Adapt-1

Adapt-1 Preview is a non-transformer, neuro-symbolic substrate designed for test-time learning. It enables applications to learn and adapt while operating by maintaining a persistent, inspectable state without requiring task-specific pretraining or an LLM in the decision loop.

Adapt-1 Preview is a non-transformer, neuro-symbolic substrate designed for test-time learning. It enables applications to learn and adapt while operating by maintaining a persistent, inspectable state without requiring task-specific pretraining or an LLM in the decision loop.

• 01Pretraining-free, non-transformer neuro-symbolic architecture
• 02Real-time test-time learning and adaptation
• 03Inspectable state with clear decision provenance
• 04Low-latency operation with compact persistent state
• 05Outcome-gated updates to prevent self-reinforcing bias