The most sophisticated AI model in the world is worthless if users don't trust it—or worse, if it causes real harm to people's lives, businesses, or reputations. As an AI product leader, you're not just shipping features; you're deploying systems that can hallucinate convincing lies, be manipulated by malicious actors, perpetuate harmful biases, and generate content that damages your brand and your users.
123456789101112import re from typing import Tuple, List from dataclasses import dataclass @dataclass class InjectionAnalysis: is_suspicious: bool risk_score: float detected_patterns: List[str] recommendation: str class PromptInjectionDetector:
123456789101112import { OpenAI } from 'openai'; import { SafetyChecker } from './safety'; import { AuditLogger } from './audit'; interface SafetyConfig { maxTokens: number; allowedTopics: string[]; blockedPatterns: RegExp[]; piiDetection: boolean; factCheckThreshold: number; }
123456789101112from dataclasses import dataclass from typing import Dict, List import numpy as np from scipy import stats @dataclass class BiasMetrics: demographic_parity: float equalized_odds: float disparate_impact: float confidence_variance: float