It isn’t a major professional focus for me since I sold my last software company but I occasionally either get the itch or need to do maintenance programming on my own sites.
CODE
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Command line flag allows selecting multiple models by default
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Defaults to that out of box, but you can pick a few models via a command line flag.
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Managing LLM Context Windows: Input Truncation Strategy
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"Why did you pipe the output of the git commands to head above?" Because LLMs have limited context windows and if you exceed the length of them this tool fails gracefully, so by habit I chop the input to it down prior to asking to process it.
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LLM CLI Tool Available on GitHub and PyPI
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If you want to play with it, available on pip / Github / etc. Requires an OpenAI account for batteries-included operation or you can install an LLM locally https://
github.com/simonw/llm -
Using LLM CLI for Linux Command Generation and Automation
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You can, of course, imagine many things you could do with this based on whatever you do in the terminal most frequently. A thing I find myself gravitating to immediately is acting as superman: $ llm 'Linux one liner for current date in most commonly used U.S. format please.'
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Using Git diffs with LLM to summarize commit changes
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git show 57ee | head -c 4000 | llm -s 'This is the first part of a diff. What did this commit actually *do*? Your answer should fit in a tweet.'
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Simon Willison’s LLM command line tool demo
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You might not know about @simonw
's command line 'llm' tool. Here let me demo it. git log | head -n 200 | llm -s "Of the most recent 5 commits, which is probably the most important? I use 'Minor' and similar commit messages to mark unimportant commits." -
Kaggle Tips for Aspiring Data Scientists
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– Learn somthing while doing it;
– Spending time on Kaggle should make aspiring #datascientists’ knowledge better;
– Stay more organized;
– You don’t have to go for a win;
– Use LLMs: they can help you answer some questions -
KGM’s Beginner Tips for H2O GenAI World Competition
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KGM’s tips and advice for beginers at #H2OGenAIWorld:
– Doing competition over and over again encourages you not to give up easily;
– Don’t be afraid to start with other people’s code. It’s a great starting point;
– Just don’t use people’s code. Try other ideas (Continues below) -

Kaggle Grandmaster Shares LLM Classification and Regression Mastery
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Maker @ph_singer
, ranked #1 Kaggle Grandmaster, presented on how to master classification and regression with #LLMs using insights from #Kaggle competitions. #H2OGenAIWorld