Skip to page content
SAVRN
Search Plan a project

Independent publisher

Atula Tejaswi

atutej

Models in Library2
Datasets in Library0
Models on Hugging Face14
Followers1

Compare the published evidence

This profile connects the 2 model and dataset records shown below to their upstream cards and sources. The library counts describe SAVRN's coverage, rather than this publisher's entire output.

Compare model specifications, source dates, and hardware estimates on the individual records. Publisher identity verification is separate from a model's quality, deployment readiness, or suitability for your work.

Models

A DSpark speculative-decoding drafter (block size 8, 3 layers, reduced draft vocabulary 32000) for the target model open-athena/Grug-67B-A2B-Datakit-SFT-262K-2026.09.21. Trained with the speculators library (fork atutej/speculators, branch grug-dspark-gate); run name dsparkgrug-67b-a2b-datakit-sftdatakit-sft-mixtargetgen. targetgen drafter (target-generated): trained on the target's own replies. 270,000 Datakit conversations (4.2% of the train split, sampled uniformly with seed 0 from the dataset in trainingdatamanifest.json) were regenerated turn by turn by the target in vLLM at T=1 (up to 32,768 new tokens per turn; original tool outputs and later user turns kept as context), giving…

Open weights 280M parameters

A DSpark speculative-decoding drafter (block size 8, 3 layers, reduced draft vocabulary 32000) for the target model open-athena/Grug-67B-A2B-Datakit-SFT-262K-2026.09.21. Trained with the speculators library (fork atutej/speculators, branch grug-dspark-gate); run name dsparkgrug-67b-a2b-datakit-sftdatakit-sft-mixitw. itw drafter (in-the-wild text): trained on the gold replies of the Datakit SFT mix, the data the target was fine-tuned on, as written and with no regeneration. This is a mid-run checkpoint at step 80,813 (21% of one epoch of 382,747 steps, about 9.7B tokens, 12 h on 2 GB200 nodes); training was stopped by a time limit before the learning rate had decayed. The trainer's…

Open weights 280M parameters