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Releases: keboola/headless-knowledge-base

v1.0.0 - First Major Release

10 Jan 21:56

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Knowledge Base v1.0.0

First major release of the AI-powered knowledge base with semantic search and RAG capabilities.

Features

Core Functionality

  • Slack Bot Integration - Answer questions from your knowledge base directly in Slack
  • Hybrid Search - Combines BM25 keyword search with vector semantic search
  • RAG Pipeline - Retrieval-Augmented Generation using Gemini LLM
  • Knowledge Creation - /create-knowledge command for quick fact ingestion

Infrastructure

  • Google Cloud Run - Serverless deployment for Slack bot and ChromaDB
  • ChromaDB - Vector database for semantic search
  • Vertex AI - Embeddings and LLM integration
  • Terraform - Infrastructure as Code for reproducible deployments

CI/CD Pipeline

  • GitHub Actions - Automated testing and deployment
  • 5-Stage Pipeline: Unit Tests → Build → Deploy Staging → E2E Tests → Deploy Production
  • Branch Protection - Requires all CI checks to pass before merge

Quality & Feedback

  • Feedback Collection - Helpful/Outdated/Incorrect/Confusing buttons
  • Quality Scoring - Automatic quality assessment of knowledge chunks
  • Admin Escalation - Route issues to knowledge owners

License

This project is licensed under the GNU General Public License v3.0.


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