Jev glossary
Core ConceptsM2MAI-to-AI
Machine-to-machine automation
Automation where software calls AI directly, expected to be roughly 99% of large-scale AI interactions versus 1% human-facing.
- Category
- Core Concepts
- Also known as
- M2M, AI-to-AI
- Reading time
- 1 min
- Related terms
- 4
- Directory entries
- 2
- Docs
- docs.typesafe.ai
- Added
- 2026-09-24
Definition
TypeSafe's primer states the expectation plainly: future AI automation will be closer to 99% machine-to-machine and 1% human interaction. That reframes the model contract around predictable outputs rather than pleasant conversation.
It is also why the docs push decomposition and confidence gates: an unattended pipeline cannot read a paragraph and decide what it meant, but it can branch on a typed answer and a calibrated probability.
Tagsarchitectureautomation
Related terms
Definitions that connect to this one.
Machine Native IntelligenceTypeSafe's name for AI with software-like properties: structure, reliability, observability, testability, speed, consistency, and low cost.Core ConceptsAI-powered softwareThe architecture TypeSafe recommends: code owns the workflow and the model appears only where programmable common sense is needed.Core ConceptsConfidence gateA threshold on confidence that decides whether code acts, confirms first, or escalates to a person or a bigger model.Answers & ConfidenceAgent loopA control pattern where the model chooses its next step repeatedly; TypeSafe's guidance is to prefer a code-owned workflow instead.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.