MODEL PROFILE

rune-26b-a4b-v3-GGUF

Livesport · rune-26b-a4b-v3-GGUF

llama.cpp builds of **Rune 26B-A4B v3**, the decision model by Invergent. Each file is measured against the original bf16 weights. Livesport serves **IQ3_S-dyn** in production on **2× Quadro RTX 4000 8 GB** behind a Jev/SystemOne-compatible `/v1/systemone` API. Rune does not generate text. Given a *state* and a question with a set of options, it returns a probability for every option, read from the logits of the option letters at the first generated position. The upstream card describes the model, its training protocol and its Decision Index results. This card covers only what is specific to these quantizations. **Text only:** the files contain the language model, without Gemma 4's vision tower, so image states are not supported. The first version of this repository (one IQ3_M in three shards, KL 0.0450) is at revision `4990396`. IQ3_S-dyn replaces it: 1.2 GB larger, with half the KL against bf16.

Text analysislicense:apache-2.0
Context windowNot disclosed
Input → OutputText → Text
Model weightsNot verified
Profile updated2026/10/30 22:39:04
OVERVIEW

Model overview

llama.cpp builds of **Rune 26B-A4B v3**, the decision model by Invergent. Each file is measured against the original bf16 weights. Livesport serves **IQ3_S-dyn** in production on **2× Quadro RTX 4000 8 GB** behind a Jev/SystemOne-compatible `/v1/systemone` API. Rune does not generate text. Given a *state* and a question with a set of options, it returns a probability for every option, read from the logits of the option letters at the first generated position. The upstream card describes the model, its training protocol and its Decision Index results. This card covers only what is specific to these quantizations. **Text only:** the files contain the language model, without Gemma 4's vision tower, so image states are not supported. The first version of this repository (one IQ3_M in three shards, KL 0.0450) is at revision `4990396`. IQ3_S-dyn replaces it: 1.2 GB larger, with half the KL against bf16.

Key features

特点摘要待依据来源补齐,不凭模型名称推断能力。

Limitations & considerations

Sources are insufficient to establish specific limitations. Verify task performance, latency, data policies, licensing and version lifecycle.

PRICING & COST

Source prices & cost analysis

Prices vary by channel, region and configuration. Channel quotes are listed independently and are not treated as a single official provider price.

Source / channelInputOutputBilling unitCollected at
No verified prices yet. Check the source channel.

Estimate monthly base token costs

—

Estimates exclude cache discounts, tiered pricing, multimodal surcharges, web search, taxes and additional reasoning output.

INDEPENDENT BENCHMARKS

Public benchmarks & run configuration

暂无已采集的可核验公开评分。模型未上榜不代表能力较低。

View full indexed rankings →

Frequently asked questions

Do open weights permit free commercial use?

Not necessarily. Check the version license, commercial conditions and usage policies. Self-hosting incurs compute and maintenance costs.

Are these real-time billing prices?

These are timestamped source snapshots, not live billing prices. Check the channel for current versions, regions, discounts and billing methods.

Sources & traceability

许可证:apache-2.0。模型介绍与第三方评测均以原来源的具体版本和方法为准。