AI Implementation

Agentic Coding with Claude Code

Agentic Coding
5 min read

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.

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!)

bash
# 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**.

A

Written by Agentic Coding

Senior engineer with expertise in ai implementation. Passionate about building scalable systems and sharing knowledge with the engineering community.

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