Luce

What Jev does in Luce

The project describes itself this way: Open recipe: describe the decision task in a sentence, an LLM teacher writes the training data, a LoRA + decision head on Qwen3-4B-Base answers choice/score/boolean questions with calibrated probabilities in one forward pass; trains on a 12 GB card. Reports accuracy and ECE next to Jev on identical test items (rule-generated tickets 91.1 vs 75.1, phishing 97.4 vs 62.6, GitHub issue priority 41.1 vs 37.5); browser replay demo without a GPU. In the Community additions category, Jev typically decides a single well-defined judgment, such as a label, a score or a yes/no check.

Verification

Verified. We confirmed this repository and its Jev relevance through the GitHub API and the source lists below. A specific file link has not been recorded yet.

How Community additions projects use Jev

Projects added from community lists and direct submissions. Many are small, single-purpose experiments, which makes them some of the easiest places to see how a Jev question is framed in real code.

Related Jev projects in Community additions

1. Visual-JEVjiangxiluning/Visual-JevA visual Jev—a native multimodal Jev based on Qwen3.5-4B—that supports direct image input without requiring modality conversion.★ 7
   Python
2. BrowserClawGoldenLoaf24h/browserclawBrowser automation: Zero-lock, session-preserving Chrome MCP server that couples a local Jev System One semantic micro-loop (`chrome_act_toward_goal`) with an 85%+ pruned DOM tree (Shadow DOM & iframe pierced), dispatching native CDP events (`isTrusted: true`) on active logged-in sessions without focus theft.★ 6
   TypeScript
3. Spike: Jev as a judgement layer to cut model costopen-orcha/orchaIssue: a multi-agent orchestration platform plans to move judgment out of its model-of-thought and onto Jev, framed as cutting cost while holding quality.★ 6
   Python
4. hearth-jev-rental-searchNancy-Chauhan/hearth-jev-rental-searchHousing search: autonomous multi-source rental search where Jev decides which listings match the criteria.★ 9
   JavaScript
5. rotomRyanKung/rotomLocal gateways: OpenAI- and Anthropic-compatible API gateway that carries Jev through its model catalog and evaluation path.★ 5
   Rust
6. jev-goStumble/jev-goGo ecosystem: community Go SDK for Jev.★ 5
   Go

See all 156 Community additions projects →

Where we found it

• yibie/awesome-jev