What is DeepSeek-V3?
DeepSeek-V3 stunned the AI world by delivering benchmark results rivalling GPT-4o while releasing full model weights under MIT license. Built on a Mixture-of-Experts (MoE) architecture, it excels at coding, maths, and reasoning. 128K context window. Can be run with vLLM or Ollama on capable hardware.
Quick start
1
Download via Hugging Face (671B params — needs powerful hardware)
2
For local use: ollama run deepseek-v3
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Use DeepSeek API for cloud access (cheap)
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Or run quantized versions (Q4, Q8) on consumer GPUs
Use cases
→Advanced coding assistance
→Mathematical reasoning
→Long-context document analysis
→Cost-efficient deployment
Compatible models
DeepSeek-V3 671BDeepSeek-R1 (reasoning)DeepSeek-Coder-V2
Why this matters for India
// india context
DeepSeek API is extremely cheap — comparable to Llama pricing but with frontier quality. Good option for Indian startups watching API costs.