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How AI AppSec uses Semgrep to detect prompt injection sinks, tool abuse, and AI-specific vulnerabilities in source code. 122 detectors, 79 security checks, with code examples.
How @haiec/openai and @haiec/anthropic wrap the official SDKs to capture model usage, token counts, and costs automatically. The instrumentation pattern and privacy considerations.
Learn what AI vendor public security disclosures entail and how they impact AI security and compliance professionals.
Security awareness programs transform employees from security risks to security assets. This guide covers program design, content delivery, measurement, and culture building for effective security awareness.
Primary goals:
Success metrics:
Options:
Features:
Email:
Intranet:
Posters/Digital signage:
Slack/Teams:
Elements:
Platforms:
Results:
Program:
Responsibilities:
Benefits:
Recognition:
Rewards:
Budget: $5-$20/user/year
Track:
Targets:
Monitor:
Trends:
Costs:
Benefits:
Example (100 users):
Requirements:
Evidence:
Requirements:
Topics:
Requirements:
Topics:
Basic:
Comprehensive:
Basic:
Comprehensive:
Comprehensive:
Strategies:
Variety:
Approach:
Demonstrate:
Actions:
Solutions:
Solutions:
Solutions:
Solutions:
Effective security awareness programs require engaging content, continuous reinforcement, measurement, and cultural support. Investment of $7,700-$550,000 annually reduces incidents by 40-70% and builds security culture.
Key components:
Investment: $7.7K-$550K/year ROI: 300-1,500% Incident reduction: 40-70%
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