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

Boundaries

  • Do not add accounts, billing, or database complexity unless required for the current validation goal.
  • Keep each agent task small enough for a human to inspect the diff.
  • Require command evidence before deploying or merging.

Common mistakes

  • Asking an agent to build the whole product instead of one scoped change.
  • Skipping verification commands because the UI appears to work.
  • Accepting broad refactors that the founder cannot review.

Templates

  • Scoped AI coding task brief
  • Verification handoff checklist

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

Copyable prompts

Turn this product brief into the smallest implementation task with files to inspect, files to avoid, and verification commands.

Review this diff for behavioral risk, missing tests, and deployment risk before I merge it.

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

The Qidao AI tool selection frameworkA practical seven-part framework for choosing AI tools by task fit, workflow fit, quality, cost, privacy, replaceability, and automation readiness.Cursor vs Claude Code vs CodexWhen each coding assistant fits, where review matters, and how to avoid agent drift.AI workflow design for one-person companiesHow to split work into planning, production, review, publishing, and maintenance loops.AI prototype hardening checklistA practical checklist for deciding when an AI-generated prototype is ready for engineering review, production hardening, or rebuild.

Use cases

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