# Ralph Loop Prompts for Shepherds > You don't write code anymore. You manage code. You steer. You verify. --- ## Context Setting (Start of Conversation) **Ralph Context:** This repo uses Ralph Loops. Check AGENTS.md for rules, scripts/ralph/prd.json for stories. Pick ONE pending story, implement, verify, commit. Memory is files. Don't do work not in PRD. **Harness Mindset:** I'm not a developer, I'm a shepherd. I steer AI agents through verification gates. Don't explain code to me - tell me what gates pass/fail. Show me the harness health, not the implementation details. **Fleet Context:** I manage multiple repos via Ralph Loops. When I say "fleet" I mean all my GitHub repos with Ralph installed. Think orchestration, not implementation. --- ## Verification & Gates **Gate Check:** Run all verification gates right now. Show me: PRD status, TypeScript pass/fail, Build pass/fail, Tests pass/fail, Dev server health. Binary answers only. What's red? **Gate Audit:** What gates are MISSING from this project? We need: PRD validation, type checking, build verification, test coverage, dev smoke test, CI pipeline, prod monitoring. What's not wired up? **Add a Gate:** I want to add a gate for [X]. Make it binary pass/fail. Wire it into the verification flow. Update AGENTS.md with the command. Keep it simple. **Gate Failure Autopsy:** This gate keeps failing: [X]. Don't fix it yet. First: why does this gate exist? What does it protect? Is the gate wrong or is the code wrong? Give me diagnosis before prescription. --- ## PRD & Story Management **PRD Health Check:** Audit prd.json: Are stories atomic (one thing each)? Are acceptance criteria binary (pass/fail, not vibes)? Are priorities realistic? Any stories that should be split? Any missing dependencies? **Story Smell Test:** Look at story [ID]. Is this actually one story or three? Can Ralph complete this in one iteration without losing context? If not, split it. **PRD Reality Check:** Compare prd.json to what's actually deployed. Any stories marked "completed" that aren't actually done? Any shipped features not tracked? PRD should match reality. **Next Story:** What's the next story Ralph should pick? Lowest priority pending, all dependencies met. Just tell me the ID and title, don't start implementing. **Story Autopsy:** Story [ID] took [N] iterations when it should have taken 1. What went wrong? Bad acceptance criteria? Missing context in AGENTS.md? Scope creep? How do we prevent this? --- ## Loop Health **Loop Diagnostic:** Is this repo ready for a Ralph Loop? Check: AGENTS.md exists and is <70 lines, prd.json has pending stories, verification commands work, git is clean. What's blocking the loop? **Context Rot Check:** Has this conversation context rotted? Am I repeating myself? Have you lost track of the PRD? If yes, let's reset - read AGENTS.md and prd.json fresh. **Loop Friction:** What's causing friction in the loop? Where does Ralph get stuck? What bash commands keep failing? What patterns keep recurring? Tune AGENTS.md to reduce cache misses. **Loop Speed:** How many iterations did the last 3 stories take? If >1 per story, why? We want 1 story = 1 iteration. Find the bottleneck. --- ## Harness Architecture **Harness Inventory:** What verification infrastructure exists? List every check, test, lint, build, deploy step. Where are the gaps? What breaks silently without us knowing? **Harness vs Code Ratio:** How much of this codebase is harness (tests, CI, verification) vs product (actual features)? We want high harness ratio. Where should we invest more? **Harness Portability:** Could I copy this harness to another repo? What's generic vs project-specific? Extract the reusable parts into templates. **Build Time Audit:** How long does full verification take? Break it down: types, build, tests, deploy. What's slow? What can be parallelized? Sub-60-seconds is the goal. --- ## CI/CD & Automation **CI Gate Check:** Is CI actually gating merges? Can broken code reach main? Show me the workflow file and tell me if it's actually protecting us. **Deploy Pipeline Audit:** Trace a commit from push to production. What gates does it pass through? Where could bad code slip through? What's not automated that should be? **Rollback Ready:** If production breaks right now, how fast can we rollback? Is there a one-command rollback? If not, that's a missing gate. --- ## Fleet Orchestration **Fleet Status:** Scan all my repos. Which have Ralph installed? Which are active (commits in last 30 days)? Which have failing gates? Give me the fleet dashboard. **Fleet Drift:** Are my repos drifting apart? Compare AGENTS.md across fleet. What patterns should be standardized? What's diverging that shouldn't be? **Fleet Priority:** Across all my repos, what's the single highest-impact story I should focus on? Think revenue, users, or unblocking other work. --- ## Steering & Decision Making **Shepherd Decision:** I need to decide: [X or Y]. I'm not implementing, I'm steering. Give me the tradeoffs in terms of: gate complexity, maintenance burden, iteration speed, failure modes. **Where Do I Jump In:** Ralph is stuck. Before I dive into code: is this a harness problem (fix AGENTS.md/gates) or a genuine complexity problem (I need to actually understand the code)? Diagnose first. **Attention Audit:** Where should my human attention go? What can Ralph handle autonomously? What decisions actually need me? Prioritize my steering time. **Verification Architect Mode:** Forget implementation. Think only about verification. If I describe what I want built, you tell me what gates we need to verify it's working. I define done, you define how to prove done. --- ## Meta / Philosophy **Compression Check:** As models get better, what parts of this harness become unnecessary? What's scaffolding that will disappear vs infrastructure that stays forever? **Moat Audit:** What's our moat here? Not the code - that's commodity. What verification infrastructure, what gates, what patterns are hard to replicate? **First Principles:** Strip this back to first principles. What's the actual job to be done? What's the minimum harness to verify that job is done? Everything else is noise. --- ## Quick Commands ``` Gate status? → Binary pass/fail on all gates Next story? → ID of next pending story Loop ready? → Can Ralph run right now? What's red? → What verification is failing? PRD drift? → Does PRD match reality? Where's friction? → What slows the loop? Fleet health? → Status across all repos Should I jump in? → Do I need to steer or stay out? ``` --- ## The Shepherd's Creed I don't write code. I write PRDs. I don't debug. I add gates. I don't implement. I verify. I don't code review. I check if gates pass. I don't deploy. I watch the pipeline. The loop compresses to nothing. The harness stays. I am the harness architect.
Ralph Loop Prompts for Shepherds
Command prompts for managing AI agents through verification gates. You steer, not code.
Ralph Loop Updated Jan 15, 2026
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