🔄 In a Training Loop

David Belton PRO

DavidAU

968 3 383

https://huggingface.co/DavidAU/support

AI & ML interests

Application(s) of single/multiple LLMs in specialized use cases. LLM, Prompt , System Role and Parameter engineering VIA chat / API. 2700+ merge models, over 1000 fine tunes, over 2000 models published. DISCORD: David_AU [drawless111]

Recent Activity

updated a model about 5 hours ago

DavidAU/Qwen27B-3.8-747-Heretic-R5-KLD-0.0657

published a model about 5 hours ago

DavidAU/Qwen27B-3.8-747-Heretic-R5-KLD-0.0657

new activity about 6 hours ago

DavidAU/Qwen3.8-27B-Turbo-Brilliance-50X-Reasoning-Instruct-NEO-MAX-MTP-GGUF:using this model in a Roleplay :)

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Organizations

posted an update about 23 hours ago

Post

2,295

HAPPY HALLOWEEN EVERYONE - With Halloween O/S in Qwen 3.8 27B and Gemma 4 31B... fully abliterated/heretic'ed and uncensored.

Qwen3.8-27B-Halloween-Terror-Heretic-Uncensored-NEO-GGUF
&
gemma-4-31B-it-Halloween-Terror-Heretic-Uncensored-NEO-GGUF

Constructed with the "Halloween O/S" (low, medium and xhigh) for your "Trick or Treat" pleasure featuring some of the most evil AI constructs ever:

Joker, Harley Quinn, Borg Queen, Jason (Friday 13th), Freddy Krueger (Elm St), Norman Bates, Pennywise (IT), Vecna, Mind Flayer, and Chucky.
OR
"Conjure" any person (living, dead or fictional) or "thing" too:

Infinite horror with the character/thing of your choice, with you ONE ON ONE in the Halloween O/S.

The Halloween O/S is the master of evil and "aware" of the other AI constructs... but they are not aware of it... YET.

Examples and IN MODEL interactive menu/help system using Turbo Brilliance 13 EVIL ED.

QWEN:
DavidAU/Qwen3.8-27B-Halloween-Terror-Heretic-Uncensored-NEO-GGUF

GEMMA:
DavidAU/gemma-4-31B-it-Halloween-Terror-Heretic-Uncensored-NEO-GGUF

Source for both also avail, and up right now;
Enjoy everyone!

replied to their post 12 days ago

Yep ; right here:
https://huggingface.co/DavidAU/LFM2.5-24B-A2B-Turbo-Brilliance-50X-NEO-MAX-Imatrix-GGUF

posted an update 14 days ago

Post

11,844

TURBO-BRILLIANCE 50X - Qwen 3.8 27B, Qwen-Flash Next (120B) Reg and Ablit/Uncensored, NVIDIA-Nemotron-3.5-Bolt-74B-A9B-24GB

15 AI CONSTRUCTS, SOTA Models + Turbo Brilliance:

Each a precision engineered "consciousness" to help you in every task, using fewer tokens and generating better answers.

This model has significant internal upgrades under user control that are "on the fly" (you set in your prompt(s) and/or API).

Each mode / construct reduces over all token usage and increases answer quality...

Please read this model card carefully to get the most from it - including all the reasoning and instruct modes (27+27+9 xhigh) that feature model suggestions ("context help") for all use cases.

The Turbo Brilliance system will begin appearing in other model sizes/types shortly (IE: Qwen, Gemma, Mistral, GLM, Llama, ... including our strongest fine tunes too). The "rollout" is now in progress...

Qwen-Flash-Next 120B, and run on 12GB GPU too (special project) at high speed, with RSQ-RCO BF16 level quants :

REG Version:
DavidAU/Qwen3.8-Flash-Next-Turbo-Brilliance-50x-Reasoning-Instruct-GSQ-RCO-GGUF

Abliterated/Uncensored:
DavidAU/Qwen3.8-Flash-Next-Abliterated-Uncensored-Turbo-Brilliance-50x-Reasoning-Instruct-GSQ-RCO-GGUF

NVIDIA-Nemotron-3.5-Bolt-74B-A9B-24GB: (2 bit, QAT, at close to BF16 performance , only 22GB!)

