Jev glossary
Core Concepts
Machine Native Intelligence
TypeSafe's name for AI with software-like properties: structure, reliability, observability, testability, speed, consistency, and low cost.
- Category
- Core Concepts
- Also known as
- None
- Reading time
- 1 min
- Related terms
- 4
- Directory entries
- 2
- Docs
- docs.typesafe.ai
- Added
- 2026-09-24
Definition
The term comes from the TypeSafe AI primer. The bet behind it is that large-scale automation will be dominated by AI-to-AI and AI-to-software interactions, so the machine interface matters more than the chat interface.
Machine Native Intelligence shifts the design target from responses that read well to outputs that behave predictably inside software. Jev's typed answers and calibrated probabilities are the concrete form of that idea.
Tagsarchitecturecore
Related terms
Definitions that connect to this one.
Machine-to-machine automationAutomation where software calls AI directly, expected to be roughly 99% of large-scale AI interactions versus 1% human-facing.Core ConceptsTyped decisionA model output that conforms to a software type your code expects, rather than free-form text that has to be parsed.Core ConceptsComposable AITypeSafe's manifesto position: intelligence as a dependable primitive that software branches on, rather than an assistant that keeps humans in the loop.Core ConceptsSystem OneThe class of AI models built to make fast, structured decisions software can use directly, named after Kahneman's fast-thinking System 1.Core Concepts
From the Jev directory
Directory entries that go deeper on this term.
Why TypeSafe trains decision models with RLCD instead of RLHF: calibrated probabilities where 0.2 outcomes happen about 20% of the time, and the case for machine-to-machine automation.
Jev Guides & ArticlesDocs#official#docs#evaluation
Official
TypeSafe's case for machine-native composable AI: intelligence as a dependable primitive that software branches on, rather than an assistant that keeps humans in the loop.
Jev Guides & ArticlesArticle#official#article#architecture
Official
From the Jev AI model community
Posts from builders shipping with Jev right now.