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Large Language ModelsAI Business & IndustryVentureBeat AIPublished: Apr 1, 2026, 01:00 JST1 min read

PromptQL transforms team chat messages into secure, persistent memory for AI agents to reduce workplace coordination overhead.

3 Key Points

  1. Enterprise teams waste time in 'coordination theater' discussing work rather than executing it, with Slack and Teams lacking proper AI agent integration

  2. A viral February 2026 Hacker News thread with 327 comments highlighted the need for AI-native workplace tools, prompting calls for OpenAI to build its own Slack alternative

  3. PromptQL, spun off from GraphQL unicorn Hasura, converts casual team conversations into structured context that enables AI agents to access real-time data securely and reduce hallucinations

  4. The platform addresses critical gaps where agents previously lacked context and secure data access, forcing teams to repeatedly explain codebase conventions

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