arxiv arXiv cs.LG · 1d ago · research

Apodex 1.1 scales agentic intelligence via environment and coordination scaling

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Apodex 1.1 introduces "working capability" to enable sustained, verifiable progress toward real-world objectives through two complementary dimensions: Environment Scaling and Agentic Coordination Scaling.

Environment Scaling expands the diversity and verifiability of executable file, search, and code environments.
Agentic Coordination Scaling trains agents to decompose long-horizon tasks, delegate parallel work, integrate asynchronous results, and replan.
A shared execution harness and AgentOS maintain task state and provenance across tools and agents.
The 35B-parameter Apodex 1.1 Mini retains strong working capability in a locally deployable form.

These results ground agentic intelligence in useful, verifiable work completed over time and advance the goal of building a Heavy-Duty Solver for ambitious, long-running tasks.

Importance 2/3 New harness with differentiators arXiv cs.LG AI agents Research paper

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