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🧠 Feature TODO – TwinMind Integration + Genetic AI Modules

Open DarshanKumar89 opened this issue 8 months ago β€’ 0 comments

🧠 Feature TODO – TwinMind Integration + Genetic AI Modules

This issue tracks upcoming enhancements to MultiMindSDK based on the TwinMind architecture and future roadmap for building a Genetic AI Agentic Framework.


πŸ”Š Voice Agent Capabilities

  • [ ] VoiceTranscriberAgent – Real-time transcription using Whisper.cpp
  • [ ] VoiceSynthAgent – TTS integration (Bark or ElevenLabs)
  • [ ] CallFlowAgent – SIP logic + Jambonz webhook integration
  • [ ] StreamingAudioHandler – Audio I/O module for real-time voice processing

πŸ“ž IVR and Role-Based Call Agents

  • [ ] Predefined Agent Personas (e.g., Doctor, Sales, Support)
  • [ ] Interactive voice tree via agent logic
  • [ ] Voice routing logic + fallback agents

🧠 Self-Evolving Learning System

  • [ ] RewardScorerAgent – Score agent response based on feedback
  • [ ] EvolutionMemory – Store outcomes to drive learning
  • [ ] AutoFeedbackLoop – Trigger re-training or prompt updates based on results
  • [ ] Integration with JudgeAgent for multi-agent evaluation

πŸ”„ Context Transfer & Memory

  • [ ] ContextSummarizerAgent – Summarize before transferring across LLMs
  • [ ] Enhance JS SDK context transfer hooks (ContextHop bridge)
  • [ ] Integrate memory fallback routing (RAG + graph memory combo)

πŸ”’ Personalization + Security

  • [ ] UserScopedMemory – Per-user memory with permission handling
  • [ ] SafeSessionAgent – Private, encrypted sandboxed session
  • [ ] Ghost Mode (Tor routing) – Optional anonymized agent execution

πŸ“ Multimodal + File Processing

  • [ ] ImageInterpreterAgent – Process images/vision input (CLIP, Gemini Vision)
  • [ ] FileIngestorAgent – Handle PDF, TXT, DOCX and chunk for RAG
  • [ ] Local + Remote multimodal model routing

🧬 Genetic AI Core Modules (Planned)

  • [ ] MetaControllerAgent – Mutation + optimization logic
  • [ ] AgentArena – Run multi-agent competitions
  • [ ] AgentMutator – Create variations for agents
  • [ ] MultiObjectiveJudge – Evaluate agents based on multiple goals
  • [ ] EvolutionMemory – Store and analyze mutation history

πŸ“¦ Packaging & DevX

  • [ ] CLI generators for all new agent types
  • [ ] Docs + Examples for each module
  • [ ] Streamlined deployment support for local + cloud agents
  • [ ] Add to PyPI/JS SDK release notes when stable

MultiMindSDK is evolving into a Genetic AI Agent Framework.

Here’s what’s coming soon:

  • πŸ”Š Voice Agent Modules – Transcription, TTS, SIP logic (Jambonz), and real-time audio
  • 🧠 Self-Evolving Agents – Reward loops, feedback-driven memory, judge scoring
  • πŸ”„ Cross-Model Context Transfer – Summarization + injection (ContextHop)
  • πŸ“ Multimodal Input – Images, files (PDF/DOCX), vision agent support
  • πŸ”’ Private Sessions – User-scoped memory, ghost mode, safe sandboxed sessions
  • 🧬 Genetic AI Core – MetaController, AgentArena, EvolutionMemory, Mutator, Judge

DarshanKumar89 avatar Jul 01 '25 15:07 DarshanKumar89