AI article
EmbodiWeave: my agent read its own failure and repeated it, so I made the graph enforce it (FalkorDB + MCP)
Community description: An MCP agent picks where a robot policy retrains from using a FalkorDB graph of checkpoints and outcomes, and the same graph blocks regressions from shipping.
Dev.to | Oct 17, 2026 | Himanshu Kumar
Automated excerpt
The Decision is written before training starts. Graph revision, Cypher, parameters, returned record IDs, every considered candidate and the selected origin. Result: the agent made seven MCP calls, cited the prior outcome, and the graph excluded physics-20261016150004-25da9c.
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