Mahesh Vaikri

Mahesh Vaikri

AI Architect · Founder @ AroorA AI Labs
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About

I build open infrastructure for trustworthy agentic AI at AroorA AI Labs: RudraDB (relationship-aware vector database), MAPLE (multi-agent protocol engine), ISON & ISONGraph (token-efficient data formats for LLM context), and SnapLLM (multi-model serving with sub-ms switching). Day job: AI Architect at Dell Technologies — 18+ years of enterprise systems. 11 publications on AI governance, privacy-preserving ML, and agent memory. One principle behind everything: AI systems should be verifiable, not just impressive.

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Maker History

  • ISONGraph
    ISONGraphProperty graphs that fit your LLM's context window
    Jul 2026
    • 🎉
    Joined Product HuntJuly 27th, 2026

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7h ago

ISONGraph - Property graphs that fit your LLM's context window

GraphRAG has a hidden tax: serializing your knowledge graph as JSON or RDF wastes ~70% of tokens on syntax. ISONGraph is a property-graph format designed for LLM comprehension - benchmarked against 9 other formats: 92% traversal accuracy, 80% multi-hop reasoning (vs 40-70%), ~70% fewer tokens. Node/edge CRUD, multi-hop traversal, Cypher-like queries, schema validation, optional semantic search. MIT licensed. Python, JS/TS, Rust, Go, C++, C#.
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