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Research·2025 – 2026·Completed

When I Need a Stand-in

M.S. Thesis — AI agents that negotiate on your behalf

Social AINegotiationLLM
M.S. Thesis · Conference Submission in Preparation
When I Need a Stand-in

The High-Stakes Context

Negotiations require high emotional intelligence and strategic information disclosure. This M.S. Thesis targets the high-stakes domain of agentic negotiations, creating AI agents that represent users in sensitive situations.

The Architectural Orchestration

Architected a multi-agent reflective pipeline that orchestrates user-guided inference and dynamic disclosure mechanisms. This ensures AI agents can negotiate on behalf of users while strictly respecting their predefined communication boundaries and identity.

The Deployment & Scale

Deployed as a fully functioning, highly usable system prototype capable of handling complex multi-turn negotiations.

The Empirical Evaluation

Evaluated through rigorous mixed-methods research, combining system logs and user feedback to prove the system's ability to maintain trust and accurately represent the user's intent.

The Outcome

  • M.S. Thesis completed and defended (KAIST, Feb 2026)
  • Being repackaged for conference submission (1st author)
  • Live demo available