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SuperLocalMemory
Published Research

Research & Publications

Peer-citable research on AI agent memory systems, behavioral contracts, and supply chain security.

SuperLocalMemory: Privacy-Preserving Multi-Agent Memory with Bayesian Trust Defense Against Memory Poisoning

Varun Pratap Bhardwaj, 2026

DOI: 10.5281/zenodo.18709670

Presents a local-first memory architecture for AI agents with formal Bayesian trust scoring that defends against OWASP ASI06 memory poisoning — without cloud dependencies or LLM inference calls.

Agent Behavioral Contracts: Formal Specification and Runtime Enforcement for Reliable Autonomous AI Agents

Varun Pratap Bhardwaj, 2026

DOI: 10.5281/zenodo.18775393

Introduces Agent Behavioral Contracts (ABC), adapting Design-by-Contract principles to AI agents with probabilistic compliance metrics and drift bounds. Tested across 1,980 sessions on seven models.

SkillFortify: Formal Analysis and Supply Chain Security for Agentic AI Skills

Varun Pratap Bhardwaj, 2026

DOI: 10.5281/zenodo.18787663

Addresses security vulnerabilities in AI skill ecosystems with formal verification — achieving F1=96.95% with 100% precision and 0% false positives on a 540-skill benchmark.

Cite Our Work

BibTeX Citations


                @misc{bhardwaj2026superlocalmemory,
  title   = {SuperLocalMemory: Privacy-Preserving Multi-Agent Memory
             with Bayesian Trust Defense Against Memory Poisoning},
  author  = {Bhardwaj, Varun Pratap},
  year    = {2026},
  doi     = {10.5281/zenodo.18709670},
  url     = {https://zenodo.org/records/18709670}
}
              

                @article{bhardwaj2026agentbehavioral,
  title   = {Agent Behavioral Contracts: Formal Specification and
             Runtime Enforcement for Reliable Autonomous AI Agents},
  author  = {Bhardwaj, Varun Pratap},
  year    = {2026},
  eprint  = {2602.22302},
  archivePrefix = {arXiv},
  primaryClass  = {cs.AI},
  url     = {https://arxiv.org/abs/2602.22302}
}
              

                @misc{bhardwaj2026skillfortify,
  title   = {SkillFortify: Formal Analysis and Supply Chain Security
             for Agentic AI Skills},
  author  = {Bhardwaj, Varun Pratap},
  year    = {2026},
  doi     = {10.5281/zenodo.18787663},
  url     = {https://zenodo.org/records/18787663}
}
              

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