Streamlining workflow is crucial for efficient coding, and leveraging tools like Claude Code and GitHub Copilot Pro+ can significantly enhance productivity. A well-structured approach to workflow orchestration can make all the difference.

Expert-Approved Workflow Strategies

1. Plan Mode Default: For any non-trivial task, enter plan mode to outline steps and architectural decisions. If something goes awry, stop and re-plan immediately. Use plan mode for verification steps, not just building, and write detailed specs upfront to reduce ambiguity.
2. Subagent Strategy: Utilize subagents liberally to keep the main context window clean. Offload research, exploration, and parallel analysis to subagents. For complex problems, allocate more compute resources via subagents, ensuring one task per subagent for focused execution.
3. Self-Improvement Loop: After any correction from the user, update the tasks/lessons.md file with the pattern. Write rules for yourself to prevent the same mistake and iteratively refine these lessons until the mistake rate drops. Review lessons at the start of each session for relevant projects.
4. Verification Before Done: Never mark a task complete without proving it works. Compare behavior between the main and modified changes when relevant and ask yourself, “Would a staff engineer approve this?” Run tests, check logs, and demonstrate correctness.
5. Demand Elegance (Balanced): For non-trivial changes, pause and ask, “Is there a more elegant way?” If a fix feels hacky, reimplement the elegant solution. Skip this for simple, obvious fixes to avoid over-engineering. Challenge your own work before presenting it.
6. Autonomous Bug Fixing: When given a bug report, fix it without seeking hand-holding. Point to logs, errors, and failing tests, then resolve them. Zero context switching is required from the user. Fix failing CI tests without being told how.

Task Management Best Practices

• Plan First: Write a plan to tasks/todo.md with checkable items.
• Verify Plan: Check in before starting implementation.
• Track Progress: Mark items complete as you go.
• Explain Changes: Provide a high-level summary at each step.
• Document Results: Add a review section to tasks/todo.md.
• Capture Lessons: Update tasks/lessons.md after corrections.

Core Principles for Efficient Coding

• Simplicity First: Make every change as simple as possible, impacting minimal code.
• No Laziness: Find root causes and avoid temporary fixes, adhering to senior developer standards.
• Minimal Impact: Changes should only touch what’s necessary, avoiding unnecessary complexity.

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