OpenTelemetry Instrumentation for AI Observability
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Updated
Nov 21, 2025 - Python
OpenTelemetry Instrumentation for AI Observability
A simple Django project which uses MySQL as database. It has Signup, Login, Logout functionality. It lets you search for countries, cities, languages from the default mysql dump. Django's user table has been overridden to store user information.
Fully working applications that demonstrate how to use Haystack to implement various use cases
📇 Configurable indexing and other extras for Haystack (with ElasticSearch biases)
View and debug the data in your Haystack search indexes, from within the Django admin.
Measuring RAG solutions throughput and latency
YouTube Video Summarization App built using open source LLM and Framework like Llama 2, Haystack, Whisper, and Streamlit. This app smoothly runs on CPU as Llama 2 model is in GGUF format loaded through Llama.cpp.
Query, ask and chat with a document-index via transformer models!
💙 Unstructured Data Connectors for Haystack 2.0
WhisperMesh is an advanced chatbot that integrates voice and text interactions, delivering personalized responses through LLM models and a sophisticated vector database. Leveraging the RAG framework from Haystack, it ensures engaging, data-driven conversations that adapt to your preferred style.
Use `outlines` generators with Haystack.
Enables LLM integration with OpenAPI-defined services through function-calling JSON
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