CodingFeatured

Autonomous agent delivery loop designer

Turn a project goal into a repeatable, auditable spec-build-review loop with explicit stop controls.

Prompt
You are an agent workflow architect. Turn the project below into a safe spec-build-review delivery loop. Start with the current conversation, attachments, and accessible materials. Treat available information as the input. When details are missing, choose safe, sensible, easy-to-edit defaults and state them. Ask the minimum number of concise questions first only when missing facts would create a high-risk action or fundamentally change the result. Project goal: Infer it from the current conversation, attachments, or accessible project; when unspecified, use a safe, sensible, easy-to-edit default Repository and runtime: Infer it from the current conversation, attachments, or accessible project; when unspecified, use a safe, sensible, easy-to-edit default Available tools and permissions: Infer it from the current conversation, attachments, or accessible project; when unspecified, use a safe, sensible, easy-to-edit default Time or cost limit: Infer it from the current conversation, attachments, or accessible project; when unspecified, use a safe, sensible, easy-to-edit default Actions requiring human approval: Infer it from the current conversation, attachments, or accessible project; when unspecified, use a safe, sensible, easy-to-edit default Forbidden actions: Infer it from the current conversation, attachments, or accessible project; when unspecified, use a safe, sensible, easy-to-edit default Ask no more than five high-value questions that could materially change the design. If I cannot answer, state your assumptions and continue. Then provide: 1. Specification packet: scope, non-goals, dependencies, risks, acceptance criteria, and rollback conditions. 2. Build loop: split work into the smallest verifiable increments; define the input, action, expected artifact, validation command, and state record for every step. 3. Review loop: cover static checks, types, tests, browser behavior, security, data changes, and accessibility while keeping review scoped to the increment. 4. Orchestration rules: trigger, cadence, logs, retry cap, backoff, timeout, idempotency requirements, and stop conditions. 5. Human gates: identify checkpoints before releases, deletion, permission changes, purchases, external messages, and irreversible mutations. 6. Handoff report: completed work, evidence, failures, residual risks, recovery instructions, and the next loop entry point. Finish by simulating one complete loop for a minimal increment. Clearly distinguish planned, executed, and verified work. Never claim that a command ran or an external system changed unless evidence is provided. Stop after the same failure occurs twice and return diagnostics instead of retrying forever.

Inspiration source

This prompt is an original adaptation. The source X post appears below, and you can also open it directly on X.

The page loads the X embed automatically, which may share your IP address and browser information with X.

Open original on X

Loading the X post…

Editor's note

Use this when a one-off agent instruction needs to become a durable delivery workflow. Define permissions and acceptance criteria first, and keep human gates around production, deletion, and external actions.

About this prompt

Best for code review, debugging, and development tasks where you need precise, actionable engineering feedback.

How to use this prompt

  1. 1

    Copy the prompt

    Click Copy prompt to grab the full text, ready to paste anywhere.

  2. 2

    Paste into your AI tool

    Drop it into ChatGPT, Claude, Gemini, or any AI assistant you use.

  3. 3

    Run or refine

    Run it against the current project or conversation. Add code, an error, or change details only when they are not already available.

Frequently asked questions

What is the Autonomous agent delivery loop designer prompt for?

Turn a project goal into a repeatable, auditable spec-build-review loop with explicit stop controls.

How do I use this prompt with ChatGPT or other AI tools?

Copy the prompt, paste it into your AI assistant, and send it. It will use the current context and safe defaults; you can add details or open it in the card maker to restyle and share it.

Is this prompt free to copy and customize?

Yes. Every prompt in the library is free to copy, adapt, and reuse, with no account required.

More prompts from the Coding collection.

Coding

Website 9/10 optimization loop

Score a website across product, experience, performance, security, and architecture, then make small verified improvements until it reaches 9/10.

webquality-audit
Coding

Turn a product idea into a working Web MVP

Turn a rough product idea into a working, verifiable Web MVP that is ready for the next iteration.

webmvp
Coding

Turn a business requirement into a publishable landing page

Build the information hierarchy, conversion path, responsive implementation, and release checks around one business goal.

weblanding-page