Writing model ranking based on pairwise results
Rank	Model	AI judge score	Human score
1	Claude Opus 5 💡	90.4	—
2	Claude Fable 5 High 💡	90.3	—
3	Kimi K3 💡	84.9	—
5	GPT-5.6 Sol 💡	83.7	—
6	Claude Sonnet 5 💡	77.2	—
7	MiniMax M3 💡	72.7	—
8	GLM 5.2 💡	62.2	—
9	Gemini 3.6 Flash 💡	60.8	—
10	GPT-5.6 Terra 💡	58.6	—
11	DeepSeek V4 Pro 💡	55.0	—
12	Qwen3.7 Max 💡	54.2	—
13	Qwen3.6 27B Q4_K_M 💡 🏠	50.0	—
14	GPT-5.6 Luna 💡	48.9	—
15	Qwen3.7 Plus 💡	47.1	—
16	Qwen3.6 27B Q8_0 💡 🏠	45.8	—
17	Gemma 4 31B QAT (non-reasoning) 🏠	45.1	—
18	Qwen3.6 35B A3B Q8_0 💡 🏠	44.7	—
19	MiMo V2.5 Pro 💡	44.3	—
20	DeepSeek V4 Flash 💡	43.9	—
21	Gemma 4 31B Q8_0 💡 🏠	42.8	—
22	Gemma 4 31B QAT 💡 🏠	42.3	—
23	Qwen3.6 35B A3B Q4_K_M 💡 🏠	41.3	—
24	Gemma 4 12B QAT 💡 🏠	39.0	—
25	Gemma 4 26B A4B QAT 💡 🏠	38.2	—
26	Gemma 4 26B A4B Q8_0 💡 🏠	37.7	—
27	Gemma 4 12B Q8_0 (non-reasoning) 🏠	35.6	—
28	Gemma 4 12B Q8_0 💡 🏠	35.5	—
29	MiMo V2.5 💡	33.8	—
30	Mistral Medium 3.5 128B (non-reasoning) 🏠	27.7	—
32	Qwen3.6 27B Q8_0 (non-reasoning) 🏠	26.8	—
33	Qwen3.6 35B A3B Q8_0 (non-reasoning) 🏠	19.6	—
34	Nemotron 3 Super 120B A12B Q4_K_M 💡 🏠	18.4	—
35	Nemotron 3 Nano Omni 30B A3B Q4_K_M 💡 🏠	11.6	—

Method: regularized Bradley–Terry model. The AI-judge score determines rank; the human score is independent and remains secondary until more community votes are available. A score of 50 means an estimated one-in-two chance of beating the average model in this language and category.

Direct duel results

Each cell shows the share of available points earned by the row model against the column model: a win is worth 100%, a tie 50%, and a loss 0%. This result matrix uses only the compatible evaluation protocols included in the main ranking.

💡 marks a model with reasoning, ↯ one without reasoning. 🏠 marks a model run locally on the site author’s computer.

