Up to date
surogate Apache 2.0 out 34 days ago
25.8B parameters, 4B active, text in, labels out.
Verified 2026-10-25 Rank #0 in Decision models · score 0 method v1 Sources 3 Downloads 30d 7.2k · #526 of 619 tracked
Picked by rule from 1 tracked piece: the lab's own post, the most shared, a field report, the latest.
Rune, a native graphical IDE built in Go, is now open source under the GPLv3.
Hugging Face does not say who downloads a model or with what. These are the proxies: API providers listing it, quantized builds, fine-tunes/adapters/merges, and Spaces that load it.
No API provider serves it, so its downloads are people running it themselves: 8 quantized builds and 5 Spaces.
Top Spaces running it: multimodalart/jev-decision-index ♥ 802
Weights only, an estimate: leave room for the KV cache. Method
About 16 GB at INT4, 31 GB at FP8, 62 GB at BF16: weights only, so leave room for the KV cache.
Estimate params × bytes per param × 1.2 · how we estimate
Weights, every dated article, and repo commits on one rail.
Teal is the weights (2026-09-21), amber triangles are 1 dated article (each links to it).
8 derivatives on the Hub. Which build to run, by runtime: the most downloaded in each class.
From the Hugging Face model tree; quantized builds in teal, fine-tunes, merges and adapters in greys.
Everything else, folded: the full tables, every source.
Labels are evidence, not verdicts: measured a third-party leaderboard row for this model; author-reported a number the model author published in the card or eval files; structural a deterministic signal from the name, config or chat template, or a decision-model estimate. Each chip links to its source. All use cases.
Listed in Decision models
| Pipeline tag | text-classification |
|---|---|
| Library | transformers |
| Architectures | Gemma4ForConditionalGeneration |
| Model type | gemma4 |
| Params by dtype | BF16: 25,805,936,206 |
| Size band | L |
| MoE | no |
| Gated | auto |
| License | Apache 2.0 (apache-2.0) |
| Hub snapshot | 2026-10-25 |
vLLM: supported · Gemma4ForConditionalGeneration · 7050ef881ff0835f6890a47db1859a24c65481d6SGLang: supported · Gemma4ForConditionalGeneration · 773cb938fe9484a8f7e7e46fb1b1fe96412c59ed
vLLM registry (7050ef881ff0835f6890a47db1859a24c65481d6) · SGLang registry (773cb938fe9484a8f7e7e46fb1b1fe96412c59ed) · Matched by architecture class name against each project's registry on main; 'supported' means the architecture is registered, not that this checkpoint was tested.
Weights-only memory for rune-26b-a4b-GGUF: params × bytes/param × 1.2 overhead. KV cache and activations are extra. How this is computed.
| BF16 (2 bytes/param) | 62 GB · Single high-end GPU (<80 GB) |
|---|---|
| FP8 (1 byte/param) | 31 GB · Single high-end GPU (<80 GB) |
| INT4 (0.5 bytes/param) | 16 GB · Single GPU (<24 GB) |
Weights only (params × bytes/param × 1.2 overhead); KV cache and activations extra.
| How it was made | full fine-tune (whole weights published) |
|---|---|
| Lineage bucket | F - fine-tune of an open model (public/synthetic data) |
| Lineage evidence | board file inspection (adapter/head/weight files) + HF base_model field |
| Base model | google/gemma-4-26B-A4B-it |
| DI 0.2.1 score | 57.44 (independent (DI 0.2.1 board) ; author-submitted run adopted after maintainer check) |
| ECE (board) | 0.1196 |
| Median latency | 120.5 ms (DI board, 1x RTX PRO 6000, single process) |
| Hosted price (input) | self-hosted/M |
| Source | https://huggingface.co/surogate/rune-26b-a4b-GGUF |
Base model: google/gemma-4-26B-A4B-it
quantized: 8
| Variant | Relation | Quant | Params | Band | License | Author | Likes | Downloads |
|---|---|---|---|---|---|---|---|---|
| Livesport/rune-26b-a4b-v3-GGUF | quantized | GGUF | — | — | apache-2.0 | Livesport | 2 | 3.9k |
| owao/surogate-rune-26b-a4b-GGUF | quantized | GGUF | — | — | — | owao | 1 | 3.5k |
| RepublicOfKorokke/rune-26b-a4b-GGUF-oQ4e-fp16 | quantized | GGUF | 25.8B | L | — | RepublicOfKorokke | 0 | 37 |
| RepublicOfKorokke/rune-26b-a4b-GGUF-oQ4e | quantized | GGUF | 25.8B | L | — | RepublicOfKorokke | 0 | 32 |
| RepublicOfKorokke/rune-26b-a4b-GGUF-oQ4e-text | quantized | GGUF | 25.2B | L | — | RepublicOfKorokke | 0 | 30 |
| RepublicOfKorokke/rune-26b-a4b-GGUF-oQ3e-fp16 | quantized | GGUF | 25.8B | L | — | RepublicOfKorokke | 0 | 26 |
| RepublicOfKorokke/rune-26b-a4b-GGUF-oQ4e-text-fp16 | quantized | GGUF | 25.2B | L | — | RepublicOfKorokke | 0 | 25 |
| RepublicOfKorokke/rune-26b-a4b-GGUF-oQ3e | quantized | GGUF | 25.8B | L | — | RepublicOfKorokke | 0 | 21 |
Ranked by source signals (HN, Lobsters, authority domains, official posts) and recency. Summaries are generated from a stored copy of the article text; every sentence cites a span of that text, and nothing is shown that failed the citation check.
Hub snapshot: 2026-10-25 · HF API: 2026-10-24 21:43 UTC · Providers: 2026-10-24 21:44 UTC · Articles: 2026-10-24 21:46 UTC · Summary: 2026-10-07 15:18 UTC · Last verified 2026-10-25
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