

GPU cloud pricing, October 2026: what an H100, H200, B200 or B300 costs per hour

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2 min read
How to give Claude Code, Codex or Cursor access to GPUs (MCP setup)

How to give Claude Code, Codex or Cursor access to GPUs (MCP setup)

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2 min read
How do you make spot GPU training survive preemption?

How do you make spot GPU training survive preemption?

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7 min read
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