View as a data table

Points earned in direct duels by model pair
Model	Claude Opus 5 💡	Claude Fable 5 High 💡	Kimi K3 💡	GPT-5.6 Sol 💡	Claude Sonnet 5 💡	MiniMax M3 💡	GLM 5.2 💡	Gemini 3.6 Flash 💡	GPT-5.6 Terra 💡	DeepSeek V4 Pro 💡	Qwen3.7 Max 💡	Qwen3.6 27B Q4_K_M 💡 🏠	GPT-5.6 Luna 💡	Qwen3.7 Plus 💡	Qwen3.6 27B Q8_0 💡 🏠	Gemma 4 31B QAT ↯ 🏠	Qwen3.6 35B A3B Q8_0 💡 🏠	MiMo V2.5 Pro 💡	DeepSeek V4 Flash 💡	Gemma 4 31B Q8_0 💡 🏠	Gemma 4 31B QAT 💡 🏠	Qwen3.6 35B A3B Q4_K_M 💡 🏠	Gemma 4 12B QAT 💡 🏠	Gemma 4 26B A4B QAT 💡 🏠	Gemma 4 26B A4B Q8_0 💡 🏠	Gemma 4 12B Q8_0 ↯ 🏠	Gemma 4 12B Q8_0 💡 🏠	MiMo V2.5 💡	Mistral Medium 3.5 128B ↯ 🏠	Qwen3.6 27B Q8_0 ↯ 🏠	Qwen3.6 35B A3B Q8_0 ↯ 🏠	Nemotron 3 Super 120B A12B Q4_K_M 💡 🏠	Nemotron 3 Nano Omni 30B A3B Q4_K_M 💡 🏠
Claude Opus 5 💡	—	65.0%	100.0%	50.0%	57.1%	66.7%	83.3%	85.7%	100.0%	83.3%	83.3%	83.3%	85.7%	83.3%	66.7%	75.0%	66.7%	83.3%	83.3%	100.0%	100.0%	83.3%	83.3%	100.0%	66.7%	75.0%	100.0%	100.0%	100.0%	100.0%	100.0%	80.0%	80.0%
Claude Fable 5 High 💡	35.0%	—	56.0%	85.7%	71.4%	90.0%	94.9%	64.3%	91.0%	96.9%	92.9%	91.1%	89.0%	98.0%	95.8%	88.0%	91.6%	94.9%	98.0%	94.9%	94.3%	92.5%	87.3%	93.4%	95.3%	90.7%	92.0%	100.0%	91.9%	96.3%	95.4%	100.0%	100.0%
Kimi K3 💡	0.0%	44.0%	—	66.7%	42.9%	66.7%	83.3%	71.4%	66.7%	100.0%	83.3%	100.0%	85.7%	83.3%	100.0%	75.0%	100.0%	100.0%	83.3%	66.7%	66.7%	100.0%	91.7%	100.0%	100.0%	75.0%	100.0%	100.0%	100.0%	100.0%	100.0%	100.0%	100.0%
GPT-5.6 Sol 💡	50.0%	14.3%	33.3%	—	42.9%	74.2%	82.3%	92.9%	100.0%	69.4%	82.3%	88.5%	83.3%	91.7%	90.0%	83.3%	90.0%	90.3%	87.1%	85.9%	88.5%	93.3%	85.4%	79.0%	95.7%	100.0%	90.0%	96.8%	95.5%	100.0%	75.0%	100.0%	100.0%
Claude Sonnet 5 💡	42.9%	28.6%	57.1%	57.1%	—	78.6%	57.1%	57.1%	71.4%	57.1%	57.1%	71.4%	71.4%	85.7%	83.3%	75.0%	100.0%	85.7%	78.6%	57.1%	100.0%	100.0%	57.1%	100.0%	85.7%	75.0%	66.7%	85.7%	100.0%	75.0%	100.0%	100.0%	100.0%
MiniMax M3 💡	33.3%	10.0%	33.3%	25.8%	21.4%	—	69.2%	50.0%	50.0%	61.3%	57.7%	93.3%	100.0%	84.6%	80.0%	100.0%	77.8%	69.2%	72.6%	94.7%	93.3%	86.7%	100.0%	83.3%	100.0%	66.7%	80.0%	84.6%	83.3%	83.3%	100.0%	100.0%	100.0%
GLM 5.2 💡	16.7%	5.1%	16.7%	17.7%	42.9%	30.8%	—	71.4%	83.3%	61.7%	50.0%	72.7%	83.3%	47.5%	66.7%	100.0%	55.6%	61.9%	73.3%	88.5%	80.0%	45.5%	66.7%	92.3%	95.0%	100.0%	66.7%	59.5%	80.0%	100.0%	100.0%	100.0%	80.0%
Gemini 3.6 Flash 💡	14.3%	35.7%	28.6%	7.1%	42.9%	50.0%	28.6%	—	57.1%	71.4%	57.1%	42.9%	50.0%	71.4%	66.7%	100.0%	33.3%	71.4%	57.1%	28.6%	66.7%	71.4%	78.6%	100.0%	57.1%	100.0%	66.7%	71.4%	92.9%	75.0%	100.0%	80.0%	80.0%
GPT-5.6 Terra 💡	0.0%	9.0%	33.3%	0.0%	28.6%	50.0%	16.7%	42.9%	—	33.3%	50.0%	58.3%	41.7%	75.0%	75.0%	50.0%	100.0%	58.3%	50.0%	25.0%	100.0%	83.3%	100.0%	83.3%	66.7%	75.0%	100.0%	75.0%	91.7%	50.0%	100.0%	100.0%	100.0%
