Workflow playbook

AI coding stack for solo founders

Move from product idea to scoped implementation, review, and deployment without turning the project into an unmanaged experiment.

Back to workflows

Target users

  • Solo founders
  • AI builders
  • Technical product owners

Inputs

  • Product brief
  • Repo access
  • Acceptance criteria
  • Deployment target

Outputs

  • Working pull request
  • Verification notes
  • Known risks

Primary tools

CursorAI-native code editor for product teams and solo founders.Claude CodeAgentic coding tool for repository-level implementation tasks.OpenAI CodexCloud and local coding agent for planned software tasks.

Alternatives

GitHub CopilotAI coding assistance embedded in mainstream developer workflows.ClaudeLong-context assistant for writing, analysis, and coding workflows.

Steps

  1. 1

    Write the task boundary

    Convert the idea into the smallest shippable change with files, exclusions, and verification commands.

    Output: A scoped implementation brief.

    Claude
  2. 2

    Implement in repo context

    Use an editor or coding agent to inspect existing patterns and make the narrowest code change.

    Output: A local code diff.

    CursorClaude CodeOpenAI Codex
  3. 3

    Verify before handoff

    Run typecheck, build, and any feature-specific checks before reviewing the diff.

    Output: Pass/fail command evidence.

    OpenAI Codex

Related tools

CursorAI-native code editor for product teams and solo founders.Claude CodeAgentic coding tool for repository-level implementation tasks.OpenAI CodexCloud and local coding agent for planned software tasks.GitHub CopilotAI coding assistance embedded in mainstream developer workflows.

Related guides

  • Cursor vs Claude Code vs Codex
  • AI workflow design for one-person companies

Guide routes are not published yet.

Use cases

  • Build SaaS MVP
  • Refactor small apps
  • Ship static-first product sites