Early systems relied on fixed rules—secure but rigid. No learning, no autonomy.
Security Impact: Low threat surface, but also low adaptability. No real-time protection needed.
Models learn from data. Enabled powerful image, speech, and NLP breakthroughs.
Security Impact: Vulnerable to adversarial inputs, model theft, and opaque decision-making.
Models like GPT and DALL·E can create text, code, media—opening up infinite use cases.
Security Impact: Prompt injection, hallucinations, and misuse (e.g. phishing, deepfakes) rise sharply.
AI agents with memory and autonomy now plan, act, and adapt independently.
Security Impact: High-risk zone. Security must cover long-term memory, tool access, and behavior auditing.
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