diff --git a/docs/markdown/introduction-to-the-tractatus-framework.md b/docs/markdown/introduction-to-the-tractatus-framework.md
index 693046c4..b6fbc4b2 100644
--- a/docs/markdown/introduction-to-the-tractatus-framework.md
+++ b/docs/markdown/introduction-to-the-tractatus-framework.md
@@ -195,7 +195,7 @@ Applied to AI safety:
 
 **What Tractatus does NOT do:**
 - Train better LLMs (uses existing models as-is)
-- Guarantee "aligned" AI behavior
+- Ensure "aligned" AI behavior
 - Eliminate all possible failures
 - Replace human judgment
 
diff --git a/docs/markdown/introduction.md b/docs/markdown/introduction.md
index c64f290e..1f3c048a 100644
--- a/docs/markdown/introduction.md
+++ b/docs/markdown/introduction.md
@@ -189,7 +189,7 @@ AI systems gradually make decisions in values-sensitive domains without realizin
 
 ### Researchers
 
-- Formal safety guarantees through architectural constraints
+- Structural safety constraints through architectural enforcement
 - Novel approach to alignment problem
 - Empirical validation of degradation detection
 
diff --git a/docs/markdown/tractatus-ai-safety-framework-core-values-and-principles.md b/docs/markdown/tractatus-ai-safety-framework-core-values-and-principles.md
index 60bc9e12..c3f68750 100644
--- a/docs/markdown/tractatus-ai-safety-framework-core-values-and-principles.md
+++ b/docs/markdown/tractatus-ai-safety-framework-core-values-and-principles.md
@@ -61,7 +61,7 @@ This document establishes the foundational values and principles that guide the
 
 ## Guiding Principles
 
-### Architectural Safety Guarantees
+### Architectural Safety Enforcement
 - **Structural over Training**: Safety through architecture, not just fine-tuning
 - **Explicit Boundaries**: Codified limits on AI action authority
 - **Verifiable Compliance**: Automated checks against strategic values