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
Frequently asked questions
Have questions? Find more information here.
Christine is based in Siegen, Germany.
Christine speaks the following languages: German (Native), English (Advanced).
Based on recent experience, Christine would be well-suited for roles such as: AI Evaluation Case Study – Constraint Override Failure, Independent Researcher, Senior Educator – Social Sciences & Economics.
Christine's most recent position is AI Evaluation Case Study – Constraint Override Failure.
Christine holds a Master in Social Sciences.
The availability of Christine needs to be confirmed.
Daily rate distribution
The rates shown represent the typical market range for freelancers in this position based on recent contracts on our platform.
Average rates for similar positions
Rates are based on recent contracts and do not include FRATCH margin.
The average daily rate is the mean of all daily rates from recent contracts of comparable freelancers on our platform.
The median daily rate is the middle value of all daily rates — half of comparable freelancers charge less, half charge more. Unlike the average, it is barely affected by outliers.
Calculated based on our freelancers’ daily rates as of 25 Aug 2026. Actual rates may vary depending on seniority level, experience, skill specialization, project complexity, and engagement length.
Similar freelancers
Discover other experts with similar qualifications and experience
Experts recently working on similar projects
Freelancers with hands-on experience in comparable project as a AI Evaluation Case Study – Constraint Override Failure
Nearby freelancers
Professionals working in or nearby Siegen, Germany