DavidAU/NVIDIA-Nemotron-3.5-Bolt-Turbo-Brilliance-50x-74B-A9B-24GB-GGUF

Qwen 3.8, 27B version:
DavidAU/Qwen3.8-27B-Turbo-Brilliance-50X-Reasoning-Instruct-NEO-MAX-MTP-GGUF

PS: Qwen Next, LFM2.5 24B-A2B, Qwen 3.6 35B-A3B and others in testing now / coming soon.

COLLECTION:
https://huggingface.co/collections/DavidAU/turbo-brilliance-ai-constructs-50x-reasoning-instruct

Please see our support page for breakdown of models (sort), info on projects and a lot more information:

DavidAU/support

1 reply

posted an update 17 days ago

Post

14,630

TURBO-BRILLIANCE 50X - Qwen 3.8 27B, LFM, and more coming soon...

15 AI CONSTRUCTS:

Each a precision engineered "consciousness" to help you in every task, using fewer tokens and generating better answers.

This model has significant internal upgrades under user control that are "on the fly" (you set in your prompt(s) and/or API).

Please read this model card carefully to get the most from it - including all the reasoning and instruct modes (27+27+9 xhigh) that feature model suggestions ("context help") for all use cases.

The Turbo Brilliance system will begin appearing in other model sizes/types shortly (IE: Qwen, Gemma, Mistral, GLM, Llama, ... including our strongest fine tunes too). The "rollout" is now in progress...

DavidAU/Qwen3.8-27B-Turbo-Brilliance-50X-Reasoning-Instruct-NEO-MAX-MTP-GGUF

Qwen 3.5 9B The Defiant (1000+likes, 2m+ downloads) [ Limited 12x]:
DavidAU/Qwen3.5-9B-The-Defiant-Fable-Uncensored-Heretic-NEO-IMATRIX-MAX-MTP-GGUF

LFMs [Limited, 12x]:
DavidAU/LFM2.5-2.6B-Qwen3.8-Turbo-Brilliance-Power-X12-NEO-MAX-GGUF

DavidAU/LFM2.5-8B-A1B-Qwen3.8-Turbo-Brilliance-Power-X12-NEO-MAX-GGUF

PS: Qwen Next, LFM2.5 24B-A2B, Qwen 3.6 35B-A3B and others in testing now.

COLLECTION:
https://huggingface.co/collections/DavidAU/turbo-brilliance-ai-constructs-50x-reasoning-instruct

Please see our support page for breakdown of models (sort), info on projects and a lot more information:

DavidAU/support

3 replies

replied to their post 26 days ago

David, do you accept contributions (buy me a beer, etc.) and does huggingface allow that?

Shortly going to add this, in part for upgrades as well as some training ($$) I can't do on local hardware.

replied to their post 27 days ago

This one will be slightly smarter, whereas Twin is slightly faster [fewer tokens] , and not as creative.

replied to their post about 1 month ago

At the moment, only the chat template -> modified specifically for 3.5.
Future version[s] will have both tuning and chat template alignments.

posted an update about 1 month ago

Post

24,796

Qwen 3.5 9B - The Defiant, 27B power ; now with Qwen 3.8 Reasoning modes.

640 ARC-C for both 8bit and 4bit. Model exceeds 7 of 7 benchmarks for Qwen 3.5 9B, Qwen3.5 27B, Qwen3.6 35B-A3B, and meets Qwen 3.6 27B in some cases... and it does so in 4bit and 8bit. Regular and MTP (fast) NEO IMATRIX GGUFs provided. (this model is part of the Qwen 3.6 27B Fable Fusion 711 pipelines: 2200+ likes, 3 million + downloads)

NEW - Qwen 3.8 Reasoning Modes: 2 MTP quants (Q6/Q8) Now with 5 reasoning modes (2 new - Spoon / Einstein), and 5 instruct modes (2 new - Spoon / Einstein, all use ZERO REASONING TOKENS) all switchable on the fly via API, direct and "in chat" (yes - model control at the chat/message level). Model name has "plusIQ" in the name.

