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Apodex just put a name on the agent skill benchmarks keep missing. The team calls it working capability. Sustained, verifiable progress toward a real objective, which is the part demo reels rarely show. Their technical report hit Hugging Face Daily Papers this week, and the framing deserves a minute. Real work runs for days across files, searches, and code, where step 40 depends on step 12 surviving. Most benchmarks were built to grade the final answer. An agent that reasons brilliantly and…
Our Apodex 1.1 technical report is now featured on @huggingface Daily Papers. Complex work requires sustained interaction with files, information sources, and executable code—along with state maintenance, failure recovery, and verifiable delivery. We call this working capability: sustained, verifiable progress toward a real-world objective. Apodex 1.1 develops it through Environment Scaling and Agentic Coordination Scaling, connected by a shared execution harness and AgentOS. Read and upvote: https://t.co/KH2EtwFTKD