Context isn't the agent bottleneck — enterprise knowledge is an untrusted mess, argues Google researcher

_AustinCalvert_ · x · 2026-11-01

Google's kaseyklimes pushes back on the idea that "context" is the real bottleneck for enterprise agents: meetings live in Granola, async comms in Slack, docs in Notion, agent logs in shared repos — all with ample MCPs and CLIs. The problem is that this knowledge is stored, retrieved, and acted on non-deterministically: unstructured, stale, and overwhelming, so neither agents nor humans can trust it, and results fall far short of agentic-system visions. Austin Calvert agrees, noting the industry still awaits a new work-OS UX layer.

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