diff --git a/README.md b/README.md
index 807d9d5..2d3c854 100644
--- a/README.md
+++ b/README.md
@@ -1,50 +1,41 @@
 # Chatbot GitOps: OpenWebUI + Ollama on MicroK8s
 
-This repository defines a GitOps deployment for a chatbot stack on Kubernetes using Argo CD and Kustomize. It exists to provide a clean, reproducible way to run OpenWebUI + Ollama (plus the chatbot API) on a local MicroK8s-style environment.
+This repository contains Kubernetes manifests for deploying a local LLM stack with Argo CD and Kustomize on a MicroK8s-style cluster.
 
-## What you get
+## Current deployed architecture
 
-- GitOps-friendly Kubernetes manifests that Argo CD can continuously reconcile from Git.
-- A `base/` layer for the chatbot API plus shared namespace/config resources.
-- A `overlays/dev-ollama/` environment overlay that adds Ollama and OpenWebUI.
-- Ingress-based access for both chatbot and OpenWebUI using nip.io hostnames in the dev overlay.
-- Local-dev-friendly defaults (single-replica services, PVC-backed model/UI data, straightforward `make` commands).
+The actively deployed stack is:
 
-## Architecture
+- **Ollama**: in-cluster LLM runtime and HTTP API (`ollama:11434`)
+- **OpenWebUI**: the only user-facing web interface
 
-Flow:
+Runtime flow:
 
-1. User calls OpenWebUI ingress.
-2. OpenWebUI calls Ollama service (`http://ollama:11434`).
-3. Chatbot API (separate service/ingress) also calls Ollama via in-cluster DNS.
-4. Argo CD watches this repo and applies desired state into the cluster.
+1. User accesses OpenWebUI through ingress.
+2. OpenWebUI sends model requests directly to Ollama via in-cluster DNS (`http://ollama:11434`).
+3. Argo CD reconciles the manifests from this repo.
 
-Core components:
-
-- `chatbot` Deployment + Service + Ingress
-- `ollama` Deployment + Service + PVC
-- `openwebui` Deployment + Service + Ingress + PVC
-- `chatbot-config` ConfigMap for model provider and endpoint settings
+## Repo layout
 
-Namespace:
+- `overlays/dev-ollama/`: deploys **only** Ollama and OpenWebUI (plus their PVCs, Service, and OpenWebUI Ingress).
+- `base/`: older manifests present in the repo but not part of the `overlays/dev-ollama` deployment path.
 
-- Workloads are deployed to `chatbot`.
+## Ingress exposure (dev)
 
-## Repo layout
+`overlays/dev-ollama/openwebui-ing.yaml` exposes only OpenWebUI using a nip.io hostname:
 
-- `base/`: reusable core resources (`Namespace`, `ConfigMap`, chatbot `Deployment`, `Service`, `Ingress`).
-- `overlays/dev-ollama/`: environment-specific resources for Ollama/OpenWebUI and ingress host patching for dev.
+- `webui.172.17.93.185.nip.io`
 
-## Deploy (GitOps)
+## Deploy with Argo CD
 
-Create an Argo CD `Application` that points to this repo and overlay:
+Create an Argo CD `Application` pointing at the dev overlay:
 
 - **Repo URL**: your fork/remote for this repository
 - **Path**: `overlays/dev-ollama`
 - **Destination namespace**: `chatbot`
 - **Target revision**: `main` (or your branch)
 
-Example `Application` manifest:
+Example:
 
 ```yaml
 apiVersion: argoproj.io/v1alpha1
@@ -67,15 +58,10 @@ spec:
       selfHeal: true
 ```
 
-Apply it:
+Apply and sync:
 
 ```bash
 kubectl apply -f application.yaml
-```
-
-Sync:
-
-```bash
 argocd app sync chatbot-gitops
 ```
 
@@ -85,56 +71,14 @@ argocd app sync chatbot-gitops
 kubectl get pods -n chatbot
 kubectl get svc -n chatbot
 kubectl get ingress -n chatbot
-kubectl describe ingress chatbot -n chatbot
 kubectl describe ingress openwebui -n chatbot
 ```
 
 ## Operations
 
-Logs:
-
 ```bash
 kubectl logs deploy/openwebui -n chatbot --tail=100 -f
 kubectl logs deploy/ollama -n chatbot --tail=100 -f
-```
-
-Rollout restart:
-
-```bash
 kubectl rollout restart deploy/openwebui -n chatbot
 kubectl rollout restart deploy/ollama -n chatbot
-kubectl rollout restart deploy/chatbot -n chatbot
 ```
-
-Update flow:
-
-1. Commit and push manifest changes to Git.
-2. Argo CD detects drift and syncs automatically (or sync manually).
-3. Validate pods/services/ingress after reconciliation.
-
-## Troubleshooting
-
-- **OpenWebUI loads, but no models respond**  
-  Check Ollama pod health and logs: `kubectl get pods -n chatbot` and `kubectl logs deploy/ollama -n chatbot`.
-
-- **OpenWebUI cannot reach Ollama**  
-  Confirm service DNS/port from deployment env (`OLLAMA_BASE_URL=http://ollama:11434`) and verify `kubectl get svc ollama -n chatbot`.
-
-- **Chatbot cannot reach Ollama**  
-  Verify `chatbot-config` has `OLLAMA_BASE_URL=http://ollama.chatbot.svc.cluster.local:11434` and restart chatbot deployment.
-
-- **Ingress hostname does not resolve**  
-  Ensure the nip.io host IP in ingress manifests matches your ingress controller IP, then re-apply/sync.
-
-- **Argo CD shows OutOfSync after edits**  
-  Confirm changes were pushed to the same branch used by `targetRevision`, then trigger a manual sync.
-
-## Roadmap
-
-- [ ] Add CI to run `kustomize build overlays/dev-ollama` on every PR.
-- [ ] Review and tighten CPU/memory resource limits across workloads.
-- [ ] Add security hardening notes (image pinning, network policies, secrets strategy).
-
-## Related repos
-
-- Application/source repository details (for example, `chatbot`, `notes-app`) are not linked in this repo yet.