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When you need an Agent Gateway, not just another LLM proxy

When you need an Agent Gateway, not just another LLM proxy If your problem is "one OpenAI-compatible endpoint for 50 providers," a proxy like LiteLLM is usually the right default.

  • Agent Gateway required for agents with tools and consistent identity.
  • TrustGate, open-source, Apache-2.0 licensed, viable option.
  • TrustGate consolidates model and tool traffic under one identity.

Why LLMs Are Bad at Math, Explained Simply

You've probably had this exact moment. You ask an AI a math question. It lays out the steps beautifully, explains the logic like a patient tutor, walks you through each stage with total composure…

  • LLMs predict next text chunk, not calculate math
  • Language statistical, math exact; mismatch fundamental
  • Tokenization breaks down numbers, destroys positional value

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