KAT-Coder V2.5 Dev OptiQ 4-bit REAP-18B (optiq serve / mlx-lm, Mac mini)

Metrics

Checklist score

– / 100

Design (rubric, 0–5)

–

Stop reason

crash

Model time

4mins (wall)

Tool time (wall minus model)

–

Wall time

4mins

Tool calls

0

Tool errors

0

Errors by type

–

Loop-guard events

0

Tokens in / out

– / –

Thinking tokens

–

Decode / prefill tok/s

– / –

Prefix reuse

–

Peak VRAM (GPU / engine)

11,645 / 0 MiB

Peak engine RAM

0 MiB

Engine

mlx

Model

KAT-Coder V2.5 Dev OptiQ 4-bit REAP-18B (optiq serve / mlx-lm, Mac mini) (default_model)

Settings

{"thinking": "medium", "reasoning_budget_tokens": 3072, "max_tokens": 24576, "sampling": "KAT card thinking preset (t 1.0, top_p 0.95, top_k 20, presence_penalty 1.5; presence 1.5 disputed)", "sampling_keys": {"temperature": 1.0, "top_p": 0.95, "top_k": 20, "presence_penalty": 1.5}, "loaded": "optiq serve 0.5.19 (mlx-lm 0.32.0) with the repo kv_config.json, LM Studio models unloaded", "research": "research/2026-10-08-model-kat-coder.md", "request_timeout_s": 1800}

Node

Mac mini M4

Prompt

v2

Started

2026-10-09T01:12:43Z

Feature scores