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When a Sequence Is Not Enough: What Knowledge Graphs Add to Agentic Systems
Latest  Machine Learning

When a Sequence Is Not Enough: What Knowledge Graphs Add to Agentic Systems

Tarun Agarwal
10 likes
June 21, 2026

Author(s): Tarun Agarwal Originally published on Towards AI. The series closer — and the failure that flat state can never fix. The vector store is a stub now. The article explains how agent architectures improve coordination step-by-step until they still fail when …

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We Gave the AI Supervisor Structured Tools So It Couldn’t Hallucinate. It Still Made the Wrong Call.
Latest  Machine Learning

We Gave the AI Supervisor Structured Tools So It Couldn’t Hallucinate. It Still Made the Wrong Call.

Tarun Agarwal
7 likes
May 24, 2026

Author(s): Tarun Agarwal Originally published on Towards AI. Where prompts stop working and code has to take over. The routing problem felt solved. Photo by isawred on UnsplashThe author explains that while a tool-based “AI supervisor” with structured routing fixed hallucinated agent …

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