Varun Pratap Bhardwaj
@varun369
Building Qualixar | AI Reliability Engineering | Agent decisions, governed memory, testing and verified execution | 10 products · 10 arXiv preprints
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5 MCP Servers4 Skillsacross 3 categoriesvarun369
Information-geometric agent memory with mathematical guarantees. 4-channel retrieval, Fisher-Rao similarity, zero-LLM mode, EU AI Act compliant. Works with Claude, Cursor, Windsurf, and 17+ AI tools.
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Local-first AI memory with knowledge graphs and hybrid search. 17+ AI tools via MCP. Free.
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Qualixar OS: The Universal OS for AI Agents. One platform, every model, every framework, every transport.
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Peer-to-peer communication for AI coding agents — by Qualixar, powered by SuperLocalMemory
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The world's first MCP gateway that learns. Intelligent federation, caching, cost tracking, and SLM memory integration for Model Context Protocol servers.
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Token-efficient regression testing for non-deterministic AI agent workflows. Part of Qualixar.
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Reliability engineering framework for multi-agent AI systems. Production readiness scoring powered by formal mathematics.
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A communication fidelity benchmark for multi-agent AI systems. Measuring per-hop information degradation in LLM agent chains.
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LlamaIndex chat store backed by SuperLocalMemory V2 — 100% local, zero cloud