Jev glossary
PatternsLogit scoring
Logit readout
Reading the next-token probability of each declared label, then renormalising, so no answer text is generated.
- Category
- Patterns
- Also known as
- Logit scoring
- Reading time
- 1 min
- Related terms
- 4
- Directory entries
- 8
- Docs
- Not listed
- Added
- 2026-09-28
Definition
Lichen, verdict, and Rizzo Flow all answer by scoring label tokens in one forward pass. Lichen lists options twice in rotated order and shrinks confidence when the two readings disagree. Verdict keeps the probability mass that landed on the labels before renormalising, because a tiny mass can still rank options after it is scaled to 1.
The mechanism is not Jev's. These projects say so. Output tokens in their sample responses are zero. Accuracy and calibration still depend on the GGUF you loaded and on any temperature or shrink you fitted.
Tagspatternsopen-models
Related terms
Definitions that connect to this one.
Local decision serverA process on your machine that answers typed questions from local weights, so the state does not leave the host.EcosystemWire-compatible endpointA local server that accepts POST /v1/systemone and returns Choice, Score, or Noul answers in the documented JSON shape.EcosystemProbability distributionThe floats summing to 1 across your options or levels that every Choice and Score answer returns under probabilities.Answers & ConfidenceGeneration limitationJev is not trained to generate text; forcing it by chaining choices is slow and unreliable, so extraction becomes a Choice instead.Evaluation & Training
From the Jev directory
Directory entries that go deeper on this term.
A local /v1/systemone server that reads label probabilities from a GGUF chat model, with prompt repetition and a confidence shrink toward uniform.
Jev Models & Reimplementations#community#python#open-models
Community
Mushroom-Systems/lichenPython
Mushroom-Systems/lichenPythonA Python server in front of llama-server that reads one-token label probabilities and exposes them as POST /v1/systemone.
Jev Models & Reimplementations#community#python#open-models
Community
khimaros/verdictPython
khimaros/verdictPythonA local server that reads next-token probabilities from a fine-tuned Spark model and returns Choice, Score, and Noul answers with zero generated tokens.
Jev Models & Reimplementations#community#python#open-models
Community
Rizzo-AI-Academy/rizzo-flowPython
Rizzo-AI-Academy/rizzo-flowPythonA pi coding-agent extension that ranks long-term memory files against the current context with a yes/no classifier read from native token logits. It triggers on cold start, post-compaction and an on-demand tool, and offers a prior, not a verdict.
Jev Integrations & Adapters#community#github#python
A CPU port of SemIf with a web UI: JEV-CPU loads Qwen3-0.6B in float32 and reads a decision from its option logits in about a second, across eight domains from support to incident severity, with no GPU.
Jev Models & Reimplementations#community#catalog-import#madewithjev
Community
A training-free runtime that turns dense Qwen3 or Qwen3.5 checkpoints into a Jev-style Noul, Choice and Score service, sharing one state prefill across isolated questions and reading each answer from candidate-token logits.
Jev Models & Reimplementations#community#qwen#local-inference
Community
HopLee6/QwevPython
HopLee6/QwevPython2 more matching entries in the full directory.
From the Jev AI model community
Posts from builders shipping with Jev right now.