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Title: GitHub - spacehendrix/universal-intelligence: ◉ Universal Intelligence: AI made simple. · GitHub

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Description: ◉ Universal Intelligence: AI made simple. Contribute to spacehendrix/universal-intelligence development by creating an account on GitHub.

Open Graph Description: ◉ Universal Intelligence: AI made simple. Contribute to spacehendrix/universal-intelligence development by creating an account on GitHub.

X Description: ◉ Universal Intelligence: AI made simple. Contribute to spacehendrix/universal-intelligence development by creating an account on GitHub.

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	https://github.com/spacehendrix/universal-intelligence#schema
	https://github.com/spacehendrix/universal-intelligence#argument
	https://github.com/spacehendrix/universal-intelligence#output
	https://github.com/spacehendrix/universal-intelligence#method
	https://github.com/spacehendrix/universal-intelligence#contract
	https://github.com/spacehendrix/universal-intelligence#requirement
	https://github.com/spacehendrix/universal-intelligence#compatibility
	https://github.com/spacehendrix/universal-intelligence#quantizationsettings
	https://github.com/spacehendrix/universal-intelligence#development
mixins	https://github.com/spacehendrix/universal-intelligence/blob/main/universal_intelligence/community/models/__utils__/mixins
	https://github.com/spacehendrix/universal-intelligence#community-components
	https://github.com/spacehendrix/universal-intelligence#installation
Hugging Face	https://huggingface.co/docs/hub/en/models-gated
	https://github.com/spacehendrix/universal-intelligence#playground-1
Google Colab Playground	https://colab.research.google.com/drive/19RasWzFIZkbHeWDLGk9s2Tq8_Ws2G4O_?usp=sharing
	https://github.com/spacehendrix/universal-intelligence#usage-1
	https://github.com/spacehendrix/universal-intelligence#local-models
Universal Intelligence Protocols	https://github.com/spacehendrix/universal-intelligence/blob/main/README.md
	https://github.com/spacehendrix/universal-intelligence#remote-models
Universal Intelligence Protocols	https://github.com/spacehendrix/universal-intelligence/blob/main/README.md
	https://github.com/spacehendrix/universal-intelligence#tools
Universal Intelligence Protocols	https://github.com/spacehendrix/universal-intelligence/blob/main/README.md
	https://github.com/spacehendrix/universal-intelligence#agents
Universal Intelligence Protocols	https://github.com/spacehendrix/universal-intelligence/blob/main/README.md
	https://github.com/spacehendrix/universal-intelligence#supported-components
	https://github.com/spacehendrix/universal-intelligence#models
	https://github.com/spacehendrix/universal-intelligence#local-models-1
Supported Configurations	https://github.com/spacehendrix/universal-intelligence/blob/main/universal_intelligence/community/models/qwen2_5_7b_instruct/sources.yaml
Supported Configurations	https://github.com/spacehendrix/universal-intelligence/blob/main/universal_intelligence/community/models/qwen2_5_32b_instruct/sources.yaml
Supported Configurations	https://github.com/spacehendrix/universal-intelligence/blob/main/universal_intelligence/community/models/qwen2_5_14b_instruct/sources.yaml
Supported Configurations	https://github.com/spacehendrix/universal-intelligence/blob/main/universal_intelligence/community/models/qwen2_5_14b_instruct_1m/sources.yaml
Supported Configurations	https://github.com/spacehendrix/universal-intelligence/blob/main/universal_intelligence/community/models/qwen2_5_7b_instruct_1m/sources.yaml
Supported Configurations	https://github.com/spacehendrix/universal-intelligence/blob/main/universal_intelligence/community/models/qwen2_5_3b_instruct/sources.yaml
Supported Configurations	https://github.com/spacehendrix/universal-intelligence/blob/main/universal_intelligence/community/models/qwen2_5_1d5b_instruct/sources.yaml
Supported Configurations	https://github.com/spacehendrix/universal-intelligence/blob/main/universal_intelligence/community/models/gemma3_27b_it/sources.yaml
Supported Configurations	https://github.com/spacehendrix/universal-intelligence/blob/main/universal_intelligence/community/models/gemma3_12b_it/sources.yaml
Supported Configurations	https://github.com/spacehendrix/universal-intelligence/blob/main/universal_intelligence/community/models/gemma3_4b_it/sources.yaml
Supported Configurations	https://github.com/spacehendrix/universal-intelligence/blob/main/universal_intelligence/community/models/gemma3_1b_it/sources.yaml
Supported Configurations	https://github.com/spacehendrix/universal-intelligence/blob/main/universal_intelligence/community/models/falcon3_10b_instruct/sources.yaml
Supported Configurations	https://github.com/spacehendrix/universal-intelligence/blob/main/universal_intelligence/community/models/falcon3_7b_instruct/sources.yaml
Supported Configurations	https://github.com/spacehendrix/universal-intelligence/blob/main/universal_intelligence/community/models/falcon3_3b_instruct/sources.yaml
Supported Configurations	https://github.com/spacehendrix/universal-intelligence/blob/main/universal_intelligence/community/models/llama3_3_70b_instruct/sources.yaml
