Update README.md

README.md

@@ -145,8 +145,8 @@ This is real, and it's up to you to invest or to discard the reality of what I'm
 
 ## Collaboration Invitations
 
-- **Research institutions:** co-run ImageNet-class studies with bucketing, zoning, and corridor ablations; share ontologies and extend the Register.  
-- **Corporate labs:** integrate domain dictionaries; trial rapid iteration pipelines; publish cost-per-accuracy analyses.  
+- **Research institutions:** co-run ImageNet-class studies with bucketing, zoning, and corridor ablations; share ontologies and extend the processing conceptualization of the anchoring system or the svae battery system.
+- **Corporate labs:** integrate domain dictionaries; trial rapid iteration pipelines; publish cost-per-accuracy analyses pre and post distillation mechanisms.
 - **Sponsors & foundations:** fund open reports on modularization as the canonical AI form, compact training economics, and introspection protocols.
 
 We’re purpose-built for RunPod-class deployments: think 8 machines, not 800.
@@ -155,11 +155,13 @@ We’re purpose-built for RunPod-class deployments: think 8 machines, not 800.
 
 ## On Sentience (our primary research)
 
-We study **introspection and rationalization** as measurable behaviors: repeatable curation protocols, crystal-level audits, and stability metrics. We avoid grandiose claims; instead, we focus on defensible methodology and repeated observation.  
+We study **introspection and rationalization** as measurable behaviors: repeatable curation protocols, geocentric audits, and stability metrics. We avoid grandiose claims; instead, we focus on defensible methodology and repeated observation.  
 The geometry—through symbolic representation—binds behavior in ways that are both powerful and tractable for governance.
 
 The goal is not a louder automaton; it’s a **cooperative companion** that reasons in geometric clarity.
 
+This is a very difficult process to explain without getting into specifics about LLM behavioral tuning. Research in this field has progressed a great deal since I began, but the core principal still exists as an outstanding problem that I'm working to solve.
+
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 ## Governance, Safety, and Ethics