InternAgent is a unified agentic framework designed for long-horizon autonomous scientific discovery. It leverages multi-agent systems with LLMs to perform algorithm discovery, autonomous paper reproduction, and hypothesis generation. The framework includes specialized modules for deep research capabilities, memory systems, and solution optimization, achieving leading performance on scientific reasoning benchmarks including GAIA, GPQA, and FrontierScience.