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maheshvaikri-code/README.md

Hi, I'm Mahesh Vaikri 👋

AI Architect @ Dell Technologies · Founder @ AroorA AI Labs · 18+ years building enterprise systems

I build open infrastructure for trustworthy agentic AI. One principle behind everything here: AI systems should be verifiable, not just impressive.

🔷 The Agentic Stack

Project What it does Install
ISON Token-efficient data format for LLMs — the JSON alternative for AI workflows pip install ison-py
ISONGraph Property graphs for LLM context — ~70% token savings, 92% traversal accuracy pip install isongraph
MAPLE Multi-agent protocol engine — typed messages, resource negotiation, Result<T,E> error handling pip install maple-oss
RudraDB Relationship-aware vector + knowledge-graph database pip install rudradb-opin
Contexel Deterministic context-economy stages for code-writing agents — dedupe, relevance scoring, token budgets pip install contexel
RudraMem Deterministic agentic memory — 85.4% LongMemEval, 13× faster ingestion, zero LLM extraction calls coming soon
SnapLLM Multi-model serving — sub-ms model switching, 20B inference on CPU at ~38 tok/s

In the lab: UniPass (forward-only training) · ZiZu (governance-first agent platform) · Radically (distributed multi-modal inference)

ISON ison-py downloads · ISON ison-py downloads · MAPLE maple-oss downloads · RudraDB rudradb-opin downloads

📄 Research

11 publications on AI governance, privacy-preserving ML, agent memory, and multi-agent systems — Google Scholar

🤝 Connect

LinkedIn · rudradb.com · ison.dev · graph.ison.dev

SkillDen

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  1. ISON-format/ison ISON-format/ison Public

    🔥 Token-efficient JSON alternative for LLMs & agentic AI — same data, fewer tokens. Python · JS/TS · Rust · Go · C++

    Python 127 9

  2. maple-oss maple-oss Public

    MAPLE - Production-ready multi agent communication protocol with integrated resource management, type-safe error handling, secure link identification, and distributed state synchronization.

    Python 8 3

  3. Rudra-DB/rudradb-opin-examples Rudra-DB/rudradb-opin-examples Public

    rudradb-opin-examples is for example implementations of the pip install rudradb-opin

    29 1

  4. snapllm/snapllm snapllm/snapllm Public

    🔥 Alternative to Ollama — multi-model serving with sub-ms model switching · CPU-only 20B inference for Edge AI · llama.cpp + stablediffusion.cpp

    C++ 39 4

  5. ISON-format/isongraph ISON-format/isongraph Public

    ISONGraph is a multi-language property graph library designed specifically for LLM and AI applications. It provides the most token-efficient way to represent graph data in LLM context windows while…

    Python 14

  6. contexel contexel Public

    A complete, runnable code-execution agent that uses contexel as the deterministic context-economy layer.

    Python 1