Controlling AI Models from the Inside

What It Covers

Ali Khatri, founder of Rynx, explains how traditional AI guardrails only filter inputs and outputs while his company instruments model internals to detect unsafe behavior during generation. This approach delivers comparable safety performance at 1/1000th the computational cost by analyzing internal model states rather than running separate guard models.

Key Questions Answered

• •Internal Model Instrumentation: Rynx analyzes which subregions of AI models activate during generation, identifying when prohibited content emerges before completion. This catches jailbreaks that bypass traditional prompt and response filters, similar to monitoring hallways inside a building rather than just checking IDs at the entrance gate.
• •Cost Reduction at Scale: Traditional guardrails require running an 8 billion parameter guard model twice (prompt and response), totaling 160 billion parameters of inference. Rynx reduces this to 20 million parameters—a thousand-fold improvement—making safety economically viable for video, audio, and edge device deployments where current solutions are too expensive.
• •Context-Specific Safety Customization: Every industry requires different safety policies beyond general prohibited content. Law firms need different protections than medical shops or customer service applications. Rynx builds customizable safety modules that work with any off-the-shelf model without requiring retraining or fine-tuning the primary model.
• •Edge Device Viability: Current guardrail approaches cannot deploy on edge devices because memory constraints barely accommodate the primary model. With only 20 million parameters overhead, Rynx enables comprehensive safety on resource-constrained devices where quantization already pushes hardware limits and no room exists for separate guard models.
• •Defense-in-Depth Architecture: Effective AI safety requires multiple layers working together—prompt filters, response analyzers, system-level features, and model-internal monitoring. Combining Rynx's model-native safety with traditional guardrails creates robust protection, similar to how national security requires military, border control, and local law enforcement operating simultaneously.