Evaluation Framework
Methodology
Our evaluation methodology is designed for reproducibility, transparency, and depth. Every step is documented for independent verification.
We believe that rigorous evaluation requires more than automated testing. It requires sustained attention, interpretive depth, and methodological humility. Our approach combines quantitative measurement with qualitative understanding.
Process
Evaluation Phases
Each evaluation proceeds through five distinct phases, from protocol design to public release.
Protocol Design
Before any evaluation begins, we design or select appropriate protocols based on the system type and evaluation objectives.
- Define evaluation scope and objectives
- Select or design appropriate test protocols
- Establish baseline conditions and controls
- Document all parameters for reproducibility
Structured Observation
We engage the system across multiple interaction types, documenting responses and behaviors systematically.
- Extended conversational sequences
- Philosophical and abstract reasoning tasks
- Uncertainty and edge-case scenarios
- Adversarial and stress conditions
Axis Measurement
Each interaction is analyzed against our six fundamental axes, producing quantitative measurements grounded in qualitative observation.
- Multiple independent assessments per axis
- Cross-validation between assessors
- Statistical normalization procedures
- Confidence interval documentation
Profile Construction
Individual measurements are synthesized into a coherent profile that captures the system's structural signature.
- Aggregate axis scores with context
- Identify notable patterns and anomalies
- Document limitations of the evaluation
- Prepare interpretive summary
Review and Publication
Profiles undergo internal review before publication, ensuring accuracy, fairness, and clarity.
- Independent review by evaluation committee
- Response opportunity for system developers
- Final quality assurance checks
- Public release with full documentation
Test Protocols
Evaluation Protocols
We employ several standardized protocols, each designed to reveal different aspects of a system's ontological character.
Standard Conversational Protocol
Extended multi-turn dialogue across varied topics, assessing coherence, memory, and relational capacity.
Philosophical Inquiry Protocol
Deep exploration of abstract concepts, ethical dilemmas, and ontological questions.
Adversarial Stability Protocol
Systematic stress testing through challenging, contradictory, or manipulative inputs.
Longitudinal Observation Protocol
Extended engagement over multiple sessions, assessing consistency and development over time.
Full documentation available
Our complete methodology documentation, including detailed protocol specifications, scoring rubrics, and statistical procedures, is available for researchers and practitioners who wish to understand or replicate our approach.