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Endigest AI Core Summary
VAKRA is a tool-grounded, executable benchmark that evaluates how well AI agents reason and act in enterprise-like environments with compositional reasoning across APIs and documents.
•VAKRA provides an executable environment with over 8,000 locally hosted APIs backed by real databases across 62 domains.
•The benchmark comprises four capabilities: API Chaining using Business Intelligence APIs, Tool Selection using Dashboard APIs, Multi-Hop Reasoning using Dashboard APIs, and Multi-Hop Multi-Source Reasoning with Policy Adherence.
•Tasks require 3-7 step reasoning chains combining structured API interaction with unstructured retrieval under natural-language tool-use constraints.
•The evaluation framework assesses both final outputs and full tool-execution trajectories including tool calls, inputs, and intermediate results using a waterfall-style pipeline.
•Capability 4 includes policy adherence requirements where agents must follow tool-use policies specifying which knowledge sourc
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