relnotes fix

Author: kblaszczak-intel

metro-ai-suite/smart-traffic-intersection-agent/docs/user-guide/index.md

@@ -62,7 +62,7 @@ The Smart Traffic Intersection stack includes the following containerized servic
 
 get-started
 api-reference
-release-notes
+Release Notes <release-notes>
 
 :::
 hide_directive-->

metro-ai-suite/smart-traffic-intersection-agent/docs/user-guide/release-notes.md

@@ -1,33 +1,29 @@
-# Release Notes
+# Release Notes: Smart Traffic Intersection Agent
 
-## Current Release: 1.0.1
+## Version 1.0.0-rc2 - March 05, 2026
 
-**Release Date**: 27 Feb 2026
+**Improved**
 
-### Features
+- Fixed security vulnerabities in code.
+- Updated base image to python:3.13-slim.
+- Added support for helmchart for the application.
 
-- Fixed security vulnerabities in code
-- Update base image to python:3.13-slim
+## Version 1.0.0-rc1 - Feb 17, 2026
 
-## Previous Releases: 1.0.0
-
-**Release Date**: 17 Feb 2026
-
-### Features
+**New**
 
 - **Real-time Traffic Analysis**: Comprehensive directional traffic density monitoring with MQTT integration
 - **VLM Integration**: Vision Language Model (VLM)-powered traffic scene analysis with sustained traffic detection
 - **Sliding Window Analysis**: 15-second sliding window with 3-second sustained threshold for accurate traffic state detection
 - **Camera Image Management**: Intelligent camera image retention and coordination between API and VLM services
 - **RESTful API**: Complete HTTP API for traffic summaries, intersection monitoring, and VLM analysis retrieval
 
-### Improvements
+**Improved**
 
 - **Concurrency Control**: Semaphore-based VLM worker management for optimal resource utilization
 - **Image Retention Logic**: Camera images persist with VLM analysis for consistent data correlation
 - **Enhanced Error Handling**: Comprehensive error management across MQTT, VLM, and image services
 - **Setup Script Enhancements**: Added `--build` option for building service images without starting containers
 
-### Known Issues
-- Helm is not supported
+**Known Issues**
 - This release includes only limited testing on EMT‑S and EMT‑D, some behaviors may not yet be fully validated across all scenarios.