Amr Awadallah

Founder & CEO, Vectara | Co-Founder, Cloudera | Hallucination Mitigation & Agentic RAG Pioneer

Sources checked
ABOUT

Founder and CEO of Vectara, co-founder and former CTO of Cloudera (NYSE: CLDR), and former VP of Developer Relations at Google Cloud. PhD in Electrical Engineering from Stanford University. Pioneer of distributed big data systems and modern Agentic Retrieval-Augmented Generation (RAG). Created the Vectara Hughes Hallucination Evaluation Model (HHEM), the industry-benchmark leaderboard measuring factual consistency across foundational LLMs.

Areas of focus

Professional niches

THE WORK BEHIND THE PROFILE

Proof of Work

implementationChecked Sep 24, 2026

Vectara: End-to-End GenAI & Hybrid Search Platform

Architected an enterprise GenAI platform integrating hybrid retrieval (BM25 keyword + dense semantic embeddings), cross-attentional reranking, and citation-grounded RAG with automated hallucination scoring.

Scope & limitations

Cross-encoder reranking adds computational latency to large top-k query passes compared to pure bi-encoder dot-product search.

Context: Distributed vector storage, hybrid neural retrieval, SOC2 Type II compliance.

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researchChecked Sep 24, 2026

Hughes Hallucination Evaluation Model (HHEM)

Engineered an open-source factual consistency classifier calculating the precise probability that an LLM-generated summary hallucinated information not present in the reference context document.

Scope & limitations

Focuses on text summarization fidelity; does not evaluate arithmetic reasoning or multi-hop logical deductions.

Context: RoBERTa-based factual entailing model, Hugging Face leaderboards, benchmark datasets.

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