Supported Configurations	https://github.com/spacehendrix/universal-intelligence/blob/main/universal_intelligence/community/models/llama3_1_8b_instruct/sources.yaml
Supported Configurations	https://github.com/spacehendrix/universal-intelligence/blob/main/universal_intelligence/community/models/llama3_2_3b_instruct/sources.yaml
Supported Configurations	https://github.com/spacehendrix/universal-intelligence/blob/main/universal_intelligence/community/models/llama3_2_1b_instruct/sources.yaml
Supported Configurations	https://github.com/spacehendrix/universal-intelligence/blob/main/universal_intelligence/community/models/phi4/sources.yaml
Supported Configurations	https://github.com/spacehendrix/universal-intelligence/blob/main/universal_intelligence/community/models/phi4_mini_instruct/sources.yaml
Supported Configurations	https://github.com/spacehendrix/universal-intelligence/blob/main/universal_intelligence/community/models/smollm2_1d7b_instruct/sources.yaml
Supported Configurations	https://github.com/spacehendrix/universal-intelligence/blob/main/universal_intelligence/community/models/smollm2_360m_instruct/sources.yaml
Supported Configurations	https://github.com/spacehendrix/universal-intelligence/blob/main/universal_intelligence/community/models/smollm2_135m_instruct/sources.yaml
Supported Configurations	https://github.com/spacehendrix/universal-intelligence/blob/main/universal_intelligence/community/models/mistral_7b_instruct_v0d3/sources.yaml
Supported Configurations	https://github.com/spacehendrix/universal-intelligence/blob/main/universal_intelligence/community/models/mistral_nemo_instruct_2407/sources.yaml
Supported Configurations	https://github.com/spacehendrix/universal-intelligence/blob/main/universal_intelligence/community/models/openr1_qwen_7b/sources.yaml
Supported Configurations	https://github.com/spacehendrix/universal-intelligence/blob/main/universal_intelligence/community/models/qwq_32b/sources.yaml
	https://github.com/spacehendrix/universal-intelligence#remote-models-1
OpenAI o1	https://github.com/spacehendrix/universal-intelligence/blob/main/openai/o1
technical report	https://api-docs.deepseek.com/news/news250120
Activity	https://github.com/spacehendrix/universal-intelligence/blob/main/activity
Not Diamond	https://docs.notdiamond.ai/docs/how-not-diamond-works
docs	https://github.com/spacehendrix/universal-intelligence/blob/main/docs/model-routing
openai/gpt-4o-2024-08-06	https://github.com/spacehendrix/universal-intelligence/blob/main/openai/gpt-4o-2024-08-06
openai/gpt-4o-2024-05-13	https://github.com/spacehendrix/universal-intelligence/blob/main/openai/gpt-4o-2024-05-13
openai/gpt-4o-mini-2024-07-18	https://github.com/spacehendrix/universal-intelligence/blob/main/openai/gpt-4o-mini-2024-07-18
openai/chatgpt-4o-latest	https://github.com/spacehendrix/universal-intelligence/blob/main/openai/chatgpt-4o-latest
openai/o1-preview-2024-09-12	https://github.com/spacehendrix/universal-intelligence/blob/main/openai/o1-preview-2024-09-12
openai/o1-mini-2024-09-12	https://github.com/spacehendrix/universal-intelligence/blob/main/openai/o1-mini-2024-09-12
anthropic/claude-3.5-sonnet	https://github.com/spacehendrix/universal-intelligence/blob/main/anthropic/claude-3.5-sonnet
anthropic/claude-3.5-haiku	https://github.com/spacehendrix/universal-intelligence/blob/main/anthropic/claude-3.5-haiku
anthropic/claude-3-opus	https://github.com/spacehendrix/universal-intelligence/blob/main/anthropic/claude-3-opus
anthropic/claude-2.1	https://github.com/spacehendrix/universal-intelligence/blob/main/anthropic/claude-2.1
google/gemini-pro-1.5	https://github.com/spacehendrix/universal-intelligence/blob/main/google/gemini-pro-1.5
google/gemini-flash-1.5	https://github.com/spacehendrix/universal-intelligence/blob/main/google/gemini-flash-1.5
mistralai/mistral-large-2407	https://github.com/spacehendrix/universal-intelligence/blob/main/mistralai/mistral-large-2407
mistralai/mistral-nemo	https://github.com/spacehendrix/universal-intelligence/blob/main/mistralai/mistral-nemo
deepseek/deepseek-r1	https://github.com/spacehendrix/universal-intelligence/blob/main/deepseek/deepseek-r1
meta-llama/llama-3.1-70b-instruct	https://github.com/spacehendrix/universal-intelligence/blob/main/meta-llama/llama-3.1-70b-instruct
meta-llama/llama-3.1-405b-instruct	https://github.com/spacehendrix/universal-intelligence/blob/main/meta-llama/llama-3.1-405b-instruct
mistralai/mixtral-8x22b-instruct	https://github.com/spacehendrix/universal-intelligence/blob/main/mistralai/mixtral-8x22b-instruct
cohere/command-r-plus	https://github.com/spacehendrix/universal-intelligence/blob/main/cohere/command-r-plus
cohere/command-r	https://github.com/spacehendrix/universal-intelligence/blob/main/cohere/command-r
launch announcement	https://01-ai.github.io/blog/01.ai-yi-large-llm-launch
nothingiisreal/mn-celeste-12b	https://github.com/spacehendrix/universal-intelligence/blob/main/nothingiisreal/mn-celeste-12b
intervitens/mini-magnum-12b-v1.1	https://huggingface.co/intervitens/mini-magnum-12b-v1.1
TIES	https://arxiv.org/abs/2306.01708
Jamba Open Model License	https://www.ai21.com/licenses/jamba-open-model-license
Jamba Open Model License	https://www.ai21.com/licenses/jamba-open-model-license
announcement	https://www.ai21.com/blog/announcing-jamba
