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# Leap AI pivots to enterprise context engineering for agentic systems
- URL: https://adjacent.media/signals/leap-ai-pivots-to-enterprise-context-engineering-for-agentic-systems/
- Published: 2026-05-21T16:16:02.000Z
- Updated: 2026-05-21T16:16:02.000Z
- Description: Leap AI’s move exposes a bottleneck in enterprise AI: raw language models aren’t enough. Companies need better tooling to give agents persistent access to their own data and workflows. The gap between chatbot pilots and production agents is architectural, not technical.
- Author: Jonathan Greene
- Tags: #signal, theme-ai, agentic AI, enterprise adoption, context engineering

Source: [SiliconANGLE](https://siliconangle.com/2026/05/20/impetus-agentic-transformation-impetus/?ref=adjacent.media)

Leap AI's move exposes a bottleneck in enterprise AI: raw language models aren't enough. Companies need better tooling to give agents persistent access to their own data and workflows. The gap between chatbot pilots and production agents is architectural, not technical. That's why infrastructure plays targeting retrieval, memory, and business logic integration are becoming the real battleground instead of model size or capability.