Inom TurdikulovLarge language model (LLM)
Modal of computation capable of language generation or other natural
language processing tasks. How as language models, LLMs acquire these abilities?
By learning statistical relationships from vast amounts of text during a
self-supervised and semi-supervised training process.
Hugging Face platform 1 is like GitHub for AI models, it’s contains a lot of large language models for a variety of tasks,
Learing LLM
- Build a Large Language Model (From Scratch)
- LLM
- Generating documentation from tests using files-to-prompt and LLM | Simon Willison’s TILs
- What’s your biggest Claude hack? : r/ClaudeAI
- Summarizing Hacker News discussion themes with Claude and LLM | Simon Willison’s TILs
LLM questions examples
Some information from Entropic Thoughts 2 llm article. How llm can answer simple and complex questions with CLI workflow.
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q ‘If I asked you to generate 20 random lines of code that look like something one might find in the Linux kernel, what would you print? I fully undrstand you don’t have access to the real kernel source code, so you’d be making stuff up and that is okay. Please put them in
. Then count how many of them are assignment statements (including things like memset).’ -
git grep -n itur | q Where is iturdikulov defined?
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q What is a better word for self-development used in professional contexts? Not strictly about professional development, but just becoming a better person more generally.
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q ‘What is a software developer paid per minute? Show your work in
then report the result.’ -
q Suggest 20 silly-sounding software-development sounding task, a little like “reticulating splines” but not that, and not as manual
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q Is there an option in pd.dataset to skip specific columns?
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q How do I use the cons optic from Control.Lens to add an element to a list inside another datatype?
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q I do not care about collecting an audience, BMAC is enough. What does BMAC mean?
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q Can you give me the normal width unicode box drawing characters in the shape of boxes? I.e. it is fine to duplicate characters etc. to make a sensible-looking box. The reason I want this is to make it easier to copy-paste the characters I need in the right places.
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q How do I combine many PDL vectors into a matrix?
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q How do I compute the correlation between rank and a binary tag applied to some of the elements? Can you give a concrete formula for the point-biserial correlation?
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q How do I interpolate a perl variable in a regex without accidentally entering a $ anchor?
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Summarization and context generation:
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This chat is getting long. Summarize, as an artifact, all key points we’ve covered, lessons learned and include/don’t include code, so I can pin it to your project knowledge.
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Clarification:
- Ask me three questions about this to help you understand better.
- Ask me questions before creating artifacts, preferring iteration over up front complete analysis. Only generate artifacts when specifically directed to do so. Use bullet points only when necessary.
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Read and provide a harsh critical review of
, starting with the premise that it must be perfect. Do not pull punches. Do not give any credit beyond acknowledging correctness of any particular point. -
Debug this code snippet and explain the error
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Optimize this database query for better performance
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Suggest a design pattern for this use case
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Write a unit test for this function
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Refactor this code to be more maintainable
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Implement error handling for this API
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Convert this synchronous code to async/await
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Create a CI/CD pipeline configuration
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Write a regex for this pattern
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Implement rate limiting for this endpoint
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Add authentication to this service
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Fix this memory leak
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Optimize this algorithm’s time complexity
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Write a data migration script
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Implement caching for this function
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Create a load balancing strategy
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Handle race conditions in this code
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Write a logging middleware
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Implement retry logic with backoff
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Create a database indexing strategy