docs: fix stale references and wording

.github/ISSUE_TEMPLATE/1-bug_report.yml

@@ -12,7 +12,7 @@ body:
       label: 📋 Prerequisites
       description: Please check these boxes before submitting the issue
       options:
-        - label: I have searched the [existing issues](./issues) to avoid creating a duplicate
+        - label: I have searched the [existing issues](https://github.com/kagent-dev/kagent/issues) to avoid creating a duplicate
           required: true
         - label: By submitting this issue, you agree to follow our [Code of Conduct](https://github.com/kagent-dev/kagent/blob/main/CODE_OF_CONDUCT.md)
           required: true

.github/ISSUE_TEMPLATE/2-feature_request.yml

@@ -12,7 +12,7 @@ body:
       label: 📋 Prerequisites
       description: Please check these boxes before submitting your feature request
       options:
-        - label: I have searched the [existing issues](./issues) to avoid creating a duplicate
+        - label: I have searched the [existing issues](https://github.com/kagent-dev/kagent/issues) to avoid creating a duplicate
           required: true
         - label: By submitting this issue, you agree to follow our [Code of Conduct](https://github.com/kagent-dev/kagent/blob/main/CODE_OF_CONDUCT.md)
           required: true

.github/ISSUE_TEMPLATE/3-documentation.yml

@@ -12,7 +12,7 @@ body:
       label: 📋 Prerequisites
       description: Please check these boxes before submitting your documentation issue
       options:
-        - label: I have searched the [existing issues](./issues) to avoid creating a duplicate
+        - label: I have searched the [existing issues](https://github.com/kagent-dev/kagent/issues) to avoid creating a duplicate
           required: true
         - label: By submitting this issue, you agree to follow our [Code of Conduct](https://github.com/kagent-dev/kagent/blob/main/CODE_OF_CONDUCT.md)
           required: true

DEVELOPMENT.md

@@ -17,7 +17,7 @@ Before you can run kagent in Kubernetes, you need to have the following tools in
 - **Kind** (v0.27.0+)
 - **kubectl** (v1.33.4+)
 - **Helm**
-- **Go** (v1.26.1+)
+- **Go** (v1.26.3+)
 - **Docker**
 - **Docker Buildx** (v0.23.0+)
 - **Make**

docs/OIDC_PROXY_AUTH_ARCHITECTURE.md

@@ -1,10 +1,10 @@
 # OIDC Proxy Authentication Architecture
 
-This document describes the authentication architecture introduced in the `feature/oidc-proxy-auth` branch.
+This document describes the OIDC proxy-based authentication architecture in kagent.
 
 ## Overview
 
-This PR adds OIDC proxy-based authentication to Kagent, allowing integration with enterprise identity providers via oauth2-proxy. The architecture follows a "trust the proxy" model where an upstream reverse proxy (oauth2-proxy) handles OIDC authentication and injects JWT tokens into requests.
+kagent supports OIDC proxy-based authentication, allowing integration with enterprise identity providers via oauth2-proxy. The architecture follows a "trust the proxy" model where an upstream reverse proxy (oauth2-proxy) handles OIDC authentication and injects JWT tokens into requests.
 
 ## Authentication Flow
 

docs/substrate-agentharness-lifecycle.md

@@ -1,6 +1,6 @@
 # Substrate AgentHarness Lifecycle
 
-This branch should use a single ownership model for `runtime: substrate` harnesses.
+kagent uses a single ownership model for `runtime: substrate` harnesses.
 
 ## Ownership
 

python/README.md

@@ -6,7 +6,7 @@
 
 ## Python
 
-Firstly setup a virtual environment:
+First, set up a virtual environment:
 ```bash
 uv venv .venv
 ```
@@ -27,6 +27,6 @@ uv sync --all-extras
 
 The python code in this project uses the UV workspaces to manage the dependencies. You can read about them [here](https://docs.astral.sh/uv/concepts/projects/workspaces/).
 
-The package directory contains various sub-packages which comprise the kagent engine. Each framework which kagent supports has its own package. Currently that is only ADK.
+The package directory contains various sub-packages which comprise the kagent engine. Each framework which kagent supports has its own package.
 
 In addition there is a top-level kagent package which contains the main entry point for the engine. In the future we may want to have separate entrypoints for each framework to reduce the number of dependencies we have to install.