Lead with model engineering for organizations

README.md

@@ -4,29 +4,36 @@ sdk: static
 
 # ConeML
 
-ConeML is an independent AI model engineering company and research lab. It develops language models and training methodology focused on capability engineering, corpus design, curriculum design, activation, and evaluation.
+ConeML builds, adapts, licenses, deploys, and maintains language models for
+organizations. Its public R&D program makes the underlying model-engineering
+and evaluation methods inspectable.
 
-The company works upstream of the application layer: first determining whether specialized AI is viable for a measurable workflow, then engineering and evaluating the system around that behavior.
+## For Organizations
 
-## Model Engineering
+Commercial work can include:
 
-- Domain-model feasibility and capability analysis
-- Corpus and curriculum engineering
-- Model training and adaptation
-- Held-out, machine-verified, and calibration-focused evaluation
-- Regression testing, maintenance, and system evolution
+- capability and evidence sprints that determine whether a model is justified;
+- customer-specific model training and adaptation;
+- commercial licensing and adaptation of suitable ConeML foundations;
+- vertical-model development;
+- local deployment, integration, quantization, and release;
+- evaluation, monitoring, updates, retraining, and lifecycle support.
 
-Commercial engagements can cover feasibility, corpus and curriculum
-engineering, model training and adaptation, evaluation, quantization, and
-release. Public research-model licenses do not grant commercial rights;
-commercial work and licensing are scoped separately.
+Engagements begin with the workflow, available material, deployment
+constraints, unacceptable failures, and acceptance test—not with an assumption
+that new training is required. Public research-model licenses do not grant
+commercial rights; customer work, ownership, licensing, and support are scoped
+by separate agreement.
 
 - [Discuss a model project](mailto:contact@coneml.com)
-- [Model engineering and current research](https://coneml.com)
+- [Model engineering for organizations](https://coneml.com/organizations/)
 
-## Public Evidence
+## Public R&D
 
-ConeML's public model releases are research artifacts that make measured capability movement and failure boundaries inspectable. The models are evidence; the engineering methodology is the differentiator.
+ConeML's public releases demonstrate the engineering and evaluation methods
+behind its commercial work. They publish measured strengths, failure
+boundaries, shipped-artifact checks, peer context, and resource assumptions.
+They are evidence of method, not claims of customer deployment.
 
 ### Latest Release: ConeML 810M Alpha Family
 
@@ -42,4 +49,6 @@ The model cards publish task-family-matched strengths beside weak GSM8K and Huma
 ## ConeML
 
 - [Website](https://coneml.com)
+- [For Organizations](https://coneml.com/organizations/)
+- [Research](https://coneml.com/research/)
 - [Contact](mailto:contact@coneml.com)