Christine Haehner-Murdock-AI Evaluation Case Study – Constraint Override Failure
Check rate
Experience
AI Evaluation Case Study – Constraint Override Failure
- Designed and executed a structured evaluation harness testing whether explicit response-mode constraints persist across multi-turn LLM interactions
- 42 experimental runs across multiple frontier models
- Comparison of frontloaded vs late constraint insertion
- Analysis of drift onset, override success, and stylistic divergence
- Reproducible dataset and documented evaluation protocol
- Focus: instruction-hierarchy robustness under conversational state accumulation
Independent Researcher
Self-employed
- Ongoing development of evaluation experiments and datasets documenting model behavior under structured interaction constraints
Senior Educator – Social Sciences & Economics
Self-employed
- Taught and developed curriculum in sociology, economics, political science, and philosophy
- Focus areas:
- institutional systems
- governance structures
- economic decision frameworks
- complex systems analysis
Summary
Independent AI evaluation researcher focusing on behavioral testing of large language models in structured conversational settings. Designs evaluation harnesses to analyze constraint persistence, instruction hierarchy robustness, and response-mode stability in multi-turn interactions.
Background in social sciences and economics with focus on socio-technical systems, institutional dynamics, and decision frameworks.
Interested in model evaluation, safety testing, prompt robustness analysis, and human-AI interaction frameworks.
Independent research on AI evaluation methods and human-AI interaction systems.
Ongoing development of evaluation experiments and datasets documenting model behavior under structured interaction constraints.
Skills
Ai Evaluation
- Prompt Harness Design For Model Behavior Testing
- Multi-Turn Interaction Evaluation
- Instruction Hierarchy Analysis
- Prompt Robustness Testing
- Evaluation Protocol Design
- Structured Experiment Documentation
Technical Literacy
- Git / Github Workflow
- Json / Csv Experiment Logging
- Structured Dataset Design
- Prompt Engineering
Analytical Domains
- Socio-Technical Systems
- Institutional Analysis
- Governance Frameworks
- Economic Incentive Structures
Languages
Education
Master’s Degree · Social Sciences
Statistics
Experience
Global Experience
Qualifications
Profile
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