Engineering teams watch their AI tools hallucinate outdated project details. Knowledge Plane fixes this. Your codebase shifted three weeks ago—but your AI assistant still references deprecated functions. It's working from stale context.
Knowledge Plane functions as shared memory infrastructure. Code changes get automatically synced into a graph structure. Documentation updates flow in. Slack decisions join them. The system tracks relationships between components. When a service depends on another library, Knowledge Plane maps that connection. When a design decision owns a particular implementation choice, it captures the link. You won't find everything dumped into vector embeddings here.
Skills handle refresh work. Schedule them to pull from repositories, docs systems, or internal APIs. Hourly or daily cycles—your choice. They detect drift autonomously and update the knowledge graph without manual intervention. Every piece of information includes source attribution. Owners and timestamps come standard. You'll know exactly where something came from.
The system exposes both MCP and HTTP API access. AI tools can query the knowledge graph directly (think tools like Cursor). The Memory Graph visualization shows how your team's knowledge connects across sources and teams. Someone in infrastructure needs context about a frontend decision made two months back? This handles it.
You'll need to apply for beta access. No open signups yet. But if you're tired of feeding your AI tools the same context repeatedly—or debugging why they reference extinct code paths—it's worth the application friction.