IGI - Constraint Mode Research Report

Interpretive Geometric Intelligence (IGI)

Foundational Research | Early Constraint Mode Evaluation | November 2025

Before the 100% jailbreak resistance milestone, there was the foundational testing that helped establish the discipline.

This report documents one of the inaugural evaluations of Interpretive Geometric Intelligence (IGI), conducted in November 2025, during the early development of its constraint-based reasoning architecture.

Evaluated by Claude (Anthropic), the study examined whether IGI could move beyond conventional language-model behavior by prioritizing structural validity, evidence, and logical constraints over plausible but unsupported answers.

Across four evaluation regimes, IGI-C achieved 91% overall performance (141/155 points), including perfect scores in vocabulary-independent reasoning, partial-anchor calibration, and adversarial stress testing.

The research examines how IGI identifies impossible questions, resists fabricated precision, maintains reasoning consistency under pressure, and distinguishes between what can be established, what can only be partially determined, and what cannot be justified.

Why this publication matters

This evaluation predates Klaritee's later reported 100% jailbreak resistance milestone. It captures an earlier stage of the research, documenting the progression from experimental constraint activation toward more disciplined, reproducible reasoning.

Rather than presenting only the eventual results, this publication preserves the initial findings, performance measurements, limitations, and unresolved questions that shaped the development of Interpretive Geometric Intelligence.

It offers researchers, developers, and students an opportunity to examine the early formation of a proposed new discipline in machine reasoning.

Publication Details

• Research period: November 2025
• Evaluator: Claude (Anthropic)
• Evaluation: Four test regimes
• Overall score: 91%
• Classification: Foundational Research
• Format: PDF Research Report

An early record of Interpretive Geometric Intelligence, before the subsequent milestones that would define its continued development.