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Landon Gavin
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Exploring AI-Assisted Development Workflows

My experiments with Figma-to-code automation and AI agents for developer operations.

November 10, 2024
6 min read
AIDXAutomation

The AI-Assisted Future

At Semfi, we're actively exploring how AI can augment developer workflows. This isn't about replacing developers—it's about eliminating toil.

Figma-to-Code Automation

One of our most exciting experiments:

  • Designer updates a component in Figma
  • AI extracts the visual changes
  • Code modifications are generated
  • PR is created for review

    • This works because:

  • We have a well-defined component library
  • Figma components map to code components
  • The AI has context about our patterns

    • AI Agents for Operations

    We're also using AI agents for:

  • One-off data migrations: Describe the transformation, AI writes the script
  • Documentation generation: Keep docs in sync with code
  • PR reviews: Automated first-pass reviews for common issues

    • What Works (and What Doesn't)

    Works Well

  • Repetitive code generation
  • Pattern matching and completion
  • Documentation and comments
  • Test generation for existing code

    • Still Challenging

  • Novel architecture decisions
  • Complex business logic
  • Cross-cutting concerns
  • Performance optimization

    • My Take

    AI is a force multiplier for developers who know how to use it. The key is:

  • Clear context: AI needs to understand your codebase
  • Good prompts: Be specific about what you want
  • Human review: Always verify AI output
  • Iteration: Refine the workflow over time

    • The future isn't AI replacing developers—it's developers wielding AI as a powerful tool.