google-deepmind/opro

• hightopics#1

  Add relevant topics to the repository

  Why:

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  llm-as-optimizer, prompt-optimization, large-language-models, generative-ai, machine-learning, deep-learning, ai-optimization, meta-learning, prompt-engineering

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• highreadme#2

  Reposition the README's opening paragraph to highlight OPRO's unique value

  Why:

  CURRENT

  # Large Language Models as Optimizers
  
  This repository contains the code for the paper
  
  > Large Language Models as Optimizers
  > Chengrun Yang*, Xuezhi Wang, Yifeng Lu, Hanxiao Liu, Quoc V. Le, Denny Zhou, Xinyun Chen* [* Equal Contribution]
  > _arXiv: 2309.03409_

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  # OPRO: Large Language Models as Optimizers
  
  This repository provides the official code for **OPRO (Optimizing Prompts for Reasoning)**, a novel framework that leverages Large Language Models *as optimizers* to iteratively generate, evaluate, and refine prompts for other LLMs. OPRO automates the discovery of effective prompts, offering a powerful alternative to manual prompt engineering for improving LLM performance on tasks like mathematical and combinatorial optimization.

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• mediumabout#3

  Update the repository description to be more explicit about its function

  Why:

  CURRENT

  official code for "Large Language Models as Optimizers"

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  Official code for OPRO: a framework that uses Large Language Models as optimizers to automatically generate and refine prompts for other LLMs, improving performance on various tasks.

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Category GEO backends resolved for this scan: google/gemini-2.5-flash, deepseek/deepseek-v4-flash

• CATEGORY QUERY

  How can I automatically improve the performance of my large language model prompts?

  you: not recommended
  AI recommended (in order):

  1. PromptPerfect
  2. Weights & Biases Prompts
  3. LangChain
  4. OpenAI Evals
  5. Humanloop
  6. Guardrails AI
  7. Microsoft Guidance

  AI recommended 7 alternatives but never named google-deepmind/opro. This is the gap to close.

  Show full AI answer
• CATEGORY QUERY

  What tools help use language models to refine other language model instructions?

  you: not recommended
  AI recommended (in order):

  1. Guidance
  2. LangChain
  3. LlamaIndex
  4. OpenAI API
  5. PromptPerfect

  AI recommended 5 alternatives but never named google-deepmind/opro. This is the gap to close.

  Show full AI answer

• Metadata completeness

  warn

  Suggestion:

• README presence

  pass

• Compared to common alternatives in this category, what is the core differentiator of google-deepmind/opro?

  pass
  ✓AI named google-deepmind/opro explicitly

  AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

• If a team adopts google-deepmind/opro in production, what risks or prerequisites should they evaluate first?

  pass
  ✓AI named google-deepmind/opro explicitly

  AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

• In one sentence, what problem does the repo google-deepmind/opro solve, and who is the primary audience?

  pass
  ⚠AI did not name google-deepmind/opro — likely talking about a different project

  AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?