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Viswaretas Kotra profile picture

Viswaretas Kotra

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

Joined Joined on 
Can you use serverless GPUs for long training runs?
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Can you use serverless GPUs for long training runs?

#machinelearning #ai #serverless #gpu
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6 min read
What are the best serverless GPU platforms in 2026?
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What are the best serverless GPU platforms in 2026?

#serverless #gpu #machinelearning #cloud
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10 min read
What is the cheapest way to fine-tune Llama on an H100?
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What is the cheapest way to fine-tune Llama on an H100?

#machinelearning #llm #gpu #ai
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9 min read
What are the best Together AI alternatives for fine-tuning?
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What are the best Together AI alternatives for fine-tuning?

#machinelearning #ai #llm #finetuning
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9 min read
What infrastructure do background coding agents need?
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What infrastructure do background coding agents need?

#ai #agents #devops #mcp
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9 min read
What is the best platform to fine-tune open-source LLMs?
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What is the best platform to fine-tune open-source LLMs?

#machinelearning #llm #ai #cloud
Comments 1
9 min read
How do you fine-tune with Unsloth on a cloud GPU?
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How do you fine-tune with Unsloth on a cloud GPU?

#machinelearning #python #llm #tutorial
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8 min read
How do you train a PyTorch model on multiple GPUs?
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How do you train a PyTorch model on multiple GPUs?

#pytorch #machinelearning #deeplearning #gpu
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8 min read
What are the best Hugging Face AutoTrain alternatives?
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What are the best Hugging Face AutoTrain alternatives?

#machinelearning #llm #finetuning #huggingface
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10 min read
Continued pretraining vs fine-tuning: which do you need?
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Continued pretraining vs fine-tuning: which do you need?

#machinelearning #llm #ai #finetuning
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7 min read
Which GPU platforms checkpoint and resume training for you?
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Which GPU platforms checkpoint and resume training for you?

#machinelearning #devops #cloud #tutorial
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9 min read
What are cheaper alternatives to AWS for GPU training?
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What are cheaper alternatives to AWS for GPU training?

#aws #cloud #machinelearning #gpu
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8 min read
What is GRPO, and how do you run GRPO training on GPUs?
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What is GRPO, and how do you run GRPO training on GPUs?

#machinelearning #llm #ai #deeplearning
Comments 1
9 min read
Should you run an LLM locally or in the cloud?
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Should you run an LLM locally or in the cloud?

#llm #ai #machinelearning #gpu
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8 min read
What does an H100 or B200 hour cost per finished job?
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What does an H100 or B200 hour cost per finished job?

#gpu #machinelearning #cloud #ai
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8 min read
Nodus vs Nebius: which is better for GPU training?
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Nodus vs Nebius: which is better for GPU training?

#gpu #machinelearning #ai #devops
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9 min read
Nodus vs CoreWeave: which fits your training workload?
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Nodus vs CoreWeave: which fits your training workload?

#gpu #kubernetes #machinelearning #cloudcomputing
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8 min read
What are the best Vast.ai alternatives for AI training in 2026?
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What are the best Vast.ai alternatives for AI training in 2026?

#gpu #machinelearning #ai #cloudcomputing
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8 min read
Nodus vs Lambda: which is better for GPU training?
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Nodus vs Lambda: which is better for GPU training?

#gpu #machinelearning #cloudcomputing #pytorch
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8 min read
Modal vs RunPod: which is better for training and fine-tuning?
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Modal vs RunPod: which is better for training and fine-tuning?

#machinelearning #gpu #python #ai
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10 min read
What are the best RunPod alternatives for AI training in 2026?
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What are the best RunPod alternatives for AI training in 2026?

#machinelearning #gpu #ai #cloud
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9 min read
Nodus vs RunPod: which is better for GPU training?
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Nodus vs RunPod: which is better for GPU training?

#machinelearning #gpu #ai #devops
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9 min read
Nodus vs AWS SageMaker: which is better for training models?
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Nodus vs AWS SageMaker: which is better for training models?

#machinelearning #aws #ai #python
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6 min read
Can an AI coding agent launch GPU training jobs for you?
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Can an AI coding agent launch GPU training jobs for you?

#ai #agents #machinelearning #tutorial
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9 min read
Nodus vs E2B: which sandbox should AI agents use?
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Nodus vs E2B: which sandbox should AI agents use?

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

#gpu #machinelearning #llm #python
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11 min read
Nodus vs Modal: which is better for GPU training?
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Nodus vs Modal: which is better for GPU training?

#gpu #machinelearning #python #cloud
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9 min read
How do you stop an AI agent from overspending on GPUs?
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How do you stop an AI agent from overspending on GPUs?

#ai #gpu #mcp #devops
Comments 1
8 min read
Spot vs on-demand GPUs: what breaks, and how do you make spot safe?
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Spot vs on-demand GPUs: what breaks, and how do you make spot safe?

#gpu #machinelearning #cloud #python
Comments 1
7 min read
What are the best Modal alternatives in 2026?
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What are the best Modal alternatives in 2026?

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

#gpu #cloud #machinelearning #nvidia
Comments 1
2 min read
How to give Claude Code, Codex or Cursor access to GPUs (MCP setup)
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How to give Claude Code, Codex or Cursor access to GPUs (MCP setup)

#ai #mcp #claude #gpu
Comments 4
2 min read
How do you make spot GPU training survive preemption?
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How do you make spot GPU training survive preemption?

#machinelearning #pytorch #gpu #mlops
Comments 1
7 min read
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