video-understanding

Code as World: Agentic Discovery of Executable World Representations for Physical Reasoning

An open-weight 11B model series for long-form and real-time video understanding

Give AI agents eyes, ears, and verifiable results. Watch Skill turns video, audio and screen activity into searchable, timestamped evidence and proves work with deterministic contracts, not model opinion. DeepWatch is the agent workspace built on DeepSeek Harness. Python + npm, MCP, CLI, REST, Web.