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Ram Shankar Siva Kumar

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The Blockchain Build For Specialized AIPragma Cannes 20252025-07-03
OpenLedger builds an end to end layer 2 protocol that records dataset provenance on chain, fine tunes base models via a no code Model Factory, and lists…
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The Future of AI is Specialized, Why General Models Aren't EnoughPragma Denver 20252025-02-25
Argues that Web3 needs domain-tuned models not generic LLMs, showing a pipeline: tokenized model proposals, contributor-curated datasets, LoRA fine-tuning…
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Risks of AI Risk Policy: Five LessonsBlack Hat USA 20232023-08-05
AI policy proliferation hits specifics: 21 draft standards appeared last year and two flagships are NIST AI RMF and the draft EU AI Act; real systems contain…
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Forward Focus: Perspectives on AI, Hype, and SecurityBlack Hat USA 20232023-08-05
Large language models show real capabilities but lack open benchmarks, so claims are mixed: companies must register foundational models under the EU AI Act and…
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Security as Part of Responsible AI: At Home or At Odds?RSA Conference 20232023-04-24
Large language models produce convincing hallucinations and repeat human biases, so teams build AI red team exercises and a public bias bounty that finds…
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Red Teaming AI Systems: The Path, the Prospect and the PerilsRSAC 20222022-06-06
Moderator: Ram Shankar Siva Kumar, Data Cowboy, Microsoft, Harvard Panelists: Hyrum Anderson, Distinguished Engineer, Robust Intelligence Nicholas Carlini…
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