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Consistent Workflows

rp1 workflows are structured prompts for common development jobs. Instead of asking an assistant to improvise every step, you run a workflow that already knows the expected path, evidence, artifacts, and quality checks for the job.


The Problem With Ad-Hoc Prompting

Traditional AI-assisted development often looks like this:

You: "Write a function to validate email addresses"
AI: [generic implementation]
You: "No, use the same pattern as our other validators"
AI: [still doesn't match your conventions]
You: "Look at src/validators/phone.ts for the pattern"
AI: [closer, but missing error handling]
You: "Add proper error messages like we use elsewhere"
AI: [finally acceptable after 4+ iterations]

This iteration loop wastes time and mental energy. Each prompt requires you to:

  • Remember what context to provide
  • Catch what the AI missed
  • Guide it toward your codebase's patterns
  • Verify the output meets your standards

How rp1 Workflows Help

rp1 workflows replace repeated prompting with job-specific instructions:

  1. A clear job - Ship a feature, review a PR, investigate a bug, write docs, or build context.
  2. Project context - Workflows load the project knowledge they need before acting.
  3. Durable artifacts - Important work is written to files that can be reviewed and resumed.
  4. Quality gates - Build and review workflows keep validation visible instead of burying it in chat.
flowchart LR
    subgraph "Ad-hoc Prompting"
        A1[User Prompt] --> A2[AI Response]
        A2 --> A3[User Correction]
        A3 --> A4[AI Retry]
        A4 --> A5[User Correction]
        A5 --> A6[Final Output]
    end

    subgraph "rp1 Workflow"
        C1[Run Workflow] --> C2[Load Project Context]
        C2 --> C3[Create Artifacts]
        C3 --> C4[Report Status]
    end

Example: Before And After

Before: Ad-hoc Feature Development

You: "I need to add a dark mode toggle"
AI: [writes generic toggle component]
You: "We use React context for state"
AI: [rewrites with context]
You: "Follow our component naming conventions"
AI: [renames things]
You: "Add tests like our other components"
AI: [adds tests]
You: "The test patterns don't match our setup"
AI: [fixes tests]

Result: 5+ iterations, inconsistent output, no documentation

After: rp1 Feature Workflow

/build dark-mode
/rp1-dev-build dark-mode
$rp1-dev-build dark-mode

Result: One workflow guides requirements, planning, implementation, review, and release readiness. The intermediate files remain available after the chat session.


What You Should Expect

  • Faster Execution


    You spend less time re-explaining the same workflow steps.

  • Consistent Output


    The same workflow produces a recognizable set of artifacts and status updates.

  • Encoded Expertise


    The workflow carries the expected process so you can focus on the decision.

  • Documented Artifacts


    Requirements, designs, tasks, reports, and reviews are kept as project files.


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