Apodex 1.1 introduces a framework for "working capability," enabling general-purpose language models to sustain verifiable progress on complex tasks involving files, code, and information sources. The system achieves this through Environment Scaling, which expands executable environments, and Agentic Coordination Scaling, which trains agents to decompose tasks and manage parallel work.
- Apodex 1.1 reaches the leading performance band in finance, scientific research, mathematics, coding, and search despite using a smaller model size than many frontier systems.
- The 35B-parameter Apodex 1.1 Mini variant retains strong working capability while remaining locally deployable.
- A shared execution harness and AgentOS maintain task state and provenance across tools and agents during long-horizon operations.
These results ground agentic intelligence in useful, verifiable work completed over time, advancing the goal of building a Heavy-Duty Solver for ambitious tasks.