aipromptcard.app
Autonomous agent delivery loop designer
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.