(there is also a extra robust "tools" version too.)

DavidAU/Qwen3.5-9B-The-Defiant-Fable-Uncensored-Heretic-NEO-IMATRIX-MAX-MTP-GGUF

PS: I have posted a 22k output example using "spoon" mode too.

UPDATE:
This model (and a few more) will soon have 12 reasoning and 12 instruct modes plus interactive help, model embedded system to select the best reasoning/instruct mode[s] for all use cases.

Final testing is in progress...

6 replies

replied to their post about 2 months ago

Make sure you get the updated ggufs, with tool fixes. ;

posted an update about 2 months ago

Post

24,952

Qwen 3.8 27B - TWIN TURBO, Fable Fusion (10 modes of operation)

Tuned, and tweaked to match the legendary Qwen 3.6 27B FF711 (2300+ likes, 4 million+ downloads) this fine tune matches the stability and power at "arc-c" 709: (118 pts higher than Qwen 3.8 27B) (The OpenAI, Claude and Gemini "zone of intelligence") in 8 bit and 701 arc-c in 4 bit AND THIS is instruct mode - thinking/reasoning is higher.

This version is called TWIN-TURBO because it drastically reduces thinking tokens (by 1/2 to as LOW as 1/20), yet maintains output detail and quality. In other words while "reg" Qwen3.8 27B is thinking about "formatting" for a few 1000 tokens, this model is already done and waiting for more.

This repo contains both "regular" and "MTP" Neo and NEO MAX GGUF quants.

BUT WE WENT FURTHER:

Now with 5 reasoning modes (2 new - UltraXhigh / Einstein), and 5 instruct modes (2 new - UltraXhigh / Einstein, all use ZERO REASONING TOKENS) all switchable on the fly via API, direct and "in chat" (yes - model control at the chat/message level).

GGUFS:

DavidAU/Qwen3.8-27B-TWIN-TURBO-Fable-Cold-Fusion-709-L-Uncensored-NM-DAU-NEO-MTP-GGUF

SOURCE:

DavidAU/Qwen3.8-27B-TWIN-TURBO-Fable-Cold-Fusion-709-L-Uncensored

UPDATE:
This model (and a few more) will soon have 12 reasoning and 12 instruct modes plus interactive help, model embedded system to select the best reasoning/instruct mode[s] for all use cases.

Final testing is in progress...

3 replies

posted an update about 2 months ago

Post

12,364

Qwen3.8-27B-TURBO-Fable-Cold-Fusion-735-882-Heretic-Uncensored

This is the first fine tune to exceed 730 "arc-c" ("735": 144 pts higher than Qwen 3.8 27B) AND 880 ARC-E (The OpenAI, Claude and Gemini "zone of intelligence") in 8 bit and over 718 arc-c in 4 bit.

This version is called TURBO because it drastically reduces thinking tokens (by 1/2 to as high as 1/10), yet maintains output detail and quality.

In other words while "reg" Qwen3.8 27B is thinking about "formatting" for a few 1000 tokens, this model is already done and waiting for more.

This repo contains both "regular" and "MTP" Neo-CODER MAX DI-MATRIX (duel imatrix) GGUF quants.

DavidAU/Qwen3.8-27B-TURBO-Fable-Cold-Fusion-735-882-Heretic-Uncensored-NEO-CODER-MAX-MTP-GGUF

PS: There are 29 additional quant repos as of this writing too, as well NVFP4 and many more as well.