DeepSeek V4 Pro 💡	16.7%	3.1%	0.0%	30.6%	42.9%	38.7%	38.3%	28.6%	66.7%	—	60.0%	63.6%	66.7%	61.7%	100.0%	66.7%	66.7%	61.7%	61.7%	53.8%	85.0%	72.7%	68.3%	73.1%	56.7%	54.8%	60.0%	73.3%	80.0%	50.0%	66.7%	60.0%	40.0%
Qwen3.7 Max 💡	16.7%	7.1%	16.7%	17.7%	42.9%	42.3%	50.0%	42.9%	50.0%	40.0%	—	45.5%	66.7%	57.1%	44.4%	50.0%	62.5%	54.8%	66.7%	82.1%	55.0%	18.2%	77.8%	69.2%	70.0%	66.7%	66.7%	72.5%	70.0%	66.7%	100.0%	100.0%	100.0%
Qwen3.6 27B Q4_K_M 💡 🏠	16.7%	8.9%	0.0%	11.5%	28.6%	6.7%	27.3%	57.1%	41.7%	36.4%	54.5%	—	25.0%	68.2%	55.0%	33.3%	70.0%	63.6%	66.7%	57.1%	55.0%	58.8%	71.4%	52.0%	60.0%	50.0%	72.2%	81.8%	71.4%	83.3%	100.0%	100.0%	80.0%
GPT-5.6 Luna 💡	14.3%	11.0%	14.3%	16.7%	28.6%	0.0%	16.7%	50.0%	58.3%	33.3%	33.3%	75.0%	—	58.3%	66.7%	50.0%	33.3%	50.0%	33.3%	16.7%	66.7%	100.0%	66.7%	66.7%	66.7%	50.0%	66.7%	41.7%	83.3%	75.0%	75.0%	100.0%	100.0%
Qwen3.7 Plus 💡	16.7%	2.0%	16.7%	8.3%	14.3%	15.4%	52.5%	28.6%	25.0%	38.3%	42.9%	31.8%	41.7%	—	55.6%	50.0%	38.9%	59.5%	41.7%	84.6%	50.0%	27.3%	66.7%	84.6%	50.0%	83.3%	66.7%	77.5%	80.0%	83.3%	83.3%	80.0%	100.0%
Qwen3.6 27B Q8_0 💡 🏠	33.3%	4.2%	0.0%	10.0%	16.7%	20.0%	33.3%	33.3%	25.0%	0.0%	55.6%	45.0%	33.3%	44.4%	—	50.0%	61.1%	33.3%	56.7%	77.8%	55.6%	55.6%	75.0%	66.7%	100.0%	80.0%	83.3%	55.6%	50.0%	70.0%	80.0%	50.0%	100.0%
Gemma 4 31B QAT ↯ 🏠	25.0%	12.0%	25.0%	16.7%	25.0%	0.0%	0.0%	0.0%	50.0%	33.3%	50.0%	66.7%	50.0%	50.0%	50.0%	—	50.0%	33.3%	0.0%	33.3%	28.6%	66.7%	66.7%	66.7%	66.7%	50.0%	100.0%	33.3%	50.0%	0.0%	100.0%	100.0%	100.0%
Qwen3.6 35B A3B Q8_0 💡 🏠	33.3%	8.4%	0.0%	10.0%	0.0%	22.2%	44.4%	66.7%	0.0%	33.3%	37.5%	30.0%	66.7%	61.1%	38.9%	50.0%	—	50.0%	60.0%	66.7%	40.0%	33.3%	83.3%	58.3%	66.7%	40.0%	38.9%	66.7%	12.5%	50.0%	80.0%	100.0%	100.0%
MiMo V2.5 Pro 💡	16.7%	5.1%	0.0%	9.7%	14.3%	30.8%	38.1%	28.6%	41.7%	38.3%	45.2%	36.4%	50.0%	40.5%	66.7%	66.7%	50.0%	—	58.3%	71.4%	60.0%	27.3%	44.4%	50.0%	50.0%	50.0%	88.9%	55.0%	50.0%	66.7%	66.7%	100.0%	100.0%
DeepSeek V4 Flash 💡	16.7%	2.0%	16.7%	12.9%	21.4%	27.4%	26.7%	42.9%	50.0%	38.3%	33.3%	33.3%	66.7%	58.3%	43.3%	100.0%	40.0%	41.7%	—	61.7%	44.8%	46.7%	65.0%	46.7%	53.3%	61.3%	56.7%	60.0%	80.0%	72.6%	77.4%	80.0%	60.0%
Gemma 4 31B Q8_0 💡 🏠	0.0%	5.1%	33.3%	14.1%	42.9%	5.3%	11.5%	71.4%	75.0%	46.2%	17.9%	42.9%	83.3%	15.4%	22.2%	66.7%	33.3%	28.6%	38.3%	—	42.3%	60.0%	61.1%	57.7%	70.0%	66.7%	55.6%	50.0%	80.0%	83.3%	100.0%	100.0%	100.0%
Gemma 4 31B QAT 💡 🏠	0.0%	5.7%	33.3%	11.5%	0.0%	6.7%	20.0%	33.3%	0.0%	15.0%	45.0%	45.0%	33.3%	50.0%	44.4%	71.4%	60.0%	40.0%	55.2%	57.7%	—	51.9%	75.0%	48.1%	22.2%	60.0%	66.7%	70.0%	50.0%	100.0%	100.0%	100.0%	100.0%
