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snap

Rust decision engine that reads answer-letter logits from existing GGUF models in one batched pass; local, deterministic and Jev wire-compatible, with benchmarks against Ollama and OpenAI.

github.com/emnlmn/snapActive

Release v0.6.2 and last push 2026-10-08. (checked 2026-10-25)

In The Jev ecosystem

Where it stands apart

What it shares with most of the community

Nearest neighbors

Every answer

QuestionAnswerSource
Is it actively maintained?active
Borderline: 17 days since the last push.
source
2026-10-25
How is the main thing licensed?permissive open source (MIT/Apache/BSD)
MIT
source
2026-10-25
How is it mainly sustained?individual side project, no revenue
Personal repo, MIT, no funding.
source
2026-10-26
Can it run entirely on your own device or infrastructure, without the maker's servers?yessource
2026-10-25
Do you need an account to use it?no account
README: no API key, no telemetry, local Rust binary.
source
2026-10-26
Who is it for?developerssource
2026-10-25
Which shared standard or format does it mainly build on?TypeSafe's System One API (state + typed questions, /v1/systemone)
'Speaks the TypeSafe/Jev wire format.'
source
2026-10-26
Which models answer its questions? Pick the first that applies.other models, not Jev (open, local, or LLMs)source
2026-10-25
What is the main thing it ships?stands apart a runtime, server, proxy, or desktop app for running modelssource
2026-10-25
Which question types does it handle?Jev's three: noul, choice, scoresource
2026-10-25
Does it check whether its probabilities can be trusted? Pick the first that applies.yes, it publishes calibration metrics (ECE, Brier, or similar)
Brier and ECE tables; models load only with a calibration file.
source
2026-10-25
Where do the decisions run by default?on your own hardware (CPU, Mac, or GPU)source
2026-10-25
Does it train on Jev's outputs? (TypeSafe's customer agreement forbids using output to distill or build competing models.)it doesn't train models
Uses existing models; fits calibration only.
source
2026-10-25
Can you use it without a TypeSafe account?yes, no TypeSafe account involvedsource
2026-10-25
Are its answers typed values rather than generated text? (identity question)yes, typed answers onlysource
2026-10-25
Does it publish head-to-head numbers against Jev?stands apart benchmarks, but not against Jev
Compares to Ollama and OpenAI on the same prompts.
source
2026-10-25

Sources

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