DeepSeek
An AI model/research organization known for open-source LLM releases and strong cost-performance pressure on closed API markets
#DeepSeek#open-source AI#LLM#MoE
What is DeepSeek?
DeepSeek is an AI model/research organization that gained strong momentum by releasing high-performance open-source LLM families. Its performance in reasoning, coding, and math has put direct price and capability pressure on closed API providers.
Why is it frequently discussed?
DeepSeek tends to pair model releases with technical reports and reproducible implementation details, which accelerates community adoption. For enterprise teams, it is often evaluated as an option for improving data control through self-hosted deployment paths.
Practical checkpoints
- License terms: Verify commercial usage scope, redistribution rules, and derivative model conditions first.
- Operating cost: Include infrastructure, inference optimization, and staffing cost beyond model-level cost.
- Quality validation: Run pilot tests on your real workload data instead of relying only on benchmark headlines.
Related terms
Natural Language Processing
MoE (Mixture of Experts)
A model architecture that activates only selected experts per input to improve cost-performance efficiency
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AI Agent
An autonomous AI system that can plan, use tools, and take actions to achieve goals
Natural Language Processing
Context Window
The maximum number of tokens a model can process in a single request
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Fine-tuning
The process of further training a pre-trained AI model on a specific dataset to specialize its capabilities
Natural Language Processing
GPT (Generative Pre-trained Transformer)
A family of large language models by OpenAI that generate text by predicting the next token
Natural Language Processing
Hallucination
When an AI model generates plausible-sounding but factually incorrect or fabricated information