.NET Development

AI-Augmented Development: How I Use Claude and Copilot Daily

Abid Inamdar February 16, 2026 8 min read 522 views

The Shift in How I Work

AI tools haven't replaced my thinking — they've amplified it. I spend less time on boilerplate and more time on architecture and business logic.

Developer working with AI tools
Developer working with AI tools

My Daily Workflow

  1. Architecture first — I design the solution in my head (or on paper) before touching AI
  2. Copilot for boilerplate — CRUD endpoints, DTOs, mapping code
  3. Claude for complex logic — algorithm design, edge case analysis, code review
  4. n8n for automation — repetitive tasks, notifications, data pipelines
AI code generation on screen
AI code generation on screen

What AI Does Well

  • Generating boilerplate (controllers, DTOs, migrations)
  • Writing unit tests from existing code
  • Explaining unfamiliar code or APIs
  • Suggesting edge cases I might have missed

What AI Gets Wrong

  • Business domain knowledge — it doesn't know your domain
  • Architecture decisions — it optimises locally, not globally
  • Security — it often omits auth checks in generated code
💡

AI is a force multiplier, not a replacement. The developers who thrive are those who use AI to go faster while applying their own judgment on what matters.

My Prompt Template for Code Generation

Context: [describe the system and tech stack]
Task: [specific thing to generate]
Constraints: [must use X pattern, must handle Y edge case]
Do NOT: [common mistakes to avoid]
Output format: [C# class / SQL / YAML etc]

Conclusion

AI Won't Replace Developers. But AI-Augmented Developers Will Replace Those Who Don't Adapt.

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