Hugging Face page	https://huggingface.co/FuseAI/FuseO1-DeepSeekR1-QwQ-SkyT1-32B-Preview
Apache 2.0 license	https://choosealicense.com/licenses/apache-2.0
Core repo (training, inference, fine-tuning etc.)	https://github.com/allenai/OLMo
Evaluation code	https://github.com/allenai/OLMo-Eval
Further fine-tuning code	https://github.com/allenai/open-instruct
Paper	https://arxiv.org/abs/2402.00838
Technical blog post	https://blog.allenai.org/olmo-open-language-model-87ccfc95f580
W&B Logs	https://wandb.ai/ai2-llm/OLMo-7B/reports/OLMo-7B--Vmlldzo2NzQyMzk5
@chargoddard	https://huggingface.co/chargoddard
mergekit	https://github.com/cg123/mergekit
@Undi95	https://huggingface.co/Undi95
Goliath	https://openrouter.ai/models/alpindale/goliath-120b
Qwen2 72B	https://openrouter.ai/models/qwen/qwen-2-72b-instruct
Goliath	https://openrouter.ai/models/alpindale/goliath-120b
Qwen2 72B	https://openrouter.ai/models/qwen/qwen-2-72b-instruct
https://openrouter.ai/anthropic/claude-3.5-sonnet	https://openrouter.ai/anthropic/claude-3.5-sonnet
https://openrouter.ai/anthropic/claude-3-opus	https://openrouter.ai/anthropic/claude-3-opus
Qwen2.5 72B	https://openrouter.ai/qwen/qwen-2.5-72b-instruct
here	https://www.anthropic.com/news/claude-3-haiku
here	https://www.anthropic.com/news/claude-3-haiku
here	https://www.anthropic.com/news/claude-3-family
here	https://www.anthropic.com/news/claude-3-family
here	https://www.anthropic.com/news/claude-3-family
here	https://www.anthropic.com/news/claude-3-family
Claude 3.5 Haiku (2024-10-22)	https://github.com/spacehendrix/universal-intelligence/blob/main/anthropic/claude-3-5-haiku-20241022
here	https://www.anthropic.com/news/3-5-models-and-computer-use
here	https://www.anthropic.com/news/3-5-models-and-computer-use
Claude 3.5 Haiku (2024-10-22)	https://github.com/spacehendrix/universal-intelligence/blob/main/anthropic/claude-3-5-haiku-20241022
Claude 3.5 Sonnet	https://github.com/spacehendrix/universal-intelligence/blob/main/anthropic/claude-3.5-sonnet
Claude 3.5 Sonnet	https://github.com/spacehendrix/universal-intelligence/blob/main/anthropic/claude-3.5-sonnet
blog post here	https://www.anthropic.com/news/claude-3-7-sonnet
blog post here	https://www.anthropic.com/news/claude-3-7-sonnet
blog post here	https://www.anthropic.com/news/claude-3-7-sonnet
Mixtral 8x22B Instruct	https://github.com/spacehendrix/universal-intelligence/blob/main/models/mistralai/mixtral-8x22b-instruct
Dolphin Mixtral 8x7B	https://github.com/spacehendrix/universal-intelligence/blob/main/models/cognitivecomputations/dolphin-mixtral-8x7b
erichartford.com/uncensored-models	https://erichartford.com/uncensored-models
Dolphin 3.0 Collection	https://huggingface.co/collections/cognitivecomputations/dolphin-30-677ab47f73d7ff66743979a3
Eric Hartford	https://huggingface.co/ehartford
Ben Gitter	https://huggingface.co/bigstorm
BlouseJury	https://huggingface.co/BlouseJury
Cognitive Computations	https://huggingface.co/cognitivecomputations
Dolphin 3.0 Collection	https://huggingface.co/collections/cognitivecomputations/dolphin-30-677ab47f73d7ff66743979a3
Eric Hartford	https://huggingface.co/ehartford
Ben Gitter	https://huggingface.co/bigstorm
BlouseJury	https://huggingface.co/BlouseJury
Cognitive Computations	https://huggingface.co/cognitivecomputations
Usage Policy	https://docs.cohere.com/docs/usage-policy
SaaS Agreement	https://cohere.com/saas-agreement
here	https://txt.cohere.com/command-r/
Usage Policy	https://docs.cohere.com/docs/usage-policy
SaaS Agreement	https://cohere.com/saas-agreement
here	https://txt.cohere.com/command-r/
Usage Policy	https://docs.cohere.com/docs/usage-policy
SaaS Agreement	https://cohere.com/saas-agreement
Command R	https://github.com/spacehendrix/universal-intelligence/blob/main/models/cohere/command-r
here	https://docs.cohere.com/changelog/command-gets-refreshed
Usage Policy	https://docs.cohere.com/docs/usage-policy
SaaS Agreement	https://cohere.com/saas-agreement
here	https://txt.cohere.com/command-r-plus-microsoft-azure/
Usage Policy	https://docs.cohere.com/docs/usage-policy
SaaS Agreement	https://cohere.com/saas-agreement
here	https://txt.cohere.com/command-r-plus-microsoft-azure/
Usage Policy	https://docs.cohere.com/docs/usage-policy
SaaS Agreement	https://cohere.com/saas-agreement
Command R+	https://github.com/spacehendrix/universal-intelligence/blob/main/models/cohere/command-r-plus
here	https://docs.cohere.com/changelog/command-gets-refreshed
Usage Policy	https://docs.cohere.com/docs/usage-policy
SaaS Agreement	https://cohere.com/saas-agreement
Usage Policy	https://docs.cohere.com/docs/usage-policy
SaaS Agreement	https://cohere.com/saas-agreement
the DeepSeek-V3 repo	https://github.com/deepseek-ai/DeepSeek-V3
launch announcement	https://api-docs.deepseek.com/news/news1226
DeepSeek V3	https://github.com/spacehendrix/universal-intelligence/blob/main/deepseek/deepseek-chat-v3
DeepSeek V3	https://github.com/spacehendrix/universal-intelligence/blob/main/deepseek/deepseek-chat-v3
the DeepSeek-V3 repo	https://github.com/deepseek-ai/DeepSeek-V3
launch announcement	https://api-docs.deepseek.com/news/news1226
DeepSeek-Prover-V1.5	https://huggingface.co/deepseek-ai/DeepSeek-Prover-V1.5-RL
DeepSeek-Prover-V1.5	https://huggingface.co/deepseek-ai/DeepSeek-Prover-V1.5-RL
OpenAI o1	https://github.com/spacehendrix/universal-intelligence/blob/main/openai/o1
