From Days to Hours: How WindSurf AI IDE Helped To Fix RunTime Errors, Co...

From Days to Hours: How WindSurf AI IDE Helped To Fix RunTime Errors, Containerize AI/ML Application

In my last video, I showed you how Windsurf could build a data migration pipeline from scratch. But what happens when you have an existing, complex, and broken project? In this video, I take a buggy Agentic AI prototype and use Windsurf to transform it into a production-ready application.

Watch as I use Windsurf's context-aware capabilities to tackle a huge range of real-world development challenges, all in a fraction of the time it would take manually.

Here's a breakdown of the fixes Windsurf helped me with:

Application Error Fixes:

🐛 - Critical API Error Handling: From cryptic crashes to user-friendly error messages for API failures.

🐛 - Enhanced Tool Execution Logic: Robustly handling failures in web searches and file operations.

🐛 - Robust JSON Parsing: Making the agent resilient to malformed JSON responses from the AI model.

🐛 - Solving Test Suite Failures: Automatically fixing pytest-mock dependency and import path issues.

🐛 - Fixing Asynchronous Tests: Correcting mocks for async methods to get the test suite to 100% pass rate.

Docker & Deployment Fixes:

🐳 - Resolving System Dependencies: Adding missing libraries like cairo and cmake to the Dockerfile for a successful build.

🐳 - Implementing Security Best Practices: Switching from a root user to a non-root appuser in the container.

🐳 - Optimizing Docker Build Performance: Caching dependencies to dramatically speed up build times.

🐳 - Creating Comprehensive Documentation: Generating detailed README.md, DEPLOYMENT.md, and DOCKER.md files.

This video demonstrates how modern AI coding assistants go far beyond simple code completion to become true partners in the entire software development lifecycle—from coding and debugging to testing and deployment.

If you're a developer, software engineer, or data engineer looking to 10x your productivity and eliminate tedious boilerplate, you need to see this. This isn't just about code completion; it's about true end-to-end software development powered by AI.

In Next video, I will Demo like how Windsurf can help you to 

   1. Deploy application on Kubernetes Cluster

   2. CI/CD Pipeline Failures Fix