ab-test-analysis
Design and analyze A/B tests, calculate statistical significance, and determine sample sizes…
Debug issues that occur sporadically and are hard to reproduce. Use monitoring and systematic investigation to identify root causes of flaky behavior.
$ npx -y skills add aj-geddes/useful-ai-prompts --skill intermittent-issue-debugging --agent claude-codeHow it fires
How this skill gets triggered: by you, by Claude, or both.
/intermittent-issue-debuggingContext preview
The summary Claude sees to decide when to auto-load this skill.
Debug issues that occur sporadically and are hard to reproduce. Use monitoring and systematic investigation to identify root causes of flaky behavior.
name: intermittent-issue-debugging description: > Debug issues that occur sporadically and are hard to reproduce. Use monitoring and systematic investigation to identify root causes of flaky behavior.
Intermittent issues are the most difficult to debug because they don't occur consistently. Systematic approach and comprehensive monitoring are essential.
Minimal working example:
// Strategy 1: Comprehensive Logging
// Add detailed logging around suspected code
function processPayment(orderId) {
const startTime = Date.now();
console.log(`[${startTime}] Payment start: order=${orderId}`);
try {
const result = chargeCard(orderId);
console.log(`[${Date.now()}] Payment success: ${orderId}`);
return result;
} catch (error) {
const duration = Date.now() - startTime;
console.error(`[${Date.now()}] Payment FAILED:`, {
order: orderId,
error: error.message,
duration_ms: duration,
error_type: error.constructor.name,
stack: error.stack,
});
throw error;
}
}
// Strategy 2: Correlation IDs
// ... (see reference guides for full implementation)Detailed implementations in the `references/` directory:
| Guide | Contents | |---|---| | [Capturing Intermittent Issues](references/capturing-intermittent-issues.md) | Capturing Intermittent Issues | | [Common Intermittent Issues](references/common-intermittent-issues.md) | Common Intermittent Issues | | [Systematic Investigation Process](references/systematic-investigation-process.md) | Systematic Investigation Process | | [Monitoring & Prevention](references/monitoring-prevention.md) | Monitoring & Prevention |
488 production-ready AI prompts, all following a standardized template with validated quality gates. Transform ChatGPT, Claude, and other AI assistants into expert consultants.
Repo: aj-geddes/useful-ai-prompts
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