~/talk

I’m Not Writing Code Anymore—Now What? | The 7-Step Workflow

Talkat Sonar Summit 2026 · on Tuesday, 2026-03-03· [ai-assisted-development, developer-experience]
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slides:none on file

Argues developers shift from coding to orchestrating AI with a practical 7-step workflow that assigns planning, single‑responsibility tasks, strict context, merciless review, iteration, and teaching agents. Recommends declarative prompting, using Claude Code, Codex, Cursor and models like MiniMax/DeepSeek/Kimi, keeping a Claude.md and .claudignore, running test-first TDD for agents, using Git worktrees and rewind to parallelize and revert, creating review/test sub‑agents and skills, and automating repeated prompts so AI improves and mistakes don’t repeat.

AI-written summary · about

  1. 0:00Introduction
  2. 0:17Software Development Is Changing Rapidly with AI
  3. 0:41Two AI Coding Models: AI as Copilot vs Developer as Copilot to AI
  4. 1:32The Mental Shift Required for AI-First Development
  5. 1:56A 7-Step Workflow for Effective AI-Assisted Development
  6. 2:07Step 1: Planning Before Coding with AI Agents
  7. 2:22Where AI Helps Most and Where It Still Struggles
  8. 3:09Moving from Imperative Prompting to Declarative Prompting
  9. 4:24Combining Exploratory AI Sessions with Upfront Planning
  10. 5:30Front-Loading Thinking for Better AI Coding Results
  11. 6:33Tip: Ask Claude to Explain Its Approach Before Writing Code
  12. 7:09Step 2: Break Work into Single-Responsibility Tasks
  13. 9:07Step 3: Be Specific When Prompting AI Coding Agents
  14. 10:49Showing AI Agents Examples of High-Quality Code
  15. 11:26Asking the AI to Explain Its Assumptions
  16. 12:35Step 4: Context Is Everything for AI Coding
  17. 13:27Using Claude.md, Memory, and Ignore Files to Improve Context
  18. 15:16Step 5: Review AI-Generated Code Mercilessly
  19. 16:04Verify the Entire System, Not Just Generated Code
  20. 17:05Using Test-First Development to Guide AI Agents
  21. 18:26Creating Reusable Review and Testing Commands
  22. 19:48Step 6: Iterating on AI-Generated Solutions
  23. 20:15Why AI Agents Often Overcomplicate Solutions
  24. 21:13Asking Clarifying Questions Before Rewriting Code
  25. 21:55Using Git Worktrees and Parallel Sessions to Iterate Faster
  26. 22:43Step 7: Teach the AI Agent to Improve Over Time
  27. 23:21Every AI Session Produces Code and Reusable Knowledge
  28. 23:43Updating Claude.md and Skills Based on Corrections
  29. 24:52Turning Repeated Prompts into Workflows, Skills, and Sub-Agents
  30. 25:33Agentic Coding Is Powerful Today—and Will Only Improve
  31. 25:53Final Message: Start Early to Build Long-Term AI Leverage
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