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instinct.cpp provides ready to use alternatives to OpenAI Assistant API and built-in utilities for developing AI Agent applications (RAG, Chatbot, Code interpreter) powered by language models. Call it...

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For better evaluation result in HF QA dataset. * Reranking: BCE, BGE-M3 scoring * Query rewrite * to generate SQL filter for given prompt * to generate hyperthecial queries

Conan related * [x] rpp via conan. blocking by https://github.com/victimsnino/ReactivePlusPlus/issues/548 * [ ] figure out how to build a header-only package CI related * [ ] github actions for CI...

alterantives benchmarks: https://github.com/kcchu/buffer-benchmarks capnproto: https://capnproto.org/cxx.html flatbuffer: https://flatbuffers.dev/ msgpack (requires boost. 😢 ): https://github.com/msgpack/msgpack-c/wiki/install_boost

* [ ] stream of sequence chain * [ ] multi-threading for embbeding multiple documents * [ ] multi-threading for `MappingFunctionStep`

A notebook for experiment, including: * [x] comparision with langchain as baseline. * [ ] ablation test for different retrivers, spliter paramters.

My choices would be: * Weaviate * mivlus This is still low priority before first GA, because brute-force search is quick enough with DuckDB and DB vendors don't have official...

Hi, @RobinQu, thank you for working on this project. After searching a lot online, this is the only prompt engineering framework written in C++ I found. Also, I like the...