diff --git a/README.md b/README.md
index 25d27c7..c256f96 100644
--- a/README.md
+++ b/README.md
@@ -1,4 +1,4 @@
-# Cloudflare Workers AI Demo
+# Cloudflare Workers AI deployed with Pulumi
 
 The app displays a random quote and a text-to-image AI background representative of such.
 
@@ -6,36 +6,36 @@ The app displays a random quote and a text-to-image AI background representative
 
 ## Overview
 
-- [App code](./app/)
-- [Infra code](./infra/)
+- [App Dev code  -- Single Worker](./app/)
+- [App Prod code -- Multiple Workers](./app=prod/)
+- [Infra Test+Prod code](./infra/)
 
 ## Pre-reqs
 
-### Local development
+- npm
+- Pulumi CLI
+- Wrangler
+- Pulumi Cloud account
+- Cloudflare account with a Zone configured.
 
-- Use the Wrangler CLI via Makefile
+### Local development (Wrangler)
 
-```bash
-cd app
-npx wrangler kv:namespace create "KV" 
-#  ensure to update wrangler.toml
+- Use the Wrangler CLI to test the Worker
 
-# KV_NS_ID=$( npx wrangler kv:namespace list  |  jq '.[] | select(.title == "kv-wrangler") | .id' -r )
-KV_NS_ID=3dfdfc3f927c4698a3fbac85363eb419
-npx wrangler kv:key put '1' 'one I uno un' --namespace-id="${KV_NS_ID}"
-npx wrangler kv:key put '2' 'two II dos deux' --namespace-id="${KV_NS_ID}"
-npx wrangler kv:key put '3' 'three III tres trois' --namespace-id="${KV_NS_ID}"
-npx wrangler kv:key put 'count' '3' --namespace-id="${KV_NS_ID}"
+### Testing (Pulumi)
 
+- Using the `test` Pulumi stack to incrementally add the Cloudflare Resources.
+- Uses a sample size for the data
+- Adds a `DEMO` flag to the Cloudflare resources
+- Triggered manually via `pulumi up` commands
+- Stores all secrets + config in Pulumi ESC
+- Running under [`quote-demo.atxyall.com`](https://quote-demo.atxyall.com/)
 
-# TODO
-```
+### Production (GitHub Actions + Pulumi)
 
-### E2E Testing && Production
-
-#### Infra code
-
-- Use Pulumi and CI/CD to adhere to GitOps best practices
-
-```bash
-```
+- Uses GitHub Actions
+  - preview prod on GitHub commit to a PR against main
+  - update prod on GitHub merge to the main branch
+- Uses GitHub OIDC to auth against Pulumi Cloud
+- Uses the full prod size data, 2400+ CSV Entries
+- Running under [`quote.atxyall.com`](https://quote.atxyall.com/)
diff --git a/app/Makefile b/app/Makefile
deleted file mode 100644
index a77b400..0000000
--- a/app/Makefile
+++ /dev/null
@@ -1,35 +0,0 @@
-# Makefile for deploying a Cloudflare Worker using Wrangler
-
-WRANGLER = npx wrangler
-JSON_FILE = wrangler.json
-
-.PHONY: all
-all: deploy
-
-.PHONY: deploy
-deploy: createjson
-	$(WRANGLER) deploy --experimental-json-config --outdir ./dist --latest --compatibility-date "2024-03-01" > deploy.log
-
-.PHONY: createjson
-createjson:
-	@echo '{' > $(JSON_FILE)
-	@echo '  "name": "$(NAME)",' >> $(JSON_FILE)
-	@echo '  "main": "./src/worker.ts",' >> $(JSON_FILE)
-	@echo '  "minify": true,' >> $(JSON_FILE)
-	@echo '  "ai": {"binding": "AI"},' >> $(JSON_FILE)
-	@echo '  "kv_namespaces": [{' >> $(JSON_FILE)
-	@echo '    "binding": "KV",' >> $(JSON_FILE)
-	@echo '    "id": "$(KV_ID)"' >> $(JSON_FILE)
-	@echo '  }],' >> $(JSON_FILE)
-	@echo '  "workers_dev": false,' >> $(JSON_FILE)
-	@echo '  "route": {' >> $(JSON_FILE)
-	@echo '    "pattern": "$(NAME).atxyall.com",' >> $(JSON_FILE)
-	@echo '    "custom_domain": true' >> $(JSON_FILE)
-	@echo '  }' >> $(JSON_FILE)
-	@echo '}' >> $(JSON_FILE)
-	@cat $(JSON_FILE) | jq > /dev/null || (echo "Error: JSON file is not valid" && exit 1)
-
-
-.PHONY: delete
-delete:
-	$(WRANGLER) delete --experimental-json-config > /dev/null || exit 0
diff --git a/app/deploy.log b/app/deploy.log
deleted file mode 100644
index 7f03407..0000000
--- a/app/deploy.log
+++ /dev/null
@@ -1,16 +0,0 @@
- ⛅️ wrangler 3.59.0
--------------------
-Total Upload: 2.68 KiB / gzip: 1.23 KiB
-Your worker has access to the following bindings:
-- KV Namespaces:
-  - KV: f27b40e29cee49eab03b9c8046c5615a
-- AI:
-  - Name: AI
-Uploaded quote (1.55 sec)
-Published quote (1.18 sec)
-  quote.atxyall.com (custom domain)
-Current Deployment ID: 9277a0f9-228b-4ab1-b4a2-b5b06d38900a
-Current Version ID: 9277a0f9-228b-4ab1-b4a2-b5b06d38900a
-
-
-Note: Deployment ID has been renamed to Version ID. Deployment ID is present to maintain compatibility with the previous behavior of this command. This output will change in a future version of Wrangler. To learn more visit: https://developers.cloudflare.com/workers/configuration/versions-and-deployments
diff --git a/app/wrangler.json b/app/wrangler.json
deleted file mode 100644
index 3fd4b0e..0000000
--- a/app/wrangler.json
+++ /dev/null
@@ -1,15 +0,0 @@
-{
-  "name": "quote",
-  "main": "./src/worker.ts",
-  "minify": true,
-  "ai": {"binding": "AI"},
-  "kv_namespaces": [{
-    "binding": "KV",
-    "id": "f27b40e29cee49eab03b9c8046c5615a"
-  }],
-  "workers_dev": false,
-  "route": {
-    "pattern": "quote.atxyall.com",
-    "custom_domain": true
-  }
-}