
AI Security Podcast AI Security 2026 Predictions: The "Zombie Tool" Crisis & The Rise of AI Platforms
Jan 28, 2026
Predictions about an incoming “zombie tool” crisis where unmaintained internal AI tools rot as staff churn. Debate over rising, possibly fixed AI token costs and the shift from many features to centralized AI platform teams. Discussion of a capability plateau where models improve but feel the same, plus persistent threats like prompt injection and identity-related “confused deputy” risks.
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The Capability Plateau
- Models are improving but often feel similar; each provider still "ekes out" in specific tasks like coding or multimodal work.
- Caleb Sima and Ashish Rajan observe a capability plateau where UX and specialization, not raw capability, drive choices.
The Circular Economy Of AI Costs
- Major providers appear to coordinate to keep inference prices high and avoid a race to the bottom.
- Caleb warns this 'circular economy' of pricing will make cost a sustained enterprise constraint.
AI Platform Teams As New Infrastructure
- Companies are centralizing AI into platform teams that provide APIs, ingestion, routing, and standards for internal use.
- Caleb describes AI platform teams as the new infrastructure/data teams enabling controlled, centralized AI access.
