This work introducesCatalogAgent, a novel agentic system that continuously improves Generator and Evaluator models for e-commerce catalog enrichment and successfully transfers the Supervisor's capabilities to the Generator and Evaluator, improving their performance by 15.24% and 13.98%, respectively.
CascadeAgent is introduced, a multi-agent framework that automates prompt adaptation and specialization through error-driven semantic refinement and discusses the evaluation and deployment lessons from this setting, including precision– coverage trade-offs, negative labels for abstention, semantic verification of ambig...
Peng Gao, Athanasios N. Nikolakopoulos, Zhuo Cheng et al.· 1 citation
Apodex 1.1 reaches the leading performance band despite using a substantially smaller model than many frontier systems, and the 35B-parameter Apodex 1.1 Mini further retains strong working capability in a locally deployable form.
General-purpose language models can reason and synthesize knowledge, but complex work also requires sustained interaction with files, information sources, and executable code, together with state maintenance, failure recovery, and verifiable delivery. We call this \emph{working capability}: sustained, verifiable progre...
Apodex Team B. An, B. Li, B. Wang et al.· 0 citations
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