Ground every framework decision in official documentation. Use when you want authoritative, source-cited code for any framework or library.
Scanned 5/27/2026
Install via CLI
openskills install v1truv1us/ai-eng-system---
name: source-driven-development
description: Ground every framework decision in official documentation. Use when you want authoritative, source-cited code for any framework or library.
---
# Source-Driven Development
## Overview
Verify every framework or library decision against official documentation before implementing. Flag any decision that lacks a source. This skill prevents the agent from relying on outdated patterns, hallucinated APIs, or assumptions about library behavior.
## When to Use
- Working with a framework or library you have not used recently
- When API surface area is large or frequently changing
- When the cost of a wrong assumption is high (auth, data, security)
- When documentation lookup tools are available
## Process
### Step 1: Identify Framework Decisions
Before writing code that depends on a library:
- List every API call, configuration option, or pattern you plan to use
- Note which ones you are confident about and which are assumptions
### Step 2: Verify Against Official Sources
For each decision:
- Look up the current documentation
- Confirm the API exists and behaves as expected
- Note the version the docs target
- If you cannot find a source, flag it explicitly
### Step 3: Cite Sources
In comments or design docs:
- Reference the official doc URL or section
- Note the library version
- Flag anything that could not be verified
### Step 4: Flag Unverified Decisions
Explicitly mark decisions that lack source confirmation:
- `// UNVERIFIED: assuming X based on Y pattern`
- These flags must be resolved before production use
## Source Quality Hierarchy
1. Official documentation (highest)
2. Official examples and repositories
3. Well-maintained community guides with dates
4. Stack Overflow with accepted answers and recent dates
5. AI-generated suggestions (lowest, must be verified)
## Common Rationalizations
| Rationalization | Reality |
|---|---|
| "I know this library well enough" | Libraries change between versions. Confidence is not accuracy. |
| "Looking up docs slows me down" | Debugging a wrong assumption is slower than verifying upfront. |
| "The AI already knows the right API" | AI training data has a cutoff date. APIs change. |
## Verification
- [ ] Every framework API call is verified against current docs
- [ ] Unverified decisions are explicitly flagged
- [ ] Library versions are documented
- [ ] No code depends on hallucinated or outdated API behavior
## Anti-Rationalization Table
| Excuse | Counter |
|--------|---------|
| "I know this library well enough" | Libraries change between versions. Confidence is not accuracy. |
| "Looking up docs slows me down" | Debugging a wrong assumption is slower than verifying upfront. |
| "The AI already knows the right API" | AI training data has a cutoff date. APIs change. Verify against current docs. |
| "I'll verify after the implementation works" | If the API does not exist, the implementation will not work. Verify first. |
| "Stack Overflow has the answer" | Stack Overflow answers may be outdated. Official docs are the source of truth. |
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