DeepThinker

Independent Research in AI Safety & Decentralized Systems

Published Research

1

Reputation Circulation Standard (RCS)

Economic protocol for post-scarcity civilization. Non-static, dynamic reputation-based system that measures, decays, and circulates contributions.

Published - August 2025

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SHA-256: 9fb23414a61dad2de92b3e36e3057da74eb84d234809dee7cc047139b53d842e
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2

Consensus-Based Model Compression

A distributed systems perspective on neural network compression. Achieves 8-12x compression through layer consensus mechanisms with Byzantine fault tolerance.

Published - August 2025

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Cite as: Khan, A. (2025). Consensus-Based Model Compression: A Distributed Systems Perspective. DeepThinker.
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3

Fund Management Layer Protocol

Mathematical foundations for decentralized market infrastructure. Formal proofs and advanced cryptographic constructions.

Published - July 2025

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SHA-256: 43c28d7eab4d93c580c55c3ef717c6266826b767958b8cb960790b9ec0c40e70
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4

The Evolution of Consensus Mechanisms

From Financial Markets to Distributed Intelligence: An 8-year research journey exploring consensus as a fundamental primitive across domains.

Published - August 2025

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Memoir: Self-reflection by a solo researcher
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Forthcoming Research

5

Meta-Prompting Systems

Theoretical foundations and practical applications of advanced prompt engineering methodologies in artificial intelligence systems.

Coming Soon

6

Primitive-Based Asset Classification

AI safety framework for financial systems. Decomposes complex behaviors into verifiable primitive operations for guaranteed safety.

Coming Soon

7

Zero-Knowledge Proofs: Error Mitigation

Advanced techniques for error bounds and mitigation strategies in zero-knowledge systems. Critical for scalable privacy.

Coming Soon