Doubt Driven Development
/install doubt-driven-development
Doubt Driven Development
Use this skill to slow down only where being wrong is expensive. The goal is not pessimism; the goal is to make the riskiest assumption visible and testable.
Workflow
-
Name the claim
- Write the proposed change or decision as one falsifiable sentence.
- Example:
Publishing this skill version is safe because validation and CI cover the release surface.
-
List failure modes
- What would make the claim false?
- Include behavior, tests, release metadata, permissions, secrets handling, and rollback paths.
-
Seek disconfirming evidence
- Read the smallest relevant code, docs, config, logs, CI output, and release artifacts.
- Prefer direct evidence over confidence, memory, or broad statements.
-
Force a safer alternative
- If evidence is weak, choose a smaller change, add a check, or stop for user decision.
- Do not proceed by relying on trust in the agent's prior answer.
-
Decide
proceed: evidence supports the claim and verification passed.patch first: fix a concrete gap before shipping.stop: risk is unresolved or requires user judgment.
Fresh-Context Review
Use an isolated review pass when the blast radius is high and the runtime supports it. The reviewer should receive the artifact and task, not your intended conclusion.
Good review prompt shape:
Review this change for release-blocking correctness, test, and security issues. Focus on concrete defects and cite files or commands.
Avoid prompts that disclose the expected answer or ask the reviewer to validate your plan.
Risk Signals
Escalate scrutiny when you see:
- Broad permissions or sandbox changes.
- Network publishing, package release, or public registry updates.
- Handling of tokens, private user data, or local credential stores.
- Destructive file, database, cloud, or infrastructure commands.
- Large generated diffs with little reviewable structure.
- CI failures that were fixed by retrying without root cause.
- Claims like "obviously safe", "only docs", or "no tests needed" on release paths.
Sandbox Review Posture
For Codex sandbox, approval, and policy work, treat review as a boundary check, not a permission grant. Auto-review can decide whether a boundary-crossing action should run, but it does not expand writable roots, enable network access, or weaken protected paths.
When mundane work keeps needing approval, prefer a narrower boundary fix such as a specific writable root or exact command prefix. Do not solve noisy review traffic by making broad rules that remove the boundary being reviewed.
Output Template
Claim: \x3Cfalsifiable claim>
Main risk: \x3Chighest-impact failure mode>
Evidence checked: \x3Cfiles, tests, CI, docs>
Decision: proceed | patch first | stop
Reason: \x3Cshort concrete rationale>
Keep the output terse. If the decision is patch first or stop, name the next concrete action.
- Make sure OpenClaw is installed (local or Docker)
- Run the install command in chat:
/install doubt-driven-development - After installation, invoke the skill by name or use
/doubt-driven-development - Provide required inputs per the skill's parameter spec and get structured output
What is Doubt Driven Development?
Stress-test high-risk changes with fresh-context skepticism before implementation or release. Use when work involves production, permissions, security contro... It is an AI Agent Skill for Claude Code / OpenClaw, with 34 downloads so far.
How do I install Doubt Driven Development?
Run "/install doubt-driven-development" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.
Is Doubt Driven Development free?
Yes, Doubt Driven Development is completely free, licensed under MIT-0. You can download, install and use it at no cost.
Which platforms does Doubt Driven Development support?
Doubt Driven Development is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).
Who created Doubt Driven Development?
It is built and maintained by Zakhar Pashkin (@zack-dev-cm); the current version is v1.0.0.