Kev: Tiny Jev-like family of decision models built on top of Qwen3.5

Automated excerpt

You'll need Python 3. 12+ and uv. git clone https://github. com/jaredpalmer/kev. git && cd kev KEV_DTYPE=bf16 uv run --extra serve python -m kev. serve --run jaredpalmer/kev-4b --port 8009 This starts Kev-4B locally. Use uv run python -m kev. train --help for all training options. Large training files are downloaded from the Hub mirror and checked against those hashes. uv run python -m kev. benchmark --run jaredpalmer/kev-4b --suite evals/v4/transfer-v4 --out runs/my-eval # out of domain uv run python -m kev. benchmark --run jaredpalmer/kev-4b --suite evals/v9/transfer-v9 --out runs/my-eval-v9 # + MMLU-Pro, buried states, unknowable items uv run python -m kev.

Selected automatically from source text; not independently written or fact-checked. Read the original for full context.