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TURBO BRILLIANCE 50x: Reduce tokens, increase quality and IQ: The new tech from DavidAU to change and improve all models see the collection (3B to 120B; and growing fast): https://huggingface.co/collections/DavidAU/turbo-brilliance-ai-constructs-50x-reasoning-instruct

SUPPORT / HELP / SPONSOR / PROJECTS / PREMIUM / SORT Models (multi) / FAQs

To support our team, sponsor, "Buy Me A Coffee", commission project(s), access premium item(s)/model(s)/module(s), model modifications, GET HELP, see a sorted list of models (380+) and more please see below.

We build precision models at scale for the community.

We are user-funded, and use local hardware to create, tune and deploy models worldwide.

We also create systems for fine tuning, and specialized model systems too as well as "augment" current model/AI technology.

That includes:

  • Model fine tuning across a diverse arch type of models and sizes, including MOEs/sparse moes. (over 1000)
  • Model merging (and also fine tuning) (over 2700)
  • Model expansion/contraction (27B-> 40B ; 27B to 21B, 13B... and so on => both "dense" and "moe models")
  • Cold Fusion Training Technology for model fine tuning.
  • Brainstorm Universal model adapter to improve intelligence and creativity.
  • Turbo Brilliance => A universal model generation, IQ, and token reduction / enhancement technology.
  • NEO Imatrix dataset => Strongest Imatrix dataset ever built.

Some models took hours to tune, whereas others took days to weeks including the countless hours of testing; especially for our SOTA models.

If you would like to sponsor our work the "Buy Me a Coffee" system was just added as per multiple requests and the fact is we can do a lot more, we just need the equipment to do it:

Buy Me a Coffee

https://buymeacoffee.com/davidbelton

Thank you in advance.

Turbo Brilliance Collection - 50X - 27+27 (or higher) reasoning and instruct modes plus 15 (or higher) AI Constructs:

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) 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, and our fine tunes too).

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

ABOUT DavidAU:

  • As of this writing my repo (DavidAU) has over 4 million downloads per month. This does not account for "user setup repos" / mirrors of my teams models.
  • I have published over 2000 models over the past 3 years - Llama, Qwen, Mistral, LFM, OpenAI, GLM, Gemmas and many others. (see details below)
  • After surpassing 10,000 followers on Huggingface, it is now time to take things to the next level.
  • The journey is just getting underway...
  • PS: about "actual me"... see below.

Our latest project(s) (MAJOR) is here (names subject to change):

Contact / About Me - David Belton:

Main partner "in crime" is "nightmedia":

Here are some of the (380+ :: Number was 1500 at one point, but cut due to HGF storage limits) strongest models so far:

NOTE: I generate source and GGUF quants, for many of my models, the community has generated additional quant types/variations like MLX, NVFP4, and so on... you will find these quants in the "community" tab at the repo and/or under "Quantizations" on the main repo page.

BY SORT - GENERAL:

ADVANCED SORT:

Start with:

BY SORT - MOEs/Sparse MOES:

By SORT - SIZE (there will be other sizes/oddball sizes too):

BY SORT - MODEL:

Special note - "Out of print" models:

SOTA MODELS By My Team:

NOTE: Most models have benchmarks, and 3rd party benchmarks (at repo or in the community section)

Qwen3.6 27B: The strongest, overall qwen ever beating all other Qwens in total operational power with over 2400 likes // 4 million+ total downloads and has over 70 additional repos with additional quant types:

Qwen3.8 27B: The highest scoring Qwen in brute, raw intelligence, using Qwen 3.8's 3 new reasoning modes, plus token reduction (1/2 to 1/10) enhancements and over 1600 likes + and 100+ additional quant repos:

Qwen3.8 27B: Super smart and 1/2 to 1/20 the reasoning tokens AND 5 reasoning/5 instruct modes switchable on the fly (even in chat):

Qwen3.8 27B: 99% power of BF 16 at 4 and 8 bit. Power, Control and NO DE censoring for ultimate performance also with reasoning token reductions:

Qwen3.6 40B: The 40B Monster, specializing in creative and research with 730+ likes and over 2 million downloads:

Qwen3.5 9B: At just 9B parameters it beats most untuned 27B models in both intelligence (640 ARC-C) and performance, over 1000 likes, plus features 5 reasoning and 5 instruct modes (Qwen 3.8) too:

For model specific issues/help/FAQ see:

Support our team, sponsor, "Buy Me A Coffee":

Commission project(s):

  • coming soon.

Access premium item(s)/model(s)/module(s):

  • coming soon.

Model Modifications:

  • coming soon.

ALL OTHER INQUIRES:

  • Open a discussion in the community tab at this repo.
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