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sambhavk/README.md

๐Ÿ‘‹ Hi, I'm Sambhav

I'm an ex-founder and backend engineer passionate about building distributed systems and intelligent agentic workflows. I enjoy designing and scaling AI-powered systems that bring real utility to users โ€” from LLM-based retrieval to multi-step workflow automation.

๐Ÿš€ What Iโ€™ve Been Building

Most recently, I founded theved.ai, where I built:

  • ๐Ÿ” A RAG system using Qdrant, BERT embeddings, and locally hosted LLaMA3/Mistral models via Ollama.
  • ๐Ÿค– An agentic framework powered by GPT-4-mini and OpenAIโ€™s Agents SDK, integrating Gmail, Google Calendar, Tasks, and Slack using MCP for unified natural language workflows.
  • ๐Ÿ–ฅ A cross-platform app (Swift + Electron) for voice transcription, feeding audio memory into the RAG system for persistent, searchable knowledge.

The UI offers:
โ€ข Onboarding to connect user tools and grant API permissions.
โ€ข A chat interface for cross-tool data retrieval and workflow execution.

๐ŸŒ Community

I also host an open-source AI builders community:

Join the conversation Slack Code
AI tooling, Ved PRs, memes Slack Invite github.com/theved-ai

๐Ÿ›  Tech I Work With

  • Languages: Python, Swift, SQL, Java
  • AI/ML Stack: Transformers, Qdrant, Ollama, BERT, LLaMA3, Mistral, OpenAI Agents SDK, MCP
  • Backend: FastAPI, PostgreSQL, Kafka, Docker, REST/HTTP streaming, Spring boot & reactive
  • Tools: Electron, Git, AWS, GCP, Redis

๐Ÿ’ก What I'm Looking For

I'm looking to join a fast-moving team working on AI agents, automation, or distributed infrastructure, where I can apply my end-to-end experience and continue learning at scale.

๐Ÿ“ซ Let's Connect


โ€œHow people interact with their personal dataโ€”and how to truly empower that with LLMsโ€”is the question that drives my work.โ€

Pinned Loading

  1. theved-ai/ved-audio-ingestion-poc-app theved-ai/ved-audio-ingestion-poc-app Public

    Swift

  2. theved-ai/ved-data-ingestion-clients theved-ai/ved-data-ingestion-clients Public

    JavaScript 1

  3. theved-ai/ved-data-ingestion-service theved-ai/ved-data-ingestion-service Public

    Python 1

  4. theved-ai/ved-data-retrieval-service theved-ai/ved-data-retrieval-service Public

    Python 1

  5. theved-ai/ved-mcp-service theved-ai/ved-mcp-service Public

    Python 1