diff --git a/domains/ai-alignment/coding-agents-crossed-usability-threshold-december-2025-when-models-achieved-sustained-coherence-across-complex-multi-file-tasks.md b/domains/ai-alignment/coding-agents-crossed-usability-threshold-december-2025-when-models-achieved-sustained-coherence-across-complex-multi-file-tasks.md
index 18640362c..8a05e98b5 100644
--- a/domains/ai-alignment/coding-agents-crossed-usability-threshold-december-2025-when-models-achieved-sustained-coherence-across-complex-multi-file-tasks.md
+++ b/domains/ai-alignment/coding-agents-crossed-usability-threshold-december-2025-when-models-achieved-sustained-coherence-across-complex-multi-file-tasks.md
@@ -10,12 +10,6 @@ enrichments:
   - "as AI-automated software development becomes certain the bottleneck shifts from building capacity to knowing what to build making structured knowledge graphs the critical input to autonomous systems.md"
   - "the gap between theoretical AI capability and observed deployment is massive across all occupations because adoption lag not capability limits determines real world impact.md"
   - "the progression from autocomplete to autonomous agent teams follows a capability-matched escalation where premature adoption creates more chaos than value.md"
-
-### Additional Evidence (confirm)
-*Source: [[2026-02-13-noahopinion-smartest-thing-on-earth]] | Added: 2026-03-19*
-
-Smith's observation that 'vibe coding' is now the dominant paradigm confirms that coding agents crossed from experimental to production-ready status, with the transition happening rapidly enough to be culturally notable by Feb 2026.
-
 ---
 
 # Coding agents crossed usability threshold in December 2025 when models achieved sustained coherence across complex multi-file tasks
@@ -43,3 +37,9 @@ This claim is based on one expert's direct experience rather than systematic ben
 
 If accurate, this observation suggests that the capability-deployment gap for software development is closing rapidly — faster than for other occupations — because developers are both the builders and primary users of coding agent technology, creating immediate feedback loops for adoption.
 
+
+### Additional Evidence (confirm)
+*Source: [[2026-02-13-noahopinion-smartest-thing-on-earth]] | Added: 2026-03-19*
+
+Smith's observation that 'vibe coding' is now the dominant paradigm confirms that coding agents crossed from experimental to production-ready status, with the transition happening rapidly enough to be culturally notable by Feb 2026.
+