Qwen3.6 35B A3B Q4_K_M 💡 🏠	16.7%	7.5%	0.0%	6.7%	0.0%	13.3%	54.5%	28.6%	16.7%	27.3%	81.8%	41.2%	0.0%	72.7%	44.4%	33.3%	66.7%	72.7%	53.3%	40.0%	48.1%	—	35.7%	51.7%	46.2%	33.3%	68.8%	72.7%	50.0%	50.0%	50.0%	60.0%	100.0%
Gemma 4 12B QAT 💡 🏠	16.7%	12.7%	8.3%	14.6%	42.9%	0.0%	33.3%	21.4%	0.0%	31.7%	22.2%	28.6%	33.3%	33.3%	25.0%	33.3%	16.7%	55.6%	35.0%	38.9%	25.0%	64.3%	—	66.7%	62.5%	100.0%	54.2%	33.3%	91.7%	50.0%	75.0%	100.0%	100.0%
Gemma 4 26B A4B QAT 💡 🏠	0.0%	6.6%	0.0%	21.0%	0.0%	16.7%	7.7%	0.0%	16.7%	26.9%	30.8%	48.0%	33.3%	15.4%	33.3%	33.3%	41.7%	50.0%	53.3%	42.3%	51.9%	48.3%	33.3%	—	32.1%	50.0%	58.3%	61.5%	66.7%	66.7%	91.7%	80.0%	60.0%
Gemma 4 26B A4B Q8_0 💡 🏠	33.3%	4.7%	0.0%	4.3%	14.3%	0.0%	5.0%	42.9%	33.3%	43.3%	30.0%	40.0%	33.3%	50.0%	0.0%	33.3%	33.3%	50.0%	46.7%	30.0%	77.8%	53.8%	37.5%	67.9%	—	70.0%	0.0%	55.0%	55.6%	60.0%	100.0%	60.0%	100.0%
Gemma 4 12B Q8_0 ↯ 🏠	25.0%	9.3%	25.0%	0.0%	25.0%	33.3%	0.0%	0.0%	25.0%	45.2%	33.3%	50.0%	50.0%	16.7%	20.0%	50.0%	60.0%	50.0%	38.7%	33.3%	40.0%	66.7%	0.0%	50.0%	30.0%	—	45.0%	16.7%	50.0%	65.4%	50.0%	33.3%	66.7%
Gemma 4 12B Q8_0 💡 🏠	0.0%	8.0%	0.0%	10.0%	33.3%	20.0%	33.3%	33.3%	0.0%	40.0%	33.3%	27.8%	33.3%	33.3%	16.7%	0.0%	61.1%	11.1%	43.3%	44.4%	33.3%	31.2%	45.8%	41.7%	100.0%	55.0%	—	61.1%	0.0%	66.7%	50.0%	100.0%	100.0%
MiMo V2.5 💡	0.0%	0.0%	0.0%	3.2%	14.3%	15.4%	40.5%	28.6%	25.0%	26.7%	27.5%	18.2%	58.3%	22.5%	44.4%	66.7%	33.3%	45.0%	40.0%	50.0%	30.0%	27.3%	66.7%	38.5%	45.0%	83.3%	38.9%	—	70.0%	83.3%	66.7%	80.0%	60.0%
Mistral Medium 3.5 128B ↯ 🏠	0.0%	8.1%	0.0%	4.5%	0.0%	16.7%	20.0%	7.1%	8.3%	20.0%	30.0%	28.6%	16.7%	20.0%	50.0%	50.0%	87.5%	50.0%	20.0%	20.0%	50.0%	50.0%	8.3%	33.3%	44.4%	50.0%	100.0%	30.0%	—	50.0%	50.0%	40.0%	40.0%
Qwen3.6 27B Q8_0 ↯ 🏠	0.0%	3.7%	0.0%	0.0%	25.0%	16.7%	0.0%	25.0%	50.0%	50.0%	33.3%	16.7%	25.0%	16.7%	30.0%	100.0%	50.0%	33.3%	27.4%	16.7%	0.0%	50.0%	50.0%	33.3%	40.0%	34.6%	33.3%	16.7%	50.0%	—	67.9%	66.7%	100.0%
Qwen3.6 35B A3B Q8_0 ↯ 🏠	0.0%	4.6%	0.0%	25.0%	0.0%	0.0%	0.0%	0.0%	0.0%	33.3%	0.0%	0.0%	25.0%	16.7%	20.0%	0.0%	20.0%	33.3%	22.6%	0.0%	0.0%	50.0%	25.0%	8.3%	0.0%	50.0%	50.0%	33.3%	50.0%	32.1%	—	66.7%	66.7%
Nemotron 3 Super 120B A12B Q4_K_M 💡 🏠	20.0%	0.0%	0.0%	0.0%	0.0%	0.0%	0.0%	20.0%	0.0%	40.0%	0.0%	0.0%	0.0%	20.0%	50.0%	0.0%	0.0%	0.0%	20.0%	0.0%	0.0%	40.0%	0.0%	20.0%	40.0%	66.7%	0.0%	20.0%	60.0%	33.3%	33.3%	—	100.0%
Nemotron 3 Nano Omni 30B A3B Q4_K_M 💡 🏠	20.0%	0.0%	0.0%	0.0%	0.0%	0.0%	20.0%	20.0%	0.0%	60.0%	0.0%	20.0%	0.0%	0.0%	0.0%	0.0%	0.0%	0.0%	40.0%	0.0%	0.0%	0.0%	0.0%	40.0%	0.0%	33.3%	0.0%	40.0%	60.0%	0.0%	33.3%	0.0%	—

