jev-ultralightspeed

What Jev does in jev-ultralightspeed

The project describes itself this way: Packs many items into one Jev request for bulk classification. If any item in a pack comes back unanswered it raises and names the item rather than returning a partial result. 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.

Topics

• batching
• classification
• http2
• jev
• llm
• memes
• speed
• speed-test
• throughput
• typesafe

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. FastJevchengyongru/fastjevLocal runtime: self-hosted Python SDK and System One-compatible API for runtime-defined `Choice`, `Boolean`, and `Score` decisions on pinned open models across Torch, vLLM, MLX, llama.cpp, and WebGPU, with committed row-level benchmarks and checksums.★ 12
   Python
2. Jev vs. MLQuicqDev/Jev-vs-MLCompares a typed decision model with classical classification pipelines across eight datasets, with a published protocol and an interactive report.★ 13
   Jupyter Notebook
3. discerndoeixd/discernTypeScript ecosystem: Effect library where a Jev `Choice`, `Noul` or `Score` answer becomes a typed branch under caller-supplied thresholds, anything below them takes an `Uncertain` case the compiler forces you to handle, and procedure routing skips the model call entirely when deterministic predicates leave one candidate.★ 11
   TypeScript
4. Jev Directoryeveryai-com/jev-directoryRunnable evals and community builds, also served to agents as an MCP server and an `llms.txt` index.★ 13
   HTML
5. jev-rerankerhotchpotch/jev-rerankerRetrieval and RAG: uses Jev Noul judgments to assess retrieved documents for relevance and usefulness as answer evidence, then sorts results and optionally filters them using a configurable threshold.★ 13
   Python
6. Jev Tetristrungdq88/jev-tetrisTwo models play Tetris on a shared seeded piece sequence under the same clock; a piece that lands before the answer arrives locks where it fell. No licence file.★ 13
   JavaScript

See all 156 Community additions projects →

Where we found it

• MrJev/awesome-jev