Ampersand Tutor
- Family
- Ampersand
- Released
- 2026-10-30
- Architecture
- Mixture of Experts
- Specialization
- education
- Openness
- Proprietary
- License
- ProprietaryRestricted
- Weights
- Not released
- Code
- Unknown
- Training
- Reinforcement Learning
Cheapest of 1 route · humans& Agents API · cache read $0.200
About
Ampersand Tutor (&Tutor) is humans&'s tutoring model, released October 30, 2026 through the Ampersand API as ampersand-tutor-v0.1. Built on GLM 5.3, it learns to teach by training against Persimmon, humans&'s large-scale model of how students learn, and aims to maximize a student's understanding rather than just give answers. It is a mixture-of-experts transformer (78 layers, 256 routed experts plus 1 shared, 8 active per token) served in NVFP4, with text input and output.
Providers(1)
Compare API pricing across 1 tracked provider route for input and output tokens, batch, and cached reads when available.
| Provider | Input / 1M | Output / 1M | Cache | Route |
|---|---|---|---|---|
| humans& Agents API | $1.00 | $5.20 | read $0.200 | Serverless |
Capabilities
Benchmark peer barsfor Coding
No task-mapped benchmark peers are available for this model yet.
Migration checks
No linked migration route is available for this model yet.
API versions
ampersand-tutor-v0.1&TutorCheapest of 1 route · humans& Agents API · cache read $0.200