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Dev.to
Dev.to
6/16/2026
Overcoming LLM Limitations

Overcoming LLM Limitations

Short summary

Overcome LLM hallucinations and math errors by building a research agent with search and calculator tools. Complete Python tutorial using Oxlo.ai's API, with system prompts that enforce fact-checking via tool calls and LRU caching for performance optimization.

  • Build LLM agents with tool calling for search and arithmetic verification
  • System prompt forces fact-checking before answering with source citations
  • Complete runnable Python code using Oxlo.ai's models with LRU caching

Generated with AI, which can make mistakes.

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