technical report	https://api-docs.deepseek.com/news/news250120
Llama-3.3-70B-Instruct	https://github.com/spacehendrix/universal-intelligence/blob/main/meta-llama/llama-3.3-70b-instruct
DeepSeek R1	https://github.com/spacehendrix/universal-intelligence/blob/main/deepseek/deepseek-r1
Llama-3.3-70B-Instruct	https://github.com/spacehendrix/universal-intelligence/blob/main/meta-llama/llama-3.3-70b-instruct
DeepSeek R1	https://github.com/spacehendrix/universal-intelligence/blob/main/deepseek/deepseek-r1
Llama-3.1-8B-Instruct	https://github.com/spacehendrix/universal-intelligence/blob/main/meta-llama/llama-3.1-8b-instruct
DeepSeek R1	https://github.com/spacehendrix/universal-intelligence/blob/main/deepseek/deepseek-r1
Llama-3.1-8B	https://huggingface.co/meta-llama/Llama-3.1-8B
DeepSeek-R1-Distill-Llama-8B	https://huggingface.co/deepseek-ai/DeepSeek-R1-Distill-Llama-8B
Qwen 2.5 Math 1.5B	https://huggingface.co/Qwen/Qwen2.5-Math-1.5B
DeepSeek R1	https://github.com/spacehendrix/universal-intelligence/blob/main/deepseek/deepseek-r1
GPT 4o 0513	https://github.com/spacehendrix/universal-intelligence/blob/main/openai/gpt-4o-2024-05-13
Qwen 2.5 14B	https://huggingface.co/deepseek-ai/DeepSeek-R1-Distill-Qwen-14B
DeepSeek R1	https://github.com/spacehendrix/universal-intelligence/blob/main/deepseek/deepseek-r1
Qwen 2.5 14B	https://huggingface.co/deepseek-ai/DeepSeek-R1-Distill-Qwen-14B
DeepSeek R1	https://github.com/spacehendrix/universal-intelligence/blob/main/deepseek/deepseek-r1
Qwen 2.5 32B	https://huggingface.co/Qwen/Qwen2.5-32B
DeepSeek R1	https://github.com/spacehendrix/universal-intelligence/blob/main/deepseek/deepseek-r1
Qwen 2.5 32B	https://huggingface.co/Qwen/Qwen2.5-32B
DeepSeek R1	https://github.com/spacehendrix/universal-intelligence/blob/main/deepseek/deepseek-r1
DeepSeek R1	https://github.com/spacehendrix/universal-intelligence/blob/main/deepseek/deepseek-r1
OpenAI o1	https://github.com/spacehendrix/universal-intelligence/blob/main/openai/o1
technical report	https://api-docs.deepseek.com/news/news250120
DeepSeek V3	https://github.com/spacehendrix/universal-intelligence/blob/main/deepseek/deepseek-chat-v3
Llama-3.3-70B-Instruct	https://openrouter.ai/meta-llama/llama-3.3-70b-instruct
Gemini Flash 1.5	https://github.com/spacehendrix/universal-intelligence/blob/main/google/gemini-flash-1.5
Gemini Pro 1.5	https://github.com/spacehendrix/universal-intelligence/blob/main/google/gemini-pro-1.5
Gemini Flash 1.5	https://github.com/spacehendrix/universal-intelligence/blob/main/google/gemini-flash-1.5
Gemini Pro 1.5	https://github.com/spacehendrix/universal-intelligence/blob/main/google/gemini-pro-1.5
Gemini Flash 1.5	https://github.com/spacehendrix/universal-intelligence/blob/main/google/gemini-flash-1.5
Gemini Pro 1.5	https://github.com/spacehendrix/universal-intelligence/blob/main/google/gemini-pro-1.5
https://openrouter.ai/docs/use-cases/reasoning-tokens#max-tokens-for-reasoning	https://openrouter.ai/docs/use-cases/reasoning-tokens#max-tokens-for-reasoning
https://openrouter.ai/docs/use-cases/reasoning-tokens#max-tokens-for-reasoning	https://openrouter.ai/docs/use-cases/reasoning-tokens#max-tokens-for-reasoning
Gemini Terms of Use	https://ai.google.dev/terms
Click here to learn more about this model	https://developers.googleblog.com/en/gemini-15-flash-8b-is-now-generally-available-for-use/
Gemini Terms of Use	https://ai.google.dev/terms
Gemini Terms of Use	https://ai.google.dev/terms
Gemini models	https://github.com/spacehendrix/universal-intelligence/blob/main/models?q=gemini
launch announcement	https://blog.google/technology/developers/google-gemma-2/
Gemma Terms of Use	https://ai.google.dev/gemma/terms
launch announcement	https://blog.google/technology/developers/google-gemma-2/
Gemma Terms of Use	https://ai.google.dev/gemma/terms
launch announcement	https://blog.google/technology/developers/google-gemma-2/
Gemma Terms of Use	https://ai.google.dev/gemma/terms
Gemma 3 27B	https://github.com/spacehendrix/universal-intelligence/blob/main/google/gemma-3-27b-it
Gemma 3 27B	https://github.com/spacehendrix/universal-intelligence/blob/main/google/gemma-3-27b-it
Gemma 3 4B	https://github.com/spacehendrix/universal-intelligence/blob/main/google/gemma-3-4b-it
Gemma 2	https://github.com/spacehendrix/universal-intelligence/blob/main/google/gemma-2-27b-it
Gemma 2	https://github.com/spacehendrix/universal-intelligence/blob/main/google/gemma-2-27b-it
Gemini 1.5 Pro	https://github.com/spacehendrix/universal-intelligence/blob/main/google/gemini-pro-1.5
blog post here	https://www.inceptionlabs.ai/introducing-mercury
Model Stock	https://arxiv.org/abs/2403.19522
anthracite-org/magnum-v4-12b	https://openrouter.ai/anthracite-org/magnum-v4-72b
Pi	https://pi.ai
Inflect 3 Pi	https://github.com/spacehendrix/universal-intelligence/blob/main/inflection/inflection-3-pi
Inflection's announcement	https://inflection.ai/blog/enterprise
jondurbin/airoboros-l2-70b	https://huggingface.co/jondurbin/airoboros-l2-70b-2.2.1
launch announcement	https://www.liquid.ai/liquid-foundation-models
launch announcement	https://www.liquid.ai/liquid-foundation-models
launch announcement	https://www.liquid.ai/lfm-7b
click here	https://ai.meta.com/blog/meta-llama-3/
Meta's Acceptable Use Policy	https://llama.meta.com/llama3/use-policy/
click here	https://ai.meta.com/blog/meta-llama-3/
Meta's Acceptable Use Policy	https://llama.meta.com/llama3/use-policy/
click here	https://ai.meta.com/blog/meta-llama-3/
Meta's Acceptable Use Policy	https://llama.meta.com/llama3/use-policy/
click here	https://ai.meta.com/blog/meta-llama-3-1/
Meta's Acceptable Use Policy	https://llama.meta.com/llama3/use-policy/
click here	https://ai.meta.com/blog/meta-llama-3/
Meta's Acceptable Use Policy	https://llama.meta.com/llama3/use-policy/
click here	https://ai.meta.com/blog/meta-llama-3-1/
Meta's Acceptable Use Policy	https://llama.meta.com/llama3/use-policy/
click here	https://ai.meta.com/blog/meta-llama-3-1/
Meta's Acceptable Use Policy	https://llama.meta.com/llama3/use-policy/
click here	https://ai.meta.com/blog/meta-llama-3-1/
Meta's Acceptable Use Policy	https://llama.meta.com/llama3/use-policy/
original model card	https://github.com/meta-llama/llama-models/blob/main/models/llama3_2/MODEL_CARD.md
Meta's Acceptable Use Policy	https://www.llama.com/llama3/use-policy/
original model card	https://github.com/meta-llama/llama-models/blob/main/models/llama3_2/MODEL_CARD.md
Meta's Acceptable Use Policy	https://www.llama.com/llama3/use-policy/
original model card	https://github.com/meta-llama/llama-models/blob/main/models/llama3_2/MODEL_CARD.md
Meta's Acceptable Use Policy	https://www.llama.com/llama3/use-policy/
original model card	https://github.com/meta-llama/llama-models/blob/main/models/llama3_2/MODEL_CARD.md
Meta's Acceptable Use Policy	https://www.llama.com/llama3/use-policy/
Model Card	https://github.com/meta-llama/llama-models/blob/main/models/llama3_3/MODEL_CARD.md
Model Card	https://github.com/meta-llama/llama-models/blob/main/models/llama3_3/MODEL_CARD.md
LlamaGuard 1	https://huggingface.co/meta-llama/LlamaGuard-7b
click here	https://ai.meta.com/blog/meta-llama-3/
Meta's Acceptable Use Policy	https://llama.meta.com/llama3/use-policy/
Phi-3 Medium 4K	https://github.com/spacehendrix/universal-intelligence/blob/main/models/microsoft/phi-3-medium-4k-instruct
Phi-3 Mini	https://github.com/spacehendrix/universal-intelligence/blob/main/models/microsoft/phi-3-mini-128k-instruct
Microsoft Research	https://github.com/spacehendrix/universal-intelligence/blob/main/microsoft
Phi-4 Technical Report	https://arxiv.org/pdf/2412.08905
Phi-4 Multimodal blog post	https://azure.microsoft.com/en-us/blog/empowering-innovation-the-next-generation-of-the-phi-family/
Mixtral 8x22B	https://github.com/spacehendrix/universal-intelligence/blob/main/models/mistralai/mixtral-8x22b
click here	https://wizardlm.github.io/WizardLM2/
Mistral	https://github.com/spacehendrix/universal-intelligence/blob/main/mistralai
https://mistral.ai/news/codestral-2501/	https://mistral.ai/news/codestral-2501/
Mistral 7B Instruct	https://github.com/spacehendrix/universal-intelligence/blob/main/modelsmistralai/mistral-7b-instruct-v0.1
Mistral 7B Instruct v0.2	https://github.com/spacehendrix/universal-intelligence/blob/main/models/mistralai/mistral-7b-instruct-v0.2
here	https://mistral.ai/news/mistral-large-2407/
here	https://mistral.ai/news/mistral-large-2407/
Mistral Large 2	https://github.com/spacehendrix/universal-intelligence/blob/main/mistralai/mistral-large
Pixtral Large 2411	https://github.com/spacehendrix/universal-intelligence/blob/main/mistralai/pixtral-large-2411
Mistral Large 24.07	https://github.com/spacehendrix/universal-intelligence/blob/main/mistralai/mistral-large-2407
here	https://mistral.ai/en/news/mistral-saba
Read the blog post about the model here.	https://mistral.ai/news/mistral-small-3/
Read the blog post about the model here.	https://mistral.ai/news/mistral-small-3/
Ministral 8B	https://github.com/spacehendrix/universal-intelligence/blob/main/mistral/ministral-8b
Mistral 7B	https://github.com/spacehendrix/universal-intelligence/blob/main/models/mistralai/mistral-7b-instruct-v0.1
Mixtral 8x22B	https://github.com/spacehendrix/universal-intelligence/blob/main/models/mistralai/mixtral-8x22b
here	https://mistral.ai/news/mixtral-8x22b/
Meta's Acceptable Use Policy	https://llama.meta.com/llama3/use-policy/
Meta's Acceptable Use Policy	https://llama.meta.com/llama3/use-policy/
Meta's Acceptable Use Policy	https://llama.meta.com/llama3/use-policy/
Llama 3.1 70B	https://github.com/spacehendrix/universal-intelligence/blob/main/meta-llama/llama-3.1-70b-instruct
Meta's Acceptable Use Policy	https://llama.meta.com/llama3/use-policy/
Llama 3.1 8B	https://github.com/spacehendrix/universal-intelligence/blob/main/models/meta-llama/llama-3.1-8b-instruct
Meta's Acceptable Use Policy	https://llama.meta.com/llama3/use-policy/
HuggingFace page	https://huggingface.co/nothingiisreal/MN-12B-Celeste-V1.9
Hermes 2	https://github.com/spacehendrix/universal-intelligence/blob/main/models/nousresearch/nous-hermes-2-mistral-7b-dpo
Llama-3.1 70B foundation model	https://github.com/spacehendrix/universal-intelligence/blob/main/models/meta-llama/llama-3.1-70b-instruct
Mixtral 8x7B MoE LLM	https://github.com/spacehendrix/universal-intelligence/blob/main/models/mistralai/mixtral-8x7b
GPT-4	https://github.com/spacehendrix/universal-intelligence/blob/main/models/openai/gpt-4
Llama 3.1 70B	https://github.com/spacehendrix/universal-intelligence/blob/main/models/meta-llama/llama-3.1-70b-instruct
Meta's Acceptable Use Policy	https://www.llama.com/llama3/use-policy/
Usage Recommendations	https://huggingface.co/nvidia/Llama-3_1-Nemotron-Ultra-253B-v1#quick-start-and-usage-recommendations
Usage Recommendations	https://huggingface.co/nvidia/Llama-3_1-Nemotron-Ultra-253B-v1#quick-start-and-usage-recommendations
Usage Recommendations	https://huggingface.co/nvidia/Llama-3_1-Nemotron-Ultra-253B-v1#quick-start-and-usage-recommendations
GPT-4o	https://github.com/spacehendrix/universal-intelligence/blob/main/models/openai/gpt-4o
blog post here.	https://openai.com/index/introducing-gpt-4-5/
GPT-4 Turbo	https://github.com/spacehendrix/universal-intelligence/blob/main/models/openai/gpt-4-turbo
'im-also-a-good-gpt2-chatbot'	https://twitter.com/LiamFedus/status/1790064963966370209
GPT-4 Turbo	https://github.com/spacehendrix/universal-intelligence/blob/main/models/openai/gpt-4-turbo
'im-also-a-good-gpt2-chatbot'	https://twitter.com/LiamFedus/status/1790064963966370209
here	https://openai.com/index/introducing-structured-outputs-in-the-api/
GPT-4 Turbo	https://github.com/spacehendrix/universal-intelligence/blob/main/models/openai/gpt-4-turbo
'im-also-a-good-gpt2-chatbot'	https://twitter.com/LiamFedus/status/1790064963966370209
GPT-4 Turbo	https://github.com/spacehendrix/universal-intelligence/blob/main/models/openai/gpt-4-turbo
GPT-4 Omni	https://github.com/spacehendrix/universal-intelligence/blob/main/models/openai/gpt-4o
GPT-3.5 Turbo	https://github.com/spacehendrix/universal-intelligence/blob/main/models/openai/gpt-3.5-turbo
common leaderboards	https://arena.lmsys.org/
launch announcement	https://openai.com/index/gpt-4o-mini-advancing-cost-efficient-intelligence/
GPT-4 Omni	https://github.com/spacehendrix/universal-intelligence/blob/main/models/openai/gpt-4o
GPT-3.5 Turbo	https://github.com/spacehendrix/universal-intelligence/blob/main/models/openai/gpt-3.5-turbo
common leaderboards	https://arena.lmsys.org/
launch announcement	https://openai.com/index/gpt-4o-mini-advancing-cost-efficient-intelligence/
GPT-4 Turbo	https://github.com/spacehendrix/universal-intelligence/blob/main/models/openai/gpt-4-turbo
'im-also-a-good-gpt2-chatbot'	https://twitter.com/LiamFedus/status/1790064963966370209
launch announcement	https://openai.com/o1
launch announcement	https://openai.com/o1
launch announcement	https://openai.com/o1
launch announcement	https://openai.com/o1
launch announcement	https://openai.com/o1
https://openrouter.ai/settings/integrations	https://openrouter.ai/settings/integrations
o3-mini	https://github.com/spacehendrix/universal-intelligence/blob/main/openai/o3-mini
o4-mini	https://github.com/spacehendrix/universal-intelligence/blob/main/openai/o4-mini
Activity	https://github.com/spacehendrix/universal-intelligence/blob/main/activity
Not Diamond	https://docs.notdiamond.ai/docs/how-not-diamond-works
docs	https://github.com/spacehendrix/universal-intelligence/blob/main/docs/model-routing
openai/gpt-4o-2024-08-06	https://github.com/spacehendrix/universal-intelligence/blob/main/openai/gpt-4o-2024-08-06
openai/gpt-4o-2024-05-13	https://github.com/spacehendrix/universal-intelligence/blob/main/openai/gpt-4o-2024-05-13
openai/gpt-4o-mini-2024-07-18	https://github.com/spacehendrix/universal-intelligence/blob/main/openai/gpt-4o-mini-2024-07-18
openai/chatgpt-4o-latest	https://github.com/spacehendrix/universal-intelligence/blob/main/openai/chatgpt-4o-latest
openai/o1-preview-2024-09-12	https://github.com/spacehendrix/universal-intelligence/blob/main/openai/o1-preview-2024-09-12
openai/o1-mini-2024-09-12	https://github.com/spacehendrix/universal-intelligence/blob/main/openai/o1-mini-2024-09-12
anthropic/claude-3.5-sonnet	https://github.com/spacehendrix/universal-intelligence/blob/main/anthropic/claude-3.5-sonnet
anthropic/claude-3.5-haiku	https://github.com/spacehendrix/universal-intelligence/blob/main/anthropic/claude-3.5-haiku
anthropic/claude-3-opus	https://github.com/spacehendrix/universal-intelligence/blob/main/anthropic/claude-3-opus
anthropic/claude-2.1	https://github.com/spacehendrix/universal-intelligence/blob/main/anthropic/claude-2.1
google/gemini-pro-1.5	https://github.com/spacehendrix/universal-intelligence/blob/main/google/gemini-pro-1.5
google/gemini-flash-1.5	https://github.com/spacehendrix/universal-intelligence/blob/main/google/gemini-flash-1.5
mistralai/mistral-large-2407	https://github.com/spacehendrix/universal-intelligence/blob/main/mistralai/mistral-large-2407
mistralai/mistral-nemo	https://github.com/spacehendrix/universal-intelligence/blob/main/mistralai/mistral-nemo
deepseek/deepseek-r1	https://github.com/spacehendrix/universal-intelligence/blob/main/deepseek/deepseek-r1
meta-llama/llama-3.1-70b-instruct	https://github.com/spacehendrix/universal-intelligence/blob/main/meta-llama/llama-3.1-70b-instruct
meta-llama/llama-3.1-405b-instruct	https://github.com/spacehendrix/universal-intelligence/blob/main/meta-llama/llama-3.1-405b-instruct
mistralai/mixtral-8x22b-instruct	https://github.com/spacehendrix/universal-intelligence/blob/main/mistralai/mixtral-8x22b-instruct
cohere/command-r-plus	https://github.com/spacehendrix/universal-intelligence/blob/main/cohere/command-r-plus
cohere/command-r	https://github.com/spacehendrix/universal-intelligence/blob/main/cohere/command-r
offline chat model	https://github.com/spacehendrix/universal-intelligence/blob/main/models/perplexity/llama-3.1-sonar-large-128k-chat
offline chat model	https://github.com/spacehendrix/universal-intelligence/blob/main/models/perplexity/llama-3.1-sonar-small-128k-chat
Evaluation Results	https://cdn-uploads.huggingface.co/production/uploads/675c8332d01f593dc90817f5/GiN2VqC5hawUgAGJ6oHla.png
Reasoning Performance	https://cdn-uploads.huggingface.co/production/uploads/675c8332d01f593dc90817f5/n4Z9Byqp2S7sKUvCvI40R.png
Blog Post	https://perplexity.ai/hub/blog/open-sourcing-r1-1776
Source	https://docs.perplexity.ai/guides/pricing#detailed-pricing-breakdown-for-sonar-deep-research
details here	https://docs.perplexity.ai/guides/pricing#detailed-pricing-breakdown-for-sonar-reasoning-pro-and-sonar-pro
DeepSeek R1	https://github.com/spacehendrix/universal-intelligence/blob/main/deepseek/deepseek-r1
details here	https://docs.perplexity.ai/guides/pricing#detailed-pricing-breakdown-for-sonar-reasoning-pro-and-sonar-pro
blog post	https://qwenlm.github.io/blog/qwen2/
GitHub repo	https://github.com/QwenLM/Qwen2
Tongyi Qianwen LICENSE AGREEMENT	https://huggingface.co/Qwen/Qwen1.5-110B-Chat/blob/main/LICENSE
Tongyi Qianwen LICENSE AGREEMENT	https://huggingface.co/Qwen/Qwen1.5-110B-Chat/blob/main/LICENSE
Tongyi Qianwen LICENSE AGREEMENT	https://huggingface.co/Qwen/Qwen1.5-110B-Chat/blob/main/LICENSE
Tongyi Qianwen LICENSE AGREEMENT	https://huggingface.co/Qwen/Qwen1.5-110B-Chat/blob/main/LICENSE
Tongyi Qianwen LICENSE AGREEMENT	https://huggingface.co/Qwen/Qwen1.5-110B-Chat/blob/main/LICENSE
Qwen 2.5 Coder's blog	https://qwenlm.github.io/blog/qwen2.5-coder-family/
Qwen 2.5 Coder's blog	https://qwenlm.github.io/blog/qwen2.5-coder-family/
blog post	https://qwenlm.github.io/blog/qwen2-vl/
GitHub repo	https://github.com/QwenLM/Qwen2-VL
Tongyi Qianwen LICENSE AGREEMENT	https://huggingface.co/Qwen/Qwen1.5-110B-Chat/blob/main/LICENSE
blog post	https://qwenlm.github.io/blog/qwen2-vl/
GitHub repo	https://github.com/QwenLM/Qwen2-VL
Tongyi Qianwen LICENSE AGREEMENT	https://huggingface.co/Qwen/Qwen1.5-110B-Chat/blob/main/LICENSE
Qwen models	https://github.com/spacehendrix/universal-intelligence/blob/main/qwen
blog post	https://qwenlm.github.io/blog/qwen2-vl/
GitHub repo	https://github.com/QwenLM/Qwen2-VL
Tongyi Qianwen LICENSE AGREEMENT	https://huggingface.co/Qwen/Qwen1.5-110B-Chat/blob/main/LICENSE
WizardLM-2 8x22B	https://github.com/spacehendrix/universal-intelligence/blob/main/microsoft/wizardlm-2-8x22b
Sao10k	https://ko-fi.com/sao10k
Sao10k	https://huggingface.co/Sao10k
Sao10k	https://ko-fi.com/sao10k
Euryale L3 70B v2.1	https://github.com/spacehendrix/universal-intelligence/blob/main/models/sao10k/l3-euryale-70b
Sao10k	https://ko-fi.com/sao10k
Euryale L3 70B v2.2	https://github.com/spacehendrix/universal-intelligence/blob/main/models/sao10k/l3-euryale-70b
technical report.	https://arxiv.org/abs/2412.13702
technical report.	https://arxiv.org/abs/2412.13702
Wizard Tulu Dolphin 70B	https://huggingface.co/sophosympatheia/Wizard-Tulu-Dolphin-70B-v1.0
HuggingFaceH4/zephyr-7b-beta	https://github.com/spacehendrix/universal-intelligence/blob/main/models/huggingfaceh4/zephyr-7b-beta
Grok 2	https://x.ai/blog/grok-2
	https://github.com/spacehendrix/universal-intelligence#tools-1
	https://github.com/spacehendrix/universal-intelligence#agents-1
	https://github.com/spacehendrix/universal-intelligence#development-1
	https://github.com/spacehendrix/universal-intelligence#project-structure
	https://github.com/spacehendrix/universal-intelligence#creating-new-components
./universal_intelligence/community/models/qwen2_5_7b_instruct/model.py	https://github.com/spacehendrix/universal-intelligence/blob/main/universal_intelligence/community/models/qwen2_5_7b_instruct/model.py
https://huggingface.co	https://huggingface.co
	https://github.com/spacehendrix/universal-intelligence#testing
	https://github.com/spacehendrix/universal-intelligence#running-tests
Hugging Face	https://huggingface.co/docs/hub/en/models-gated
	https://github.com/spacehendrix/universal-intelligence#writing-tests
universal_intelligence/community/models/__utils__/test.py	https://github.com/spacehendrix/universal-intelligence/blob/main/universal_intelligence/community/models/__utils__/test.py
universal_intelligence/community/models/qwen2_5_7b_instruct/test.py	https://github.com/spacehendrix/universal-intelligence/blob/main/universal_intelligence/community/models/qwen2_5_7b_instruct/test.py
universal_intelligence/community/agents/__utils__/test.py	https://github.com/spacehendrix/universal-intelligence/blob/main/universal_intelligence/community/agents/__utils__/test.py
universal_intelligence/community/agents/simple_agent/test.py	https://github.com/spacehendrix/universal-intelligence/blob/main/universal_intelligence/community/agents/simple_agent/test.py
universal_intelligence/community/tools/__utils__/test.py	https://github.com/spacehendrix/universal-intelligence/blob/main/universal_intelligence/community/tools/__utils__/test.py
universal_intelligence/community/tools/simple_printer/test.py	https://github.com/spacehendrix/universal-intelligence/blob/main/universal_intelligence/community/tools/simple_printer/test.py
	https://github.com/spacehendrix/universal-intelligence#linting
	https://github.com/spacehendrix/universal-intelligence#cross-platform-support
	https://camo.githubusercontent.com/dc9377f4bfd7c9032b08a58a61706c8018dc126af835621ad949396dc7cdccf2/68747470733a2f2f666173706c6e6c65707575756d666a6f637273752e73757061626173652e636f2f73746f726167652f76312f6f626a6563742f7075626c69632f7765622d6173736574732f2f69636f6e73382d707974686f6e2d31362e706e67
	https://camo.githubusercontent.com/9a432eb69e1c2985134de12be48c2bba8a7eb592998fd1a12d0f7d59b2c025d3/68747470733a2f2f666173706c6e6c65707575756d666a6f637273752e73757061626173652e636f2f73746f726167652f76312f6f626a6563742f7075626c69632f7765622d6173736574732f2f69636f6e73382d6a6176617363726970742d31362e706e67
	https://camo.githubusercontent.com/dc9377f4bfd7c9032b08a58a61706c8018dc126af835621ad949396dc7cdccf2/68747470733a2f2f666173706c6e6c65707575756d666a6f637273752e73757061626173652e636f2f73746f726167652f76312f6f626a6563742f7075626c69632f7765622d6173736574732f2f69636f6e73382d707974686f6e2d31362e706e67
How to use natively with python (cloud, desktop)	https://github.com/spacehendrix/universal-intelligence/blob/main/README.md
	https://camo.githubusercontent.com/9a432eb69e1c2985134de12be48c2bba8a7eb592998fd1a12d0f7d59b2c025d3/68747470733a2f2f666173706c6e6c65707575756d666a6f637273752e73757061626173652e636f2f73746f726167652f76312f6f626a6563742f7075626c69632f7765622d6173736574732f2f69636f6e73382d6a6176617363726970742d31362e706e67
How to use on the web, or in web-native apps, with javascript/typescript (cloud, desktop, web, mobile)	https://github.com/spacehendrix/universal-intelligence/blob/main/README_WEB.md
	https://github.com/spacehendrix/universal-intelligence#thanks
Hugging Face	https://huggingface.co
transformers	https://github.com/huggingface/transformers
llama.cpp	https://github.com/ggml-org/llama.cpp
mlx-lm	https://github.com/ml-explore/mlx-lm
web-llm	https://github.com/mlc-ai/web-llm
openrouter	https://openrouter.ai
	https://github.com/spacehendrix/universal-intelligence#support
Community Components	https://pypi.org/project/universal-intelligence/
Community Components	https://github.com/spacehendrix/universal-intelligence/blob/main/universal_intelligence/community/
	https://github.com/spacehendrix/universal-intelligence#license
spacehendrix	https://spacehendrix.com
javascript	https://github.com/topics/javascript
python	https://github.com/topics/python
typescript	https://github.com/topics/typescript
mcp	https://github.com/topics/mcp
transformers	https://github.com/topics/transformers
artificial-intelligence	https://github.com/topics/artificial-intelligence
language-model	https://github.com/topics/language-model
mlx	https://github.com/topics/mlx
ai-agents	https://github.com/topics/ai-agents
uin	https://github.com/topics/uin
agent-framework	https://github.com/topics/agent-framework
ai-models	https://github.com/topics/ai-models
ai-tools	https://github.com/topics/ai-tools
llm	https://github.com/topics/llm
llama-cpp	https://github.com/topics/llama-cpp
agentic	https://github.com/topics/agentic
web-llm	https://github.com/topics/web-llm
agentic-framework	https://github.com/topics/agentic-framework
agentic-workflow	https://github.com/topics/agentic-workflow
universal-intelligence	https://github.com/topics/universal-intelligence
Readme	https://github.com/spacehendrix/universal-intelligence#readme-ov-file
Apache-2.0 license	https://github.com/spacehendrix/universal-intelligence#Apache-2.0-1-ov-file
Code of conduct	https://github.com/spacehendrix/universal-intelligence#coc-ov-file
Security policy	https://github.com/spacehendrix/universal-intelligence#security-ov-file
Please reload this page	https://github.com/spacehendrix/universal-intelligence
Activity	https://github.com/spacehendrix/universal-intelligence/activity
8 forks	https://github.com/spacehendrix/universal-intelligence/forks
Report repository	https://github.com/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2Fspacehendrix%2Funiversal-intelligence&report=spacehendrix+%28user%29
Releases 4	https://github.com/spacehendrix/universal-intelligence/releases
v1.2.0 Latest Jun 4, 2025	https://github.com/spacehendrix/universal-intelligence/releases/tag/v1.2.0
+ 3 releases	https://github.com/spacehendrix/universal-intelligence/releases
Packages 0	https://github.com/users/spacehendrix/packages?repo_name=universal-intelligence
Please reload this page	https://github.com/spacehendrix/universal-intelligence
Please reload this page	https://github.com/spacehendrix/universal-intelligence
Contributors	https://github.com/spacehendrix/universal-intelligence/graphs/contributors
Please reload this page	https://github.com/spacehendrix/universal-intelligence
Python 56.9%	https://github.com/spacehendrix/universal-intelligence/search?l=python
TypeScript 42.5%	https://github.com/spacehendrix/universal-intelligence/search?l=typescript
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Terms	https://docs.github.com/site-policy/github-terms/github-terms-of-service
Privacy	https://docs.github.com/site-policy/privacy-policies/github-privacy-statement
Security	https://github.com/security
Status	https://www.githubstatus.com/
Community	https://github.community/
Docs	https://docs.github.com/
Contact	https://support.github.com?tags=dotcom-footer

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