I will audit your rag system and reduce hallucinations

R
royxforge
R
royxforge
Sourav Roy
audit your rag system and reduce hallucinations
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audit your rag system and reduce hallucinations
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audit your rag system and reduce hallucinationsaudit your rag system and reduce hallucinationsaudit your rag system and reduce hallucinations

About this gig

I will audit your RAG system and show you exactly where it fails with numbers.


I'm an AI engineer with 3 research papers and production RAG systems in healthcare, education, and sales. I built an open-source evaluation framework that scores 6 dimensions: faithfulness, hallucination rate, retrieval precision, answer relevance, context coverage, and a label-free confidence metric (UCM) that needs zero ground-truth labels.


WHAT YOU GET:

- Evaluation run on your real queries (OpenAI, Anthropic, Llama, or any provider)

- Hallucination rate + faithfulness scores, ranked by severity

- Root causes: chunking, retrieval, prompts, reranking

- Prioritized fix roadmap


Standard adds a full 6-dimension benchmark report. Premium implements the fixes and re-runs evaluation to show before/after numbers.


Works with LangChain, LlamaIndex, FastAPI, vector DBs (Pinecone, Chroma, FAISS, Weaviate).


Send your repo/docs and I'll start within 24h.


  • Model expertise

    • Custom model development
    • Fine-tuning models
    • Generative AI
    • Predicitive analyatics
    • Recommendation systems

  • Industry

    • Data analytics
    • Financial services
    • Food & beverage
    • Legal
    • Sports & fitness
    • Transportation & automotive
    • Travel & tourism

  • Programming language

    • C++
    • Java
    • Python
    • React
    • PyTorch
    • Keras

  • Language

    • Bengali
    • English
    • Hindi

  • Technical expertise

    • Machine learning (Supervised, Unsupervised, Reinforcement)
    • Deep learning (Neural networks, GANs)
    • Natural language processing (NLP)
    • Computer Vision (Object detection, Image recognition)
    • Reinforcement learning (Decision-making systems)
    • Algorithm development and optimization
    • Feature engineering and data processing
    • AI ethics and bias mitigation

Get to know Sourav Roy

Sourav Roy

AIML Engineer

  • FromIndia
  • Member sinceJun 2026
  • Avg. response time1 hour

  • Languages

    Bengali, Hindi, English, Italian
I am an AI/ML Engineer with three published research papers and experience building production systems in healthcare, education, and sales. I architect end-to-end pipelines involving LLM orchestration, RAG, and neural model calibration. My focus is on creating robust, scalable AI infrastructure that bridges the gap between applied research and real-world reliability.

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