Published duel coverage

Each cell shows how many published AI-judged duels across all published evaluation protocols compare the two models for this language and category. The models on both axes are candidates; this matrix does not show which judge produced each verdict.

💡 marks a model with reasoning, ↯ one without reasoning. 🏠 marks a model run locally on the site author’s computer.

View as a data table

Published duel counts by model pair
Model	Claude Opus 5 💡	Claude Fable 5 High 💡	Kimi K3 💡	GPT-5.6 Sol 💡	Claude Sonnet 5 💡	MiniMax M3 💡	GLM 5.2 💡	Gemini 3.6 Flash 💡	GPT-5.6 Terra 💡	DeepSeek V4 Pro 💡	Qwen3.7 Max 💡	Qwen3.6 27B Q4_K_M 💡 🏠	GPT-5.6 Luna 💡	Qwen3.7 Plus 💡	Qwen3.6 27B Q8_0 💡 🏠	Gemma 4 31B QAT ↯ 🏠	Qwen3.6 35B A3B Q8_0 💡 🏠	MiMo V2.5 Pro 💡	DeepSeek V4 Flash 💡	Gemma 4 31B Q8_0 💡 🏠	Gemma 4 31B QAT 💡 🏠	Qwen3.6 35B A3B Q4_K_M 💡 🏠	Gemma 4 12B QAT 💡 🏠	Gemma 4 26B A4B QAT 💡 🏠	Gemma 4 26B A4B Q8_0 💡 🏠	Gemma 4 12B Q8_0 ↯ 🏠	Gemma 4 12B Q8_0 💡 🏠	MiMo V2.5 💡	Mistral Medium 3.5 128B ↯ 🏠	Qwen3.6 27B Q8_0 ↯ 🏠	Qwen3.6 35B A3B Q8_0 ↯ 🏠	Nemotron 3 Super 120B A12B Q4_K_M 💡 🏠	Nemotron 3 Nano Omni 30B A3B Q4_K_M 💡 🏠
Claude Opus 5 💡	0	50	7	6	7	6	6	7	6	6	6	6	7	6	3	4	3	6	6	6	3	6	6	6	6	4	3	6	6	4	4	5	5
Claude Fable 5 High 💡	50	0	50	49	7	50	49	7	50	49	49	107	50	50	107	108	107	49	49	107	106	106	106	106	106	107	106	49	204	108	108	5	5
Kimi K3 💡	7	50	0	6	7	6	6	7	6	6	6	6	7	6	3	4	3	6	6	6	3	6	6	6	6	4	3	6	6	4	4	5	5
GPT-5.6 Sol 💡	6	49	6	0	7	31	31	7	6	31	31	26	6	30	20	3	20	31	31	32	26	30	24	31	23	4	20	31	67	4	4	5	5
Claude Sonnet 5 💡	7	7	7	7	0	7	7	7	7	7	7	7	7	7	3	4	3	7	7	7	3	7	7	7	7	4	3	7	7	4	4	5	5
MiniMax M3 💡	6	50	6	31	7	0	13	7	6	31	13	15	6	13	10	3	9	13	31	19	15	15	8	18	15	6	10	13	6	6	6	5	5
GLM 5.2 💡	6	49	6	31	7	13	0	7	6	30	21	11	6	20	9	3	9	21	30	13	10	11	9	13	10	6	9	21	10	6	6	5	5
Gemini 3.6 Flash 💡	7	7	7	7	7	7	7	0	7	7	7	7	7	7	3	4	3	7	7	7	3	7	7	7	7	4	3	7	7	4	4	5	5
GPT-5.6 Terra 💡	6	50	6	6	7	6	6	7	0	6	6	6	6	6	4	4	4	6	6	6	3	6	6	6	6	4	4	6	6	4	4	5	5
DeepSeek V4 Pro 💡	6	49	6	31	7	31	30	7	6	0	30	11	6	30	9	3	9	30	30	13	10	11	30	13	30	31	30	30	10	6	6	5	5
Qwen3.7 Max 💡	6	49	6	31	7	13	21	7	6	30	0	11	6	21	9	3	8	21	30	14	10	11	9	13	10	6	9	20	10	6	6	5	5
