Workload Templates
Pre-tuned agent parameters
Live Interactive Event Simulation
Click to test state preservation & cold starts
Recommended
Cloud Run Instance
$5.70/mo
Execution:
Always Hot (24/7)
RAM State:
In-Memory Active
Storage:
GCS Volume Mounted
Cold Start:
0 ms
Serverless Service
$0.65/mo
Execution:
Scaled to 0
RAM State:
Wiped on Idle
Storage:
Ephemeral /tmp
Cold Start:
3,200 ms
Decoupled Architecture
$1.85/mo
Execution:
Split Job/Webhook
RAM State:
Ephemeral per-run
Storage:
Bucket API sync
Cold Start:
1,800 ms (Web)
Dedicated 1-vCPU VM
$18.25/mo
Execution:
Always Hot (24/7)
RAM State:
In-Memory Active
Storage:
Persistent Block Disk
Cold Start:
0 ms
Runtime Telemetry & State Ledger
[00:00:00]
SYS:INIT
Initialized agent architect simulator with Tech Briefing Daemon preset.
Cost & Specifications
gcloud CLI Deployment
Deep Comparison Matrix
| Architecture | Compute Base | LLM API | GCS / Disk | Total / Mo |
|---|---|---|---|---|
| Cloud Run Instance | $5.70 | $1.35 | $0.10 | $7.15 |
| Serverless Service (Scale-to-0) | $0.65 | $1.35 | $0.00 | $2.00 |
| Decoupled (Job + Service) | $1.85 | $1.35 | $0.10 | $3.30 |
| Standard 1-vCPU VM | $18.25 | $1.35 | $0.50 | $20.10 |
Architecture Recommendation:
Cloud Run Instances deliver zero cold starts, continuous 24/7 background asyncio timers, and mounted GCS volume safety for $5.70/mo—saving 68% over a dedicated VM while avoiding Serverless background-thread terminations.
Production-tested multi-step Google Cloud deployment commands based on the article's 6-step architecture:
export PROJECT_ID="your-project-id"
export REGION="us-west1"
export BUCKET_NAME="${PROJECT_ID}-agent-data"
export REPO_NAME="agent-repo"
# 1. Enable required APIs
gcloud services enable run.googleapis.com storage.googleapis.com \
artifactregistry.googleapis.com cloudbuild.googleapis.com secretmanager.googleapis.com
# 2. Create persistent GCS bucket
gcloud storage buckets create gs://$BUCKET_NAME --location=$REGION --uniform-bucket-level-access
# 3. Create Secret for Gemini API Key
echo -n "YOUR_GEMINI_API_KEY" | gcloud secrets create gemini-api-key --data-file=- --replication-policy="automatic"
# 4. Launch Always-On Cloud Run Instance ($5.70/month)
gcloud beta run instances create tech-briefing-agent \
--image=${REGION}-docker.pkg.dev/${PROJECT_ID}/${REPO_NAME}/tech-briefing-agent:latest \
--region=$REGION \
--port=8080 \
--cpu=1 \
--memory=1Gi \
--public \
--add-volume mount-path=/data,type=cloud-storage,mount-options="uid=1000;gid=1000;file-mode=0700;dir-mode=0700",bucket=$BUCKET_NAME \
--set-secrets "GEMINI_API_KEY=gemini-api-key:latest" \
--set-env-vars "DATA_DIR=/data,POLL_INTERVAL_MINUTES=30"
| Feature Attribute | Cloud Run Instance | Serverless Service | Decoupled | Compute Engine VM |
|---|---|---|---|---|
| Monthly Base | $5.70 (fixed) | ~$0.00 - $2.00 | ~$1.85 | $15.00 - $25.00 |
| Background Loop | Built-in asyncio | ❌ Killed at idle | Cloud Scheduler | Built-in systemd/cron |
| Web Dashboard | Instant (0ms cold start) | Slow (3,200ms) | Slow (1,800ms) | Instant (0ms cold start) |
| State Storage | Mounted GCS Folder | Ephemeral /tmp | GCS API Uploads | Persistent Block Disk |
| Ops Overhead | Zero (Container only) | Zero | Moderate (3 services) | High (OS updates/SSH) |