Mankei-Reflex

keyvan-aiDecision modelOpen weights

Mankei-Reflex by keyvan-ai is a decision model: it answers typed questions with a probability for each allowed answer instead of generating text.

Pricing

No hosted price is listed. The weights are open: the cost is your own compute.

Specifications

Provider: keyvan-ai
Parameters: —
Released: Sep 2026
Open weights: Yes
Question types: Choice (one of N options), Score (ordered rubric), Yes / no
Mechanism: Decoder LM with a decision readout
Backbone: keyvan-ai/Mankei-326M-Embedder
Jev-compatible request: Yes
Runs on CPU: —
License: mankei-reflex-evaluation-license
Hugging Face: keyvan-ai/Mankei-Reflex

Self-reported by the publisher

The model's own claims, often on its own sets or a self-run copy of a public suite. Not independently verified and never ranked alongside measured results.

Mankei Schema Factory, held-out schemasSelf-reported: 95.1
MASSIVE (de-DE), test splitSelf-reported: 86.6

Compare Mankei-Reflex with…

Mankei-Reflex vs amos-1-large—/1M in Mankei-Reflex vs amos-1-medium—/1M in Mankei-Reflex vs Celeris-1 Decision$0.04/1M in Mankei-Reflex vs ScaleDown Classify-1$0.04/1M in Mankei-Reflex vs Cloudflare clef—/1M in Mankei-Reflex vs Cloudflare clef-flash—/1M in

FAQ

How much does Mankei-Reflex cost?

Mankei-Reflex has no hosted price listed; its weights are open, so the cost is the compute you run it on.

What questions can Mankei-Reflex answer?

Mankei-Reflex answers choice (one of n options), score (ordered rubric), yes / no questions, returning a probability for each allowed answer.

Is Mankei-Reflex well calibrated?

No calibration measurement for Mankei-Reflex is recorded yet.

Is Mankei-Reflex open weight, and can it run on a CPU?

Yes, Mankei-Reflex has open weights.

Data as of 2026-10-14. Source: Metatext decision-model catalogue, 2026-10-14 (Hugging Face). Pricing is per 1M tokens (USD); confirm with the provider before production use.