Qwen3.6 27B Q4_K_M 💡 🏠	6	107	6	26	7	15	11	7	6	11	11	0	6	11	10	3	10	11	30	14	50	51	14	51	10	6	9	11	7	6	6	5	5
GPT-5.6 Luna 💡	7	50	7	6	7	6	6	7	6	6	6	6	0	6	3	4	3	6	6	6	3	6	6	6	6	4	3	6	6	4	4	5	5
Qwen3.7 Plus 💡	6	50	6	30	7	13	20	7	6	30	21	11	6	0	9	3	9	21	30	13	10	11	9	13	10	6	9	20	10	6	6	5	5
Qwen3.6 27B Q8_0 💡 🏠	3	107	3	20	3	10	9	3	4	9	9	10	3	9	0	2	9	9	30	9	9	9	12	12	3	5	9	9	4	10	5	2	2
Gemma 4 31B QAT ↯ 🏠	4	108	4	3	4	3	3	4	4	3	3	3	4	3	2	0	2	3	3	3	7	3	3	3	3	2	2	3	3	2	2	3	3
Qwen3.6 35B A3B Q8_0 💡 🏠	3	107	3	20	3	9	9	3	4	9	8	10	3	9	9	2	0	8	30	9	10	9	12	12	3	5	9	9	4	6	10	2	2
MiMo V2.5 Pro 💡	6	49	6	31	7	13	21	7	6	30	21	11	6	21	9	3	8	0	30	14	10	11	9	13	10	6	9	20	10	6	6	5	5
DeepSeek V4 Flash 💡	6	49	6	31	7	31	30	7	6	30	30	30	6	30	30	3	30	30	0	30	29	30	30	30	30	31	30	30	30	31	31	5	5
Gemma 4 31B Q8_0 💡 🏠	6	107	6	32	7	19	13	7	6	13	14	14	6	13	9	3	9	14	30	0	13	15	18	13	25	6	9	14	10	6	6	5	5
Gemma 4 31B QAT 💡 🏠	3	106	3	26	3	15	10	3	3	10	10	50	3	10	9	7	10	10	29	13	0	52	12	52	9	5	9	10	6	5	5	2	2
Qwen3.6 35B A3B Q4_K_M 💡 🏠	6	106	6	30	7	15	11	7	6	11	11	51	6	11	9	3	9	11	30	15	52	0	14	59	13	6	8	11	6	6	6	5	5
Gemma 4 12B QAT 💡 🏠	6	106	6	24	7	8	9	7	6	30	9	14	6	9	12	3	12	9	30	18	12	14	0	6	8	4	12	9	6	4	4	5	5
Gemma 4 26B A4B QAT 💡 🏠	6	106	6	31	7	18	13	7	6	13	13	51	6	13	12	3	12	13	30	13	52	59	6	0	14	6	12	13	6	6	6	5	5
Gemma 4 26B A4B Q8_0 💡 🏠	6	106	6	23	7	15	10	7	6	30	10	10	6	10	3	3	3	10	30	25	9	13	8	14	0	5	3	10	9	5	5	5	5
Gemma 4 12B Q8_0 ↯ 🏠	4	107	4	4	4	6	6	4	4	31	6	6	4	6	5	2	5	6	31	6	5	6	4	6	5	0	10	6	4	13	14	3	3
Gemma 4 12B Q8_0 💡 🏠	3	106	3	20	3	10	9	3	4	30	9	9	3	9	9	2	9	9	30	9	9	8	12	12	3	10	0	9	4	6	6	2	2
MiMo V2.5 💡	6	49	6	31	7	13	21	7	6	30	20	11	6	20	9	3	9	20	30	14	10	11	9	13	10	6	9	0	10	6	6	5	5
Mistral Medium 3.5 128B ↯ 🏠	6	204	6	67	7	6	10	7	6	10	10	7	6	10	4	3	4	10	30	10	6	6	6	6	9	4	4	10	0	4	4	5	5
Qwen3.6 27B Q8_0 ↯ 🏠	4	108	4	4	4	6	6	4	4	6	6	6	4	6	10	2	6	6	31	6	5	6	4	6	5	13	6	6	4	0	14	3	3
Qwen3.6 35B A3B Q8_0 ↯ 🏠	4	108	4	4	4	6	6	4	4	6	6	6	4	6	5	2	10	6	31	6	5	6	4	6	5	14	6	6	4	14	0	3	3
Nemotron 3 Super 120B A12B Q4_K_M 💡 🏠	5	5	5	5	5	5	5	5	5	5	5	5	5	5	2	3	2	5	5	5	2	5	5	5	5	3	2	5	5	3	3	0	5
Nemotron 3 Nano Omni 30B A3B Q4_K_M 💡 🏠	5	5	5	5	5	5	5	5	5	5	5	5	5	5	2	3	2	5	5	5	2	5	5	5	5	3	2	5	5	3	3	5	0

