diff --git a/docs/README.md b/docs/README.md
index 4db0ff080..c8b92b6a1 100644
--- a/docs/README.md
+++ b/docs/README.md
@@ -87,3 +87,4 @@ See the full documentation at [`../README.md`](../README.md) or browse sub-pages
 
 [CodeRabbitAI](https://lightspeed-core.github.io/lightspeed-stack/demos/lcore/coderabbit.html#/)
 
+[Lunch and Learn 2026](https://lightspeed-core.github.io/lightspeed-stack/demos/lcore/LnL_2026.html#/)
diff --git a/docs/demos/lcore/LnL_2026.md b/docs/demos/lcore/LnL_2026.md
index 4a8cb5d1e..1d1e81fd3 100644
--- a/docs/demos/lcore/LnL_2026.md
+++ b/docs/demos/lcore/LnL_2026.md
@@ -1,4 +1,8 @@
-# Lightspeed Core Stack — Lunch & Learn
+# Lightspeed Core Stack
+
+## Lunch & Learn
+
+---
 
 ![LCORE](images/lcore.jpg)
 
@@ -13,15 +17,18 @@
     LCS comes with everything a team needs out of the box: authentication, authorization, quotas, caching, OKP integration, RAG, observability, safety shields, multi-provider support. So teams don't have to build or integrate those pieces themselves
 
 ---
+
 ## 2. Success Stories: 4 Teams in Production
 
 ---
+
 ## 3. Architecture at a Glance
 
 - Library mode vs. Server mode
 - Query, Streaming Query, Responses API
 
 ---
+
 ## 4. Core Capabilities
 
 - **Multi-provider LLM access** — OpenAI, Azure, VertexAI, WatsonX, Bedrock, vLLM (RHOAI/RHAIIS/RHEL AI) 
@@ -35,12 +42,14 @@
 - **Conversation Management** — Full conversation history storage and retrieval, multiple cache backends (PostgreSQL, SQLite, in-memory)
 
 ---
+
 ## 5. Getting Started / How to Onboard
 
 - Configuration walkthrough: `lightspeed-stack.yaml` + `run.yaml`
 - Deployment options: Docker Compose (dev), OpenShift (prod), Konflux builds
 
 ---
+
 ## 6. Live Demo
 
 - Send a query, show streaming response
@@ -48,11 +57,13 @@
 - Register an MCP tool server on the fly
 
 ---
+
 ## 7. What's Next / Roadmap
 
 - Upcoming features or integrations
 - How to contribute or request features
 
 ---
+
 ## 8. Q&A
 
diff --git a/docs/index.md b/docs/index.md
index d98fce0df..144583a41 100644
--- a/docs/index.md
+++ b/docs/index.md
@@ -91,3 +91,5 @@ Lightspeed Core Stack (LCS) is an AI powered assistant that provides answers to
 
 [CodeRabbitAI](https://lightspeed-core.github.io/lightspeed-stack/demos/lcore/coderabbit.html#/)
 
+[Lunch and Learn 2026](https://lightspeed-core.github.io/lightspeed-stack/demos/lcore/LnL_2026.html#/)
+