Launching an AI product is fundamentally different from shipping traditional software—the probabilistic nature of AI systems means you're releasing something that will behave differently across millions of edge cases you've never tested. A single poorly handled response can go viral on social media, damaging months of careful development work in hours.
123456789101112interface AIFeatureFlag { name: string; rolloutPercentage: number; userSegments: string[]; minConfidenceThreshold: number; maxLatencyMs: number; enabledRegions: string[]; } async function shouldEnableAIFeature( flag: AIFeatureFlag, user: User,
123456789101112// AI Feature Flag Configuration interface AIFeatureConfig { enabled: boolean; rolloutPercentage: number; allowedUserSegments: string[]; modelVersion: string; fallbackBehavior: 'hide' | 'disable' | 'legacy'; maxLatencyMs: number; circuitBreakerThreshold: number; } const aiAssistantConfig: AIFeatureConfig = {
123456789101112// AI Feature Flag Configuration with LaunchDarkly import * as LaunchDarkly from 'launchdarkly-node-server-sdk'; interface AIFeatureConfig { enabled: boolean; modelVersion: string; rolloutPercentage: number; maxLatencyMs: number; fallbackBehavior: 'legacy' | 'error' | 'cached'; userSegments: string[]; }
123456789101112from dataclasses import dataclass from enum import Enum import asyncio from typing import Callable, Optional class RollbackSeverity(Enum): AUTOMATIC = "automatic" # Immediate rollback, no human approval URGENT = "urgent" # Human approval within 5 minutes STANDARD = "standard" # Human approval within 30 minutes @dataclass class RollbackTrigger: