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Newest Version V3: All the power of Dark Planet 8B now with 128k context, additional de-censoring, performance improvements and re-mastered source and ggufs in float 32 ( 32 bit precision ): Dark Planet 8B - 1 million context, with superior long output generation/long context awareness is here: This model has been designed to be relatively bullet proof and operates with all parameters, including temp settings from 0 to 5.

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This model has been designed to be relatively bullet proof and operates with all parameters, including temp settings from 0 to 5. It is an extraordinary compressed model, with a very low perplexity level (lower than Meta Llama3 Instruct). Note the "float32" version of this model behaves VERY differently which is why it was not uploaded first. Usually I would use the "float32" version only, however the "character range" displayed by the Bfloat16 and Float32 versions of this model dictate they have their own repos.

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VERSION 2: All the power of "Darkest Planet" now with 128k context, additional de-censoring, performance improvements and re-mastered source and ggufs in float 32 ( 32 bit precision ). This model has been designed to be relatively bullet proof and operates with most parameters, including temp settings from 0 to 5. This is a an altered version of "Dark Planet 8B" [https://huggingface.co/DavidAU/L3-Dark-Planet-8B-GGUF] using the Brainstorm 40x method developed by David_AU to drastically alter the models prose output and abilities. This also expands the model by 40 layers (to 71 layers) to 16.5B parameters (642 tensors).

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IMPORTANT: This model has significant internal upgrades under user control that are "on the fly" (you set in your prompt(s)). Please read this model card carefully to get the most from it - including all the reasoning and instruct modes (12+12) 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, etc etc). NOTE: BF16 gguf now avail. The NEXT STEP, (and evolution of Turbo Brilliance) is here (including 15 AI CONSTRUCTS): https://huggingface.co/DavidAU/Qwen3.8-27B-Turbo-Brilliance-50X-Reasoning-Instruct-NEO-MAX-MTP-GGUF The Turbo Brilliance system (12 reasoning and 12 instruct modes) vastly augments the models core performance and includes interactive help system directly connected to the model.

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SOTA LFM speed, benchmarks and power plus Turbo Brilliance: 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 (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). The Turbo Brilliance system (27 reasoning modes) vastly augments the models core performance and includes interactive help system directly connected to the model. This is like playing "Pong" vs "Entering the Matrix"... because Turbo Brilliance pushes the model right to the redline and literally "frees your mind" (and your time too).

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IMPORTANT: This model has significant internal upgrades under user control that are "on the fly" (you set in your prompt(s)). Please read this model card carefully to get the most from it - including all 12 reasoning modes 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, etc etc). LFM 2.5-2.6B (dense): https://huggingface.co/DavidAU/LFM2.5-2.6B-Qwen3.8-Turbo-Brilliance-Power-X12-NEO-MAX-GGUF The NEXT STEP, (and evolution of Turbo Brilliance) is here (including 15 AI CONSTRUCTS): https://huggingface.co/DavidAU/Qwen3.8-27B-Turbo-Brilliance-50X-Reasoning-Instruct-NEO-MAX-MTP-GGUF

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COST EXPLORER

好模型,也要算好成本。

费用分析

调整月度 Token 用量,直观比较不同模型的预估 API 开支。

1 M = 100 万 Token · 美元计价
仅比较同一渠道的基础文本 Token 报价

使用已采集且单位可比的 USD / 百万 Token 渠道报价。报价为采集时快照;不计缓存优惠、阶梯价、推理额外输出与税费,请以来源的当前报价为准。

MODEL HANDBOOK

读懂模型,再做选择

选型与常见问题
API 价格应该怎么比较?+

先区分输入、输出和缓存价格,再使用同一任务和用量估算总费用。图像、音频和视频可能按张、时长或分辨率计费,不能直接与 Token 单价比较。

开放权重,就代表可以免费商用吗?+

不一定。必须逐一核对具体模型版本的许可证、商用限制及使用政策。自己部署还需要考虑显存、推理资源和运维费用。

排行榜第一,就是最适合我的模型吗?+

榜单取决于测试任务、版本与评测方法。建议用实际业务样本比较准确性、时延、稳定性和成本,再选择模型。

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