Apodex 1.1: Scaling Agentic Intelligence for Complex Work
Apodex 1.1 frames “working capability” as sustained, verifiable progress across tools, files, code, and agents.
The paper says the system scales through richer executable environments and agent coordination for long-horizon tasks. Its harness and AgentOS keep task state and provenance across tool use, delegation, replanning, and result integration. The authors report leading-band performance across professional work, finance, research, math, coding, and search while using a smaller model than many frontier systems. They also describe a 35B-parameter Mini version as retaining strong local working capability. HF Daily Papers' note
The paper says the system scales through richer executable environments and agent coordination for long-horizon tasks. Its harness and AgentOS keep task state and provenance across tool use, delegation, replanning, and result integration. The authors report leading-band performance across professional work, finance, research, math, coding, and search while using a smaller model than many frontier systems. They also describe a 35B-parameter Mini version as retaining strong local working capability. HF Daily Papers' note
score 5