LLMs would *already* have trained on stuff like this for major books, since they would have seen 2 page summaries, 'Cliff's Notes', chapter summaries, etc.
@jeremyphoward
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Hierarchical Document Summarization: Multi-Level Abstraction Strategy
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So you could have, say, 4 versions of a long document, with the top being a single 2000 word summary. The next would be 4 x 2000 word chunks summarising each major section. The next would be 16 x 2000 word chunks summarising each chapter, …
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LLMs Recursive Summarization Capabilities and Limitations
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That's an interesting hypothesis! What do you think of this counter-point: AI systems today can get very close to your idea in training, by using an LLM to recursively summarise a long document.
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Free Fast.ai Machine Learning Course Part 2 Available Online
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…and if you too want to take this course, it's available for free here: https://
course.fast.ai/Lessons/part2.
html
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ghapi Overview Featured on Official GitHub Blog
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Here's an overview of ghapi on the official GitHub blog:
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ghapi: Python CLI Library for GitHub REST API Auto-Complete
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Did you know there's a Python and CLI lib with full auto-complete providing 100% always-updated coverage of the >1000 methods in the entire @GitHub REST API? It's called ghapi. I've been working on it nearly 4 years now. Give it try–it's pretty fun!
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Local Execution Eliminates Remote Server Bandwidth Complexity
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If you run locally then none of that complexity is needed – it's describing how to reduce the bandwidth of sending updates to the remove server.
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V0 Vanilla Component Generation Option Now Available
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Yes that! V0 already provides the option to grab the vanilla version of a generated component, which is super handy.
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FastHTML SSE Source Code for Streaming Chatbot Applications
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Here's the source code for a basic FastHTML SSE app — if you want to write a streaming chatbot app, for instance, you're probably going to want something like this to start from:
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FastHTML Releases New SSE Features for Server-Side Applications
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New FastHTML features for server-side event (SSE) applications just released, which make SSE apps about as easy as can be, when used with the @htmx_org SSE extension. Just `pip install -U python-fasthtml` to upgrade. https://
docs.fastht.ml