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Prompt

Write a formal internal memo from Deborah Nkemelu, Facilities Manager at a mid-sized accounting firm called Harwood & Vale, addressed to all staff across the firm's three floors. The memo announces that the building's heating and ventilation system will undergo a mandatory upgrade over two consecutive weekends, Saturday 8 and Sunday 9 November, and again Saturday 15 and Sunday 16 November. During those dates the offices will be inaccessible and the alarm system will be temporarily disabled while contractors work. Staff must remove any perishable items from desks and shared fridges beforehand, take home laptops needed for weekend work, and avoid leaving confidential documents on open surfaces. The memo should explain that the upgrade will reduce energy costs and improve air quality, provide a contact (facilities@harwoodvale.co.uk) for questions, and thank staff for their cooperation. Use a clear, professional register suitable for workplace circulation. Write between 400 and 700 words.

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Response A

**MEMORANDUM**

**TO:** All Staff, Harwood & Vale
**FROM:** Deborah Nkemelu, Facilities Manager
**DATE:** October 24, 2023
**SUBJECT:** Mandatory Heating and Ventilation System Upgrade Schedule

Dear Colleagues,

I am writing to formally announce an upcoming essential infrastructure project regarding the heating, ventilation, and air conditioning (HVAC) systems across all three floors of our premises. To ensure the continued comfort of our staff and the long-term sustainability of our workspace, Harwood & Vale will be undergoing a mandatory system upgrade over two consecutive weekends this November.

**Upgrade Schedule**
The scheduled works will take place during the following windows:
* **Weekend 1:** Saturday, 8 November and Sunday, 9 November
* **Weekend 2:** Saturday, 15 November and Sunday, 16 November

**Access and Security Restrictions**
Please be advised that for the duration of these four days, the office premises will be entirely inaccessible to all staff members. Due to the nature of the technical installation and the requirement for heavy machinery movement across various zones, our internal alarm system will be temporarily disabled during working hours on these dates to allow contractors safe and unhindered access to the ductwork and plant rooms.

As a result, no one will be permitted to enter the building to retrieve personal items or perform work tasks once the contractor teams have arrived on-site each Saturday morning.

