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vignesh2027/ai-agent-skills/doubt-driven-development
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PublishedSeptember 27, 2026 at 11:58 PM
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version: "1.0.0" name: doubt-driven-development description: Challenge assumptions and hidden dependencies before they become bugs difficulty: senior domains: [general]


Overview

Every "I'm sure this is fine" is a future incident. This skill applies systematic skepticism to assumptions in requirements, implementations, and integrations before they ship.

When to Use

  • When something "seems obvious" but hasn't been verified
  • When implementing code that depends on external behavior
  • When code review reveals an implicit assumption
  • When debugging a "that's impossible" bug

Process

Step 1: List your assumptions

For every non-trivial implementation, write down all the things that must be true for it to work. Make implicit assumptions explicit.

Step 2: Classify by risk

For each assumption: what is the cost if it's wrong? High-cost assumptions must be verified before shipping.

Step 3: Verify high-cost assumptions

How to verify:

  • Write a test that fails if the assumption is wrong
  • Find the source of truth (spec, documentation)
  • Measure it (add a log, run a query)
  • Ask someone who knows

Step 4: Make remaining assumptions visible

For assumptions you can't verify before shipping: document them as known assumptions. Future engineers must be able to find them.

Verification Requirements

  • [ ] All non-trivial assumptions listed
  • [ ] High-cost assumptions verified before shipping
  • [ ] Remaining assumptions documented in code
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