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GDPevo is a benchmark for evaluating agent self-evolution on real business tasks, covering CRM, ERP, finance, healthcare, legal, and data-centric workflows. The authors release an automated pipeline and find that self-evolution improves held-out accuracy by up to 16.44 percentage points, though agents remain well below an oracle ceiling.
A user discusses optimizing $2.5k/month spending on AI APIs, comparing Anthropic's Sonnet/Opus with GPT-5.5/Codex for coding and business tasks, seeking community advice on cost-quality tradeoffs.