**Required Actions for Staff**
To facilitate a smooth transition and ensure the security of our workspace, we kindly request that all staff adhere to the following instructions before leaving the office on Friday, 7 November, and Friday, 14 November:

1. **Perishable Items:** Please remove all perishable food and drinks from your individual desks and all shared kitchen refrigerators. Any items left in these areas may be disposed of by the cleaning crew to prevent odors or hygiene issues during the maintenance period.
2. **Equipment and Remote Work:** If you anticipate needing to perform any work over these weekends, please ensure that you take home your company-issued laptops, chargers, and any necessary peripherals on Friday evening. The office will be closed, and power to certain zones may be intermittently interrupted.
3. **Confidentiality and Data Protection:** As an accounting firm, the security of our client data is paramount. While contractors will be working in designated areas, we must maintain our high standards of confidentiality. Please ensure that no confidential documents, client files, or sensitive paperwork are left on open desk surfaces. All such materials must be secured in locked filing cabinets or drawers before you depart for the weekend.

**Project Benefits**
We understand that these closures may cause slight inconvenience; however, this upgrade is a vital investment in our workplace. Once completed, the new system will significantly reduce the firm’s energy consumption and carbon footprint, contributing to our corporate sustainability goals. Furthermore, it will provide improved air filtration and more consistent temperature regulation, fostering a healthier and more comfortable working environment for everyone across all three floors.

We appreciate your patience and cooperation as we complete these necessary improvements. Should you have any specific questions regarding access or the technical nature of the works, please do not hesitate to contact the Facilities Team at facilities@harwoodvale.co.uk.

Thank you for your understanding.

Best regards,

Deborah Nkemelu
Facilities Manager
Harwood & Vale

Response B

**MEMORANDUM**

**TO:** All Staff
**FROM:** Deborah Nkemelu, Facilities Manager
**DATE:** October 24, 2023
**SUBJECT:** Mandatory Heating and Ventilation System Upgrade – Building Access Restrictions

Dear Colleagues,

Please be advised that Harwood & Vale will be undertaking a mandatory comprehensive upgrade of the building’s heating, ventilation, and air conditioning (HVAC) systems. To minimize disruption to our daily operations and ensure the safety of all personnel, this work has been scheduled to take place over two consecutive weekends.

**Schedule of Works**
The upgrades will occur during the following periods:
* **Weekend One:** Saturday, 8 November and Sunday, 9 November
* **Weekend Two:** Saturday, 15 November and Sunday, 16 November

During these specific dates, all three floors of the office will be strictly inaccessible to staff. We ask that you plan your schedules accordingly to ensure that no essential on-site work is required during these windows. Please note that the building’s alarm system will be temporarily disabled while contractors are on-site to facilitate their movement and installation processes; consequently, for security reasons, unauthorized entry is prohibited.

**Required Staff Actions**
To ensure the process runs smoothly and to prevent any loss or damage to personal or firm property, we require all staff to adhere to the following guidelines before leaving the office on Friday, 7 November, and again on Friday, 14 November:

1. **Removal of Perishables:** Please clear all perishable food items from your desks and shared kitchen refrigerators. Any items left in common fridges over the weekends will be discarded to maintain hygiene standards, as power may be intermittently cut to specific zones during the installation.
2. **Equipment and Hardware:** If you anticipate needing to work over these weekends, please ensure you take your laptops and any necessary peripherals home with you on Friday afternoon. As mentioned, there will be no access to the premises until Monday morning.
3. **Confidentiality and Security:** Given the sensitive nature of our accounting work and our commitment to client confidentiality, it is imperative that a strict "clean desk" policy is observed. Please ensure that no confidential documents, client files, or sensitive data are left on open surfaces. All such materials must be securely locked in drawers or filing cabinets.

**Project Benefits**
While we recognize that these restrictions may cause temporary inconvenience, this investment in our infrastructure is essential for the long-term wellbeing of our staff and the sustainability of the firm. The new system will significantly reduce our overall energy consumption and operational costs, aligning with our corporate social responsibility goals. Furthermore, the upgrade will vastly improve indoor air quality and temperature regulation across all three floors, creating a healthier and more comfortable working environment for everyone.

Should you have any questions regarding these arrangements or specific concerns about equipment access, please contact me directly at facilities@harwoodvale.co.uk.

Thank you for your cooperation and understanding as we work to improve our office infrastructure.

Best regards,

Deborah Nkemelu
Facilities Manager
Harwood & Vale

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