# Your company's docs are lying to you. A graph can tell you which ones. At most companies, "why do we use Kafka?
Source: [Dev.to](https://dev.to/samina_parveen_11a71af857/your-companys-docs-are-lying-to-you-a-graph-can-tell-you-which-ones-dj0)
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How we used graph memory to connect failures, decisions, dependencies, and verification in an AI coding-agent control plane. The problem: AI agents can finish a task without finishing the job AI coding agents are getting better at writing code, fixing bugs, and completing multi-step tasks. But ...
Apple Watch Series 12 has been a marvel of an upgrade, at least for me. I’ve written about it WHOOP. That said, in my past month testing it, there’s one WHOOP feature I’ve found myself missing.
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