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One agent, every surface: how we built the Kiro agent harness (20 minute read)

TLDR AI ↗ · 2026-08-04 Cached

Kiro's engineering team explains how they consolidated three client-specific agent harnesses (IDE, CLI, web) into a single agent harness to enable seamless session continuity across laptop, cloud, and mobile surfaces.

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#multi-surface

WorkSurface-Bench: Benchmarking Enterprise Agents on Multi-Surface Knowledge Routing

arXiv cs.CL ↗ · 2026-07-29 Cached

WorkSurface-Bench benchmarks enterprise agents on the ability to select the correct knowledge surface (document, table, or graph) for a given query, using 1,151 tasks and separate route and answer scores. Experiments show that even gold-constrained agents struggle with answer accuracy, while surface hints improve performance.

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