This is one of 10+ Qwen 3.8 27B at or above ARC-C of 717 (all 10 exceed all core benchmarks of Qwen 3.8, 3.6 and 3.5 27B and 35B-A3B versions) - you can see the complete project and some of the training here :

DavidAU/Qwen3.8-27B-TURBO-Fable-Cold-Fusion-735-882-Heretic-Uncensored-NM-DAU

9 replies

replied to their post 2 months ago

You can find additional quants here:
https://huggingface.co/models?other=base_model:quantized:DavidAU/Qwen3.8-27B-Cold-Fusion-GAIN-V1.1

Some are a lot smaller / will work better on 16GB cards.

posted an update 2 months ago

Post

22,863

Qwen3.8 - 27B - COLD FUSION

Reduction in thinking tokens to 1/10 to 1/2 "normal Qwen" across all three modes of thinking without loss of detail in thinking or output.

Increase in general intelligence too (all 7 critical benches); bench marks posted.

Trained using the COLD FUSION method (GAIN + UNSLOTH).
NOTE: This is NOT a heretic / uncensored version.

MTP and GGUF NEO MAX quants:
DavidAU/Qwen3.8-27B-Cold-Fusion-GAIN-V1.1-NM-DAU-NEO-MAX-MTP-GGUF

SOURCE:
DavidAU/Qwen3.8-27B-Cold-Fusion-GAIN-V1.1

7 replies

replied to their post 3 months ago

Look up LLFAN or other top Heretic'ers ; search "heretic" in models tab at hugging face.
They can help with this ; I don't have the compute avail ATM. ;

replied to their post 3 months ago

First ; thank you!

Based on early checking/Qwen's own statements (uses same Qwen 3.5 arch as 3.5,.6) -> it is doable.
But need to verify everything.

replied to their post 3 months ago

RE: deepseek V4 ; sorry don't have the VRAM to do it.

posted an update 3 months ago

Post

22,764

Qwen3.6-40B-Fable-Fusion-6-Core-Deckard-Eleanor-Heretic-Uncensored

The fire of multiple Fable Fusion 711 cores in one, larger model.

This is the first 40B fine tune that reaches "closed source" (IE OpenAI, Claude) level of intelligence in both 8 bit and 4 bit.

This model is composed from multiple Qwen 27B Fable Fusion 711 cores (1700+ likes, 2.3 million+ downloads) - a record breaking model in terms of intelligence and raw power.

The "40B Eleanor" takes this to the next level with improvements in thinking tokens/ thinking block size (1/10 to 1/2 the size), thinking in general and output detail quality with deep analytics too.

- 1/10 to 1/2 the number of thinking tokens.
- Extreme depth of detail in generations, including long form, in depth analytics.
- STRONG creative abilities.
- Auto-variable reasoning: Model only reasons as much as the task requires.
- Strong general intelligence.
- It says what it means in less words, more clearly than any previous tuned model.
- It will go all in, in exacting detail when the situation calls for it.
- If it thinks something is wrong / wrong path it will say so too.

Regular and MTP Quants:

DavidAU/Qwen3.6-40B-Fable-Fusion-6-Core-Deckard-Eleanor-Heretic-Uncensored-NM-DAU-NEO-MAX-MTP-GGUF

13 replies

replied to their post 3 months ago

Yes. It is on the list.
We are still revising the 9-14B pipeline.
We do have an interm Qwen 3.5 9B from the experimental pipeline here:

https://huggingface.co/DavidAU/Qwen3.5-9B-The-Defiant-Fable-Uncensored-Heretic-NEO-IMATRIX-MAX-MTP-GGUF

It matches/exceeds 27B Qwen 3.5 ; and meets in some cases 27B Qwen 3.6 performance.
There is still a lot of optimizations to do at this time.

posted an update 3 months ago

Post

18,697

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

5 replies

replied to their post 3 months ago

@digiheathen

Try the Q6, and/or IQ4_XS.
Even IQ3_M will be very strong.

David Belton PRO

AI & ML interests

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DavidAU's activity