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ledger-invariant-10m

ayokalabsDecision modelOpen weights

ledger-invariant-10m by ayokalabs 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
ayokalabs
Parameters
10M
Released
Oct 2026
Open weights
Yes
Question types
Choice (one of N options), Score (ordered rubric), Yes / no
Mechanism
Encoder classifier
Backbone
—
Jev-compatible request
No
Runs on CPU
Yes
License
cc-by-nc-sa-4.0
Hugging Face
ayokalabs/ledger-invariant-10m

Compare ledger-invariant-10m with…

ledger-invariant-10m vs amos-1-large—/1M inledger-invariant-10m vs amos-1-medium—/1M inledger-invariant-10m vs Celeris-1 Decision$0.04/1M inledger-invariant-10m vs ScaleDown Classify-1$0.04/1M inledger-invariant-10m vs Cloudflare clef—/1M inledger-invariant-10m vs Cloudflare clef-flash—/1M in

FAQ

How much does ledger-invariant-10m cost?

ledger-invariant-10m has no hosted price listed; its weights are open, so the cost is the compute you run it on.

What questions can ledger-invariant-10m answer?

ledger-invariant-10m answers choice (one of n options), score (ordered rubric), yes / no questions, returning a probability for each allowed answer.

Is ledger-invariant-10m well calibrated?

No calibration measurement for ledger-invariant-10m is recorded yet.

Is ledger-invariant-10m open weight, and can it run on a CPU?

Yes, ledger-invariant-10m has open weights. It is small enough to run on a CPU.

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.