</>Corn Han韩朋朋
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RESEARCH & PUBLICATIONS

Research and technical reports for production AI, Web3, and financial infrastructure.

Corn Han (Han Pengpeng / 韩朋朋) publishes applied research and author-directed engineering reports that connect production AI Agent architecture with the technical and governance constraints of decentralized networks and programmable finance.

3Public research works
2026Publication year
AI Agents + Web3Research focus
01
PRODUCTION AI AGENT SYSTEMS

Engineering Reliable AI Agents in Production: Reliability, Security Boundaries, and Observability for FinTech and Web3 Systems

Author-directed technical report · Zenodo · Version 1.0 · July 30, 2026 · DOI 10.5281/zenodo.21700506

A bilingual engineering report on explicit tool and permission boundaries, memory governance, observability, evaluation, human approval, failure recovery, and auditability for production AI Agent systems.

Selected facts
  • Introduces CAP-1, a report-defined controlled-action protocol that binds proposals, policy decisions, approvals, and execution evidence.
  • Connects AI Agent reliability with the operational requirements of real-time FinTech systems and Web3 transaction workflows.
  • Published in English and Chinese with a persistent DOI, versioned metadata, public files, and a CC BY 4.0 license.
  • The report is author-directed and publicly citable; repository publication does not imply peer review or third-party endorsement.
DOIPersistent identifier
20 pagesEach language edition
EN + 中文Bilingual editions
CC BY 4.0Open license
PUBLIC SOURCESSource links provide public context. Privately documented outcomes are identified in the accompanying text.
Open the permanent DOI View the Zenodo record Download the English PDF Download the Chinese PDF
02
DECENTRALIZED SYSTEMS

Architecture Design of a Decentralized Social Network for Web3.0

Computer Applications Abstracts · Vol. 42, No. 2 · February 2026

A layered architecture addressing storage latency, decentralized identity, recommendation efficiency, and incentive governance in Web3 social networks.

Selected facts
  • Frames the research problem around storage latency, identity-management weaknesses, recommendation efficiency, and limited ecosystem incentives.
  • Proposes identity, data, application, and incentive-governance layers.
  • Combines hot/cold storage, decentralized identifiers, and edge-assisted content recommendation.
  • Classified under TP311; keywords include decentralized social networks, tiered storage, and distributed identity.
42msHot-storage retrieval
168msCold-storage retrieval
118msIdentity verification
96.8%Recovery success
71.2%Recommendation accuracy
79.5%Governance satisfaction
PUBLIC SOURCESSource links provide public context. Privately documented outcomes are identified in the accompanying text.
Journal information VIP journal index
03
SMART CONTRACTS & FINANCIAL RISK

Financial Innovation and Risk Regulation of Cryptocurrencies Driven by Smart Contracts

Big Data and Artificial Intelligence · Vol. 7, No. 1 · January 2026

Research on how programmable assets and automated execution reshape matching, credit generation, and hedging while introducing code, oracle, and cross-protocol risk.

Selected facts
  • Examines automated performance, programmable assets, algorithmic matching, credit generation, and risk hedging.
  • Maps risk across code vulnerabilities, oracle dependency, and composability across multiple protocols.
  • Proposes smart-contract access standards, algorithmic-matching review, behavioral constraints, and collaborative cross-protocol monitoring.
  • Connects transparent on-chain execution and verifiability with market resilience and financial order.
  • Published under the author name Pengpeng Han, linked to the same Corn Han / 韩朋朋 identity.
PUBLIC SOURCESSource links provide public context. Privately documented outcomes are identified in the accompanying text.
Read the open journal article CNKI record
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