Sign up GitHub
← Back to blog

ai-implementation

Agentic Coding with Claude Code

Aug 18, 2025

Agentic Coding with Claude Code

The agentic coding is not giving random instructions and hoping the agent gets it right. It’s about building a solid plan, providing clear content and testing with intent.

I told my Terraform modules to build these exact components for my GCP project.  No hand-waving. No guesswork. Just declarative infrastructure, defined with clarity.

In less than 10 min my GCP stack was ready to be deployed with Github actions. (These are real instruction!)

# VPC Infrastructure:
- Custom VPC in `us-west2` 
- Private subnet `10.0.1.0/24` 
- VPC Connector for Cloud Run 

## Cloud Run Service
- Region: `us-west2` 
- VPC Connector attached 
- Egress: `private-ranges-only` 
- Direct routing to private subnet 
## Compute VM:
- Machine: `e2-medium` 
- Disk: 100GB `Ubuntu 22.04 LTS` 
- Private subnet only (no Internet GTW) 
- Startup script: PostgreSQL + Redis 

## Security:

- Firewall rules: 
 - 22 (SSH) 
 - 443 (HTTPS) 
 - 5432 (PostgreSQL) 
 - 6379 (Redis) 
- IAM service account with scoped permissions 

# Scripts Directory:
- `scripts/postgresql_redis.txt` – Installation/configuration script

## Closing Note

Everyone fears the agent that codes — but the real danger is unclear prompts.
This isn't magic. It’s **infrastructure as thought**.