Skip to content

Typed Decision Bert

Local HTTP server aiming at Jev API shape using a BERT-family encoder, working with the official SDK by swapping base URL and key while stating it is not Jev-compatible yet.

Stars
33
Language
Python
License
MIT
Published by
Community
Author
hawkymisc
Last verified
Oct 2026

Unofficial PoC: a BERT-style encoder decision engine behind a typed-decision (noul / choice / score) HTTP API. Not affiliated with TypeSafe.

Forks
1
Last pushed
Updated Sep 2026

Repo stats from the GitHub API, cached Oct 2026.

Highlights

  • Accepts and returns the same JSON shape as the typed decision endpoint for yes/no, choice, and score.
  • Official SDK client works by changing connection target and key, with socket-tested error and id handling.
  • Enforces structural and numeric invariants independently of model accuracy, failing loudly on violations.
  • Documents compatible, inferred, unverified, and intentionally divergent behaviors with workarounds.

Watch out

PoC-stage work with an uncalibrated interim backend that was never compared against the real Jev server; documented thresholds from Jev must not be ported over. Copy reviewed against the repository README on 2026-10-04, not from running it.

Questions about this entry

Short answers drawn from the linked project or page.

More Jev resources like this

Open 150M encoder that reproduces the typed noul, choice, and score interface in one forward pass, trainable on a free GPU and runnable locally for nothing.
Jev Demos & Experiments#community#jevbest#catalog-import
38GitHub stars
Research recipe that fuses two frozen open readers into Jev-style yes/no judgments with a fit-free router, confidence gate, and candidate sets.
Jev Demos & Experiments#community#jevbest#catalog-import
36GitHub stars
Small decision model that returns per-answer probabilities for yes/no, 2-255 choices, or 2-10 level scores in one prefill over the SystemOne format.
Jev Demos & Experiments#community#jevbest#catalog-import
14GitHub stars
Local Jev-compatible decision server for Macs that reads answer probabilities from Qwen next-token logits in one forward pass, with no text generation or JSON parsing.
Jev Demos & Experiments#community#jevbest#catalog-import
16GitHub stars
Local Qwen3.5 decision models in 0.8B and 2B sizes with fitted temperatures, systemone-shaped server, playground, guard, MCP tools, and eval harness.
Jev Demos & Experiments#community#jevbest#catalog-import
14GitHub stars
Open-weight multimodal judgment engine served over HTTP with a Jev-style POST /v1/systemone endpoint, answering choice, noul, and score questions from text or text plus screenshots on a local GPU.
Jev Demos & Experiments#community#jevbest#catalog-import

From the Jev guides

Original write-ups on what this entry is for.

A game tick is a state plus a legal action list. How Clash Royale, Minecraft, and the earlier Mario, Pokémon, StarCraft, and drone loops ask Jev one step at a time.
Jev Demos & Experiments#gaming#agents#control
Read article
Back to all resources

From the Jev community

Posts from builders shipping with Jev right now.

Follow @typesafeai