DeepSeek R1

DeepSeek R1 prioritizes deliberate reasoning over chatty prose. Instead of jumping to an answer, it plans, checks intermediate results, and revises before replying, which makes it steady on multi-step math, formal logic, and non-trivial coding tasks. The model is instruction-tuned for clear, controllable behavior and can expose longer internal deliberation when you need extra reliability—at the cost of more tokens and time. It handles long contexts so it can read multi-document prompts or repository-scale code, and it integrates cleanly with production stacks through function/tool calling, schema-true JSON output, and streaming. Teams typically pair R1 with a faster sibling for everyday prompts, routing the hardest problems to R1 when correctness matters most.