Gjusev /

mk-sh-v

MK-SH-V: a 260M visual decision model. Calibrated probabilities, a choice, and a refusal below a validated gate, over document pages and…

A new way for AI to search for data
View on GitHub
5GitHub stars

Python

What XERJ indexed

Snapshot

Whole repository

The whole repository at commit e48f63200d (2026-10-22).

Selected work

gj0xv
@Gjusev

“Demo case set: twelve verified train-split cases in two groups (eight…”. 5 files, 548 lines in demo, assets, scripts.

Licence

The repository

Apache-2.0

Checked by a person at the pinned commit.

The XERJ corpus

Apache-2.0, with credit

The author agreed by email on 2026-10-23. Same terms as the repository. Answers name the repo, the commit and the file:line.

in licence reviewnot in the hub yetsuggested use: adapt with attribution

abstentioncalibrationdecision-modeldocument-understandinggui-agentsselective-prediction

Example questions

The prompt

Paste it into your AI agent. It clones Gjusev/mk-sh-v at the pinned commit and indexes it on your machine.

Search the GitHub repository Gjusev/mk-sh-v with XERJ (https://hub.xerj.org/corpus/gjusev--mk-sh-v).
Run these in a shell, in order, and check each result before the next:
1. xerj --help  (success: it prints usage). If xerj is missing: curl -fsSL https://xerj.org/get | sh
2. git clone https://github.com/Gjusev/mk-sh-v mk-sh-v && git -C mk-sh-v checkout e48f63200d822276e06cb8687e9889dd79399b25
3. Start a local node and leave it running: xerj --insecure --data-dir ./xerj-data
4. xerj autoindex ./mk-sh-v --url http://127.0.0.1:9200 --prefix mk-sh-v --progress plain
5. xerj autoindex map --url http://127.0.0.1:9200
Then answer my question from the indexed files and cite the ax_path of every hit. Query syntax: https://xerj.org/llms.txt
Licence: Apache-2.0. Keep the copyright notice and credit the authors.

Related

gj0xvWeb and frontend platform corporaNandhaKishorM/layaamyrmahdy/decimaDeepAleph/jevreel

Selected work and consent: the XERJ registry.