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v0.3.0 🚀

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@sergioburdisso sergioburdisso released this 03 Oct 11:49
· 314 commits to main since this release
v0.3.0
b47dcd2

🚀 Major Feature Release - Enhanced Agent Capabilities & Evaluation Tools

This release introduces significant new capabilities to SDialog, focusing on advanced agent functionality, comprehensive evaluation tools, and improved dialogue generation.

🤖 Agent & Orchestration Enhancements

  • 🧠 Agent Thinking Capabilities: Agents can now handle internal thinking processes for more sophisticated reasoning
  • 🛠️ Agent Tools Support: Added tools capabilities to Agents (e.g. RAG or any other function) with new tutorial
  • 📦 New sdialog.agents Module: Restructured and moved Agent class into dedicated module
  • 🔗 Direct Model Access: Added base_model attribute to Agent for direct access to underlying LLM models for mechanistic interpretability

🎭 Personas & Context Modeling

  • 🏢 Customer Service Personas: New Customer and SupportAgent personas for customer service dialogues
  • 🌍 Context Modeling: New Context and ContextGenerator classes to explicitly model shared conversation context
  • 📊 Persona Introspection: Added static method to get list of all attributes from any BasePersona subclass

💬 Dialogue Generation & Processing

  • 🔄 Dialogue Paraphrasing: New Paraphraser class to paraphrase dialogues while preserving meaning
  • 🔗 Dialog Merge Functionality: Option to merge consecutive turns from same speaker when loading dialogs
  • 🐍 Built-in String Support: Added support for built-in str functions on Dialog class

📈 Evaluation & Analysis

  • 📝 Linguistic Analysis: New LinguisticFeatureScore to compute Flesch reading ease, Gunning fog, hesitation rate, and mean turn length
  • 🎯 Improved LLM Judges: Enhanced attribute naming (yes → positive, feedback → reason)

🔧 Technical Improvements

  • 💾 Enhanced Caching: Added clear_cache() method to config
  • 🏗️ Improved Metadata Handling: Better metadata management across the system
  • 🔍 Simplified Interpretability: Streamlined inspection target definitions
  • 🐛 Bug Fixes: Fixed potential issues in PersonaDialogGenerator

📚 Documentation & Developer Experience

  • 📖 Comprehensive API Documentation: Refactored and added docstrings with examples for all components
  • 🎓 Updated Tutorials: All tutorials now work with new code and include "Open in Colab" badges
  • 🤖 AI Assistant Support: Automatic generation of llm.txt for better AI coding assistant integration
  • 📝 Complete API Reference: Full documentation ready for official release

🎯 What's Next

This release significantly expands SDialog's capabilities, making it more powerful for:

  • Complex dialogue generation with thinking agents
  • Customer service scenario simulation
  • Advanced dialogue evaluation and analysis
  • Research in dialogue systems and conversational AI

Full Changelog: View detailed changes

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