Apodex 1.1: Scaling Agentic Intelligence for Complex Work

Apodex

Research official + media 2 src. ~1 min

Technical report defining 'working capability' — sustained, verifiable progress on long-horizon real-world tasks that touch files, sources, and code. Scales along two axes: environment scaling (file/search/code executable verifiers) and agentic coordination scaling (decomposition, async delegation, replanning). A shared AgentOS harness maintains task state and provenance across tools and agents; a 35B-parameter Apodex 1.1 Mini retains the capability locally.

Why it matters

HF Daily paper with 219 upvotes on Aug 25 — #1 paper on HF Daily that day. Frames a 'Heavy-Duty Solver' vision and shows smaller open model competitive with frontier systems on finance/research/math/coding/search benchmarks.

Importance: 4/5

HF Daily 219 upvotes

agents long-context rlhf agentic-rl coding-agent scaling long-horizon

Sources

official arXiv abstract

media HF Daily Papers page