Qwen/Qwen3.8-2.4T-A95B
Text Generation • 2.4T • Updated • 1.01k • • 782
Alex Hant
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bartowski/endless-frontier_BigBang-v1-GGUFOrganizations
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reacted to onekq's post with 🤗 11 days ago
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2217
There has been a leaked memo (now struck down) from the founder of DeepSeek. I'm not here to circulate it, but comment on the minimum-effort evolutionary path he proposed.
LLM->CoT->Agent->Self-improvement->Singularity->Physical
This makes sense to me: even at the agent stage I learn world models much faster than when I learned LLM at the LLM stage.
But this means humans are still needed beyond the digital singularity, until robots can close their own loop: eval, manufacturing, self improvement, i.e. physical singularity.
LLM->CoT->Agent->Self-improvement->Singularity->Physical
This makes sense to me: even at the agent stage I learn world models much faster than when I learned LLM at the LLM stage.
But this means humans are still needed beyond the digital singularity, until robots can close their own loop: eval, manufacturing, self improvement, i.e. physical singularity.
reacted to DavidAU's post with 🔥 11 days ago
Post
13423
Qwen 3.6 27B - Fable Fusion 711 - Closed Source AI Performance Levels
1256 likes || 1.37 Million downloads || 32 quant repos || Multiple 3rd party performance verification.
The strongest Qwen 3.6 27B fine tune BASE ever.
It beats everyone - confirmed by 3rd party evaluation, multiple users, and in depth testing.
Q8 runs hotter and better than BF16 of the org Qwen 3.6 27B from Qwen.
And so does the 4 bit versions too.
GGUFS (MTP/Reg) and Several other quant types too:
DavidAU/Qwen3.6-27B-Fable-Fusion-711-Uncensored-Heretic-NM-DAU-NEO-MAX-MTP-GGUF
SOURCE:
DavidAU/Qwen3.6-27B-Fable-Fusion-711-Uncensored-Heretic-NM-DAU-MTP
(you can try it right in your browser at the source repo)
PS: 40B versions in testing, already SOTA levels beyond Qwen 3.6 27B.
arc/c arc/e boolq hswag obkqa piqa wino
Qwen3.6-27B-Fable-Fusion-711-Uncensored-Heretic-NM-DAU-NEO-MAX-MTP-GGUF [instruct mode]
mxfp8 0.711,0.879,0.910,0.790,0.514,0.823,0.763
mxfp4 0.701,0.873,0.909,0.786,0.488,0.813,0.759
Qwen3.6-27B-Instruct: [base, non heretic]
mxfp8 0.647,0.803,0.910,0.773,0.450,0.806,0.742
Qwen3.6-35B-A3B-Instruct [base, non heretic]
mxfp8 0.581,0.757,0.892,0.751,0.428,0.803,0.688
1256 likes || 1.37 Million downloads || 32 quant repos || Multiple 3rd party performance verification.
The strongest Qwen 3.6 27B fine tune BASE ever.
It beats everyone - confirmed by 3rd party evaluation, multiple users, and in depth testing.
Q8 runs hotter and better than BF16 of the org Qwen 3.6 27B from Qwen.
And so does the 4 bit versions too.
GGUFS (MTP/Reg) and Several other quant types too:
DavidAU/Qwen3.6-27B-Fable-Fusion-711-Uncensored-Heretic-NM-DAU-NEO-MAX-MTP-GGUF
SOURCE:
DavidAU/Qwen3.6-27B-Fable-Fusion-711-Uncensored-Heretic-NM-DAU-MTP
(you can try it right in your browser at the source repo)
PS: 40B versions in testing, already SOTA levels beyond Qwen 3.6 27B.
arc/c arc/e boolq hswag obkqa piqa wino
Qwen3.6-27B-Fable-Fusion-711-Uncensored-Heretic-NM-DAU-NEO-MAX-MTP-GGUF [instruct mode]
mxfp8 0.711,0.879,0.910,0.790,0.514,0.823,0.763
mxfp4 0.701,0.873,0.909,0.786,0.488,0.813,0.759
Qwen3.6-27B-Instruct: [base, non heretic]
mxfp8 0.647,0.803,0.910,0.773,0.450,0.806,0.742
Qwen3.6-35B-A3B-Instruct [base, non heretic]
mxfp8 0.581,0.757,0.892,0.751,0.428,0.803,0.688
- 5 replies
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reacted to nightmedia's post with 🤗 12 days ago
Post
801
The DavidAU/Qwen3.6-27B-Fable-Fusion-711
This model was assembled at NightmediaAI under the lab name:
nightmedia/Qwen3.6-27B-Architect-Polaris2-Fable-B-F451
There is ample information on the model card about the model itself.
Here are the base model metrics, as it was merged
It is a merge of different models, some abliterated, some as they were, so as a result, this source is not Heretic. DavidAU offers the source in Heretic mode here:
DavidAU/Qwen3.6-27B-Fable-Fusion-711-Uncensored-Heretic-NM-DAU-MTP
The basic idea behind this model was to build a model that can be used as a base, and has high enough IQ to merge with other models. Every model card shows details of assembly and provides a vibe check with the Nightmedia test prompts.
