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MAST

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03:24
2026-08-24
pub.towardsai.net
artificial-intelligence

The AI Agent Failure That Never Throws an Error

Anthropic reported that AI agents consume roughly 4× the tokens of a chat interaction, and multi-agent setups around 15×, according to its production data. A UC Berkeley team built MAST, a taxonomy of…

06:22
2026-07-31
multi-agent-systems-failure-taxonomy.github.io
artificial-intelligence

AdaMAST: Adaptive Failure Taxonomies for Improving LLM Agents

Researchers introduced AdaMAST, an adaptive extension of MAST, which converts an LLM agent's execution traces into a taxonomy of named failure codes along three fixed axes, enabling durable and diagno…

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