diff --git a/LICENSE b/LICENSE
index 94019e7..6f0c0dc 100644
--- a/LICENSE
+++ b/LICENSE
@@ -3,7 +3,7 @@ MIT License
Copyright (c) 2024 Distributed Task Observatory
Permission is hereby granted, free of charge, to any person obtaining a copy
-of this software and associated documentation files (the "Software"), to deal
+of this software and associated documentation files (the "odd-demonstration"), to deal
in the Software without restriction, including without limitation the rights
to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
copies of the Software, and to permit persons to whom the Software is
@@ -19,3 +19,19 @@ AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
SOFTWARE.
+
+IMPORTANT NOTICE — NON-PRODUCTION SOFTWARE
+
+This software is provided for demonstration, educational, and experimental
+purposes only. It is not intended, represented, or warranted to be suitable
+for production use, enterprise deployment, or safety-critical environments.
+
+Any references to architectural patterns, enterprise concepts, or system
+design principles are illustrative in nature and do not constitute a claim
+that this software meets enterprise production standards, regulatory
+requirements, or operational readiness criteria.
+
+Users are solely responsible for evaluating the appropriateness of this
+software for their use case. The authors make no representations regarding
+security, correctness, performance, reliability, compliance, or fitness for
+any production or commercial purpose.
diff --git a/README.md b/README.md
index 5478ec5..afe3a1a 100644
--- a/README.md
+++ b/README.md
@@ -2,6 +2,11 @@
A self-contained, local-first demonstration platform showcasing modern, production-grade distributed systems designed to enable professional-level agentic development at the most efficient rate possible.
+⚠️ DISCLAIMER
+
+This repository is a research and demonstration project.
+It is **not production software** and **not intended for enterprise deployment**.
+
**Test Coverage:**

@@ -433,17 +438,14 @@ Authoritative reference documentation for builders and autonomous agents:
The following articles document the motivation and evolution of this repository.
They are **not required reading**, but provide additional context for interested readers.
-- **From Puppeteer to Conductor (Part 3 of 3)**
- _Designing autonomous systems without sacrificing safety or determinism_
- https://medium.com/@pete.palles/from-puppeteer-to-conductor-520c8f18e37f
+- **[From Puppeteer to Conductor (Part 3 of 3)](https://medium.com/@pete.palles/from-puppeteer-to-conductor-520c8f18e37f)**
+ _Designing autonomous systems without sacrificing safety or determinism_
-- **The Renaissance Engineers (Part 2 of 3)**
+- **[The Renaissance Engineers (Part 2 of 3)](https://medium.com/@pete.palles/the-renaissance-engineers-e3c1efa15572)**
_Dark Magic, Dog Food, Determinism, and the Humans in the Loop_
- https://medium.com/@pete.palles/the-renaissance-engineers-e3c1efa15572
-- **The Future of Software Engineering (Part 1 of 3)**
- _Supercolonies: Where the Most Skilled Engineers Command Hives and Swarms_
- https://medium.com/@pete.palles/the-future-of-software-engineering-51de53d2e45a
+- **[The Future of Software Engineering (Part 1 of 3)](https://medium.com/@pete.palles/the-future-of-software-engineering-51de53d2e45a)**
+ _Supercolonies: Where the Most Skilled Engineers Command Hives and Swarms_
---
diff --git a/docs/index.html b/docs/index.html
index 1f7be8d..483ed0f 100644
--- a/docs/index.html
+++ b/docs/index.html
@@ -46,7 +46,7 @@
-
+