The term “clawbot” has emerged in developer communities to describe experimental autonomous AI agents capable of breaking down goals into tasks, iterating toward solutions, and interacting with digital environments. While “clawbot” itself is not a formal academic classification, the concept aligns closely with what researchers describe as agentic AI systems. The academic foundation for this idea predates recent generative AI tools. Work on autonomous agents and planning systems can be traced to research in automated reasoning and reinforcement learning. Stuart Russell and Peter Norvig’s foundational textbook, Artificial Intelligence: A Modern Approach (Pearson), outlines early goal-based agent architectures that underpin today’s systems. More recently, large language model agents have expanded this paradigm. From Language Models to Agents The shift from passive models to autonomous agents accelerated after the release of GPT-based systems by OpenAI. In the paper Language Models are Few...
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