because the expression language is more composable, callbacks may not be necessary as it may be easier just to run each component as its own for example, in the example above i took a stab at it and got: https://
gist.github.com/hwchase17/f93f
3043a5c9fe2b69e19e2674f80d19
… is this helpful?
CODE
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Expression Language Composability Over Callbacks in Components
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LangChain Streamlit apps speedup tool evaluation
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Gonna check this out this afternoon Been spending a lot of time creating langchain x @streamlit apps – if this can speed that up would be great!
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LLaMA2 Guide: Best Practices for LLM Development
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LLaMA2 came with this well-curated guide that includes best practices and resources for working with large language models, LLaMA in particular. This guide is a relevant resource for practitioners and developers(or basically anyone building with LLMs) as it covers important
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LCEL Examples and Documentation for LangChain Development
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@waydegilliam added an example here – in general very happy to add/provide examples of LCEL https://
github.com/langchain-ai/l
angchain/pull/8830/files
… just ask! def takes a bit of work to grok but starts to get fun after a bit -

AutoRobotics-Zero Discovers Adaptive Robot Control Policies
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10/ AutoRobotics-Zero – discovers zero-shot adaptable policies from scratch that enable adaptive behaviors necessary for sudden environmental changes; as an example, the authors demonstrate the automatic discovery of Python code for controlling a robot.
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MetaGPT: LLM-Based Multi-Agent Framework Encoding Human SOPs
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5/ MetaGPT – a framework involving LLM-based multi-agents that encodes human standardized operating procedures (SOPs) to extend complex problem-solving capabilities that mimic efficient human workflows.
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Self-Query: Splitting User Queries for Semantic Search
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Self-Query The idea of splitting a user query into a semantic search term as well as a metadata filter One of the more clever retrieval methods in @langchain
, courtesy of @veryboldbagel Excited to talk about it in our webinar next week! https://
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Improving AI Memory Systems and Documentation
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Memory is a bit ugly. Working on some improvements. Will try to add an example of this to the cookbook when back at computer. Ping me if I don’t by tmrw!
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LangChain Graph QA Chains for AI Applications
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We’ve got a lot of graph qa chains https://
python.langchain.com/docs/use_cases
/graph/
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Upcoming HTML Extraction Use Case Guide Announcement
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hah you'll love to see one of our upcoming use case guides then – extraction from html