I merged a few samples here:
with nbeerbower/BigBubba-Qwen3.6-27B
nightmedia/Qwen3.6-27B-Fable-Fusion-711-BigBubba-717-mxfp8-mlx
with migtissera/Tess-4-27B:
nightmedia/Qwen3.6-27B-Architect-Polaris2-Fable-B-F451-Tess-mxfp8-mlx
with EpistemeAI/Reasoning-Medical-27B (metrics pending):
nightmedia/Qwen3.6-27B-Architect-Polaris2-Fable-B-F451-Medical-mxfp8-mlx
This last model was simply a blind merge, and might not be the proper formula for it, but was entertaining enough to publish as a sample.
I am populating the model card metrics as they become available.
This model was assembled at NightmediaAI under the lab name:
nightmedia/Qwen3.6-27B-Architect-Polaris2-Fable-B-F451
There is ample information on the model card about the model itself.
Here are the base model metrics, as it was merged
Qwen3.6-27B-Architect-Polaris2-Fable-B-F451
arc arc/e boolq hswag obkqa piqa wino
mxfp8 0.711,0.879,0.910,0.790,0.514,0.823,0.763
qx86-hi 0.696,0.876,0.912,0.791,0.518,0.824,0.760
qx64-hi 0.702,0.873,0.909,0.794,0.514,0.822,0.750
mxfp4 0.701,0.873,0.909,0.786,0.488,0.813,0.759It is a merge of different models, some abliterated, some as they were, so as a result, this source is not Heretic. DavidAU offers the source in Heretic mode here:
DavidAU/Qwen3.6-27B-Fable-Fusion-711-Uncensored-Heretic-NM-DAU-MTP
The basic idea behind this model was to build a model that can be used as a base, and has high enough IQ to merge with other models. Every model card shows details of assembly and provides a vibe check with the Nightmedia test prompts.
I merged a few samples here:
with nbeerbower/BigBubba-Qwen3.6-27B
nightmedia/Qwen3.6-27B-Fable-Fusion-711-BigBubba-717-mxfp8-mlx
mxfp8 0.717,0.873,0.912
mxfp4 0.707,0.877,0.912with migtissera/Tess-4-27B:
nightmedia/Qwen3.6-27B-Architect-Polaris2-Fable-B-F451-Tess-mxfp8-mlx
mxfp8 0.712,0.879,0.911,0.792,0.508,0.823,0.764
mxfp4 0.706,0.873,0.910,0.790,0.496,0.817,0.761with EpistemeAI/Reasoning-Medical-27B (metrics pending):
nightmedia/Qwen3.6-27B-Architect-Polaris2-Fable-B-F451-Medical-mxfp8-mlx
mxfp8 0.716,0.877,0.911
mxfp4 0.701This last model was simply a blind merge, and might not be the proper formula for it, but was entertaining enough to publish as a sample.
I am populating the model card metrics as they become available.
- 6 replies
reacted to Corbenic's post with 🤗 15 days ago
Post
2724
A Frozen 12B Beats Frontier Models on Verified Work: 100% Accuracy, 0 Tokens, Bit-Exact, Forever
So we have build a way to get models better and stronger without retraining or changing their weights. And it will make everything cheaper and faster .
A Frozen 12B Beats Frontier Models on Verified Work: 100% Accuracy, 0 Tokens, Bit-Exact, Forever (2607.23806)
So we have build a way to get models better and stronger without retraining or changing their weights. And it will make everything cheaper and faster .
A Frozen 12B Beats Frontier Models on Verified Work: 100% Accuracy, 0 Tokens, Bit-Exact, Forever (2607.23806)
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reacted to OppaAI's post with 👍 22 days ago
Post
3204
Try to chat with my AI Waifu in Japanese
Now that I have setup my AI Waifu running 24/7 in my Jetson Orin Nano (running at 25W top), I can talk to her anytime anywhere I want, on cellphone, tablet, or PC, as long as there is internet access.
Tonight I gave it a try to speak with my AI Waifu, with my not so great Japanese, just to test if ASR can pick up my Nihongo and the TTS can speak out Waifu's Japanese dialogue properly.
Turns out she is just as verbose and as heavily leaked with materials from system prompt as in English. Only this time I cannot fully understand.
I need to find some way to turn her into my Japanese tutor...
GitHub 🔗: https://github.com/OppaAI/Aiko-chan/
Now that I have setup my AI Waifu running 24/7 in my Jetson Orin Nano (running at 25W top), I can talk to her anytime anywhere I want, on cellphone, tablet, or PC, as long as there is internet access.
Tonight I gave it a try to speak with my AI Waifu, with my not so great Japanese, just to test if ASR can pick up my Nihongo and the TTS can speak out Waifu's Japanese dialogue properly.
Turns out she is just as verbose and as heavily leaked with materials from system prompt as in English. Only this time I cannot fully understand.
I need to find some way to turn her into my Japanese tutor...
GitHub 🔗: https://github.com/OppaAI/Aiko-chan/
- 5 replies
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