IBM Research has released CUGA (Configurable Generalist Agent) on Hugging Face Spaces, making its enterprise-oriented agent framework easier to evaluate with open models and real workflows. The move positions CUGA as a practical alternative to brittle, tightly coupled agent frameworks that often struggle with tool misuse, long-horizon reasoning, and recovery from failure.
CUGA is designed as a configurable, general-purpose agent for executing complex, multi-step workflows across web interfaces and APIs. Rather than optimizing for narrow tasks, its architecture emphasizes reliability, recovery, and structured execution. In benchmark evaluations, CUGA demonstrates strong performance on AppWorld—a suite of hundreds of rea…
IBM Research has released CUGA (Configurable Generalist Agent) on Hugging Face Spaces, making its enterprise-oriented agent framework easier to evaluate with open models and real workflows. The move positions CUGA as a practical alternative to brittle, tightly coupled agent frameworks that often struggle with tool misuse, long-horizon reasoning, and recovery from failure.
CUGA is designed as a configurable, general-purpose agent for executing complex, multi-step workflows across web interfaces and APIs. Rather than optimizing for narrow tasks, its architecture emphasizes reliability, recovery, and structured execution. In benchmark evaluations, CUGA demonstrates strong performance on AppWorld—a suite of hundreds of real-world API tasks—as well as on WebArena, which focuses on autonomous web and computer-use scenarios. These results reflect a system built to handle long-horizon tasks, dynamic tool usage, and failure recovery, rather than one tuned for single-step interactions.
At the architectural level, CUGA combines structured planning with controlled execution. User intent is first interpreted into a goal, which is then decomposed into subtasks tracked through a dynamic task ledger. This ledger enables re-planning and recovery when intermediate steps fail. Specialized agents, such as API agents, operate with internal reasoning loops that generate pseudo-code before executing actions in a secure sandbox. Tool usage is mediated through an enriched registry that understands tool capabilities beyond basic MCP descriptors, enabling tighter orchestration and reduced hallucination.
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