Generative AI Stack - Revision history

BPeat at 15:19, 28 May 2025

2025-05-28T15:19:59Z

BPeat at 17:09, 16 January 2025

2025-01-16T17:09:49Z

BPeat at 16:05, 16 January 2025

2025-01-16T16:05:48Z

BPeat at 14:00, 3 March 2024

2024-03-03T14:00:44Z

BPeat: /* The New Infrastructure Stack for Generative AI */

2023-09-19T00:23:16Z

‎The New Infrastructure Stack for Generative AI

BPeat: /* The Missing Link in Generative AI */

2023-09-19T00:16:25Z

‎The Missing Link in Generative AI

BPeat: /* The Missing Link in Generative AI */

2023-09-18T23:58:39Z

‎The Missing Link in Generative AI

BPeat: /* The Missing Link in Generative AI */

2023-09-18T23:55:09Z

‎The Missing Link in Generative AI

BPeat: /* The Missing Link in Generative AI */

2023-09-18T23:54:51Z

‎The Missing Link in Generative AI

BPeat: /* The Missing Link in Generative AI */

2023-09-18T23:52:52Z

‎The Missing Link in Generative AI

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 |title=PRIMO.ai
 |titlemode=append
-|keywords=ChatGPT, artificial, intelligence, machine, learning, GPT-4, GPT-5, NLP, NLG, NLC, NLU, models, data, singularity, moonshot, Sentience, AGI, Emergence, Moonshot, Explainable, TensorFlow, Google, Nvidia, Microsoft, Azure, Amazon, AWS, Hugging Face, OpenAI, Tensorflow, OpenAI, Google, Nvidia, Microsoft, Azure, Amazon, AWS, Meta, LLM, metaverse, assistants, agents, digital twin, IoT, Transhumanism, Immersive Reality, Generative AI, Conversational AI, Perplexity, Bing, You, Bard, Ernie, prompt Engineering LangChain, Video/Image, Vision, End-to-End Speech, Synthesize Speech, Speech Recognition, Stanford, MIT |description=Helpful resources for your journey with artificial intelligence; videos, articles, techniques, courses, profiles, and tools
+|keywords=ChatGPT, artificial, intelligence, machine, learning, NLP, NLG, NLC, NLU, models, data, singularity, moonshot, Sentience, AGI, Emergence, Moonshot, Explainable, TensorFlow, Google, Nvidia, Microsoft, Azure, Amazon, AWS, Hugging Face, OpenAI, Tensorflow, OpenAI, Google, Nvidia, Microsoft, Azure, Amazon, AWS, Meta, LLM, metaverse, assistants, agents, digital twin, IoT, Transhumanism, Immersive Reality, Generative AI, Conversational AI, Perplexity, Bing, You, Bard, Ernie, prompt Engineering LangChain, Video/Image, Vision, End-to-End Speech, Synthesize Speech, Speech Recognition, Stanford, MIT |description=Helpful resources for your journey with artificial intelligence; videos, articles, techniques, courses, profiles, and tools
 <!-- Google tag (gtag.js) -->
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 * [[Architectures]] for AI ... [[Generative AI Stack]] ... [[Enterprise Architecture (EA)]] ... [[Enterprise Portfolio Management (EPM)]] ... [[Architecture and Interior Design]]
 * [[What is Artificial Intelligence (AI)? | Artificial Intelligence (AI)]] ... [[Generative AI]] ... [[Machine Learning (ML)]] ... [[Deep Learning]] ... [[Neural Network]] ... [[Reinforcement Learning (RL)|Reinforcement]] ... [[Learning Techniques]]
-* [[Large Language Model (LLM)]] ... [[Large Language Model (LLM)#Multimodal|Multimodal]] ... [[Foundation Models (FM)]] ... [[Generative Pre-trained Transformer (GPT)|Generative Pre-trained]] ... [[Transformer]] ... [[GPT-4]] ... [[GPT-5]] ... [[Attention]] ... [[Generative Adversarial Network (GAN)|GAN]] ... [[Bidirectional Encoder Representations from Transformers (BERT)|BERT]]
+* [[Large Language Model (LLM)]] ... [[Large Language Model (LLM)#Multimodal|Multimodal]] ... [[Foundation Models (FM)]] ... [[Generative Pre-trained Transformer (GPT)|Generative Pre-trained]] ... [[Transformer]] ... [[Attention]] ... [[Generative Adversarial Network (GAN)|GAN]] ... [[Bidirectional Encoder Representations from Transformers (BERT)|BERT]]
 * [https://menlovc.com/perspective/the-modern-ai-stack-design-principles-for-the-future-of-enterprise-ai-architectures/  The Modern AI Stack: Design Principles for the Future of Enterprise AI Architectures - Menlo Ventures]

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 * [[Architectures]] for AI ... [[Generative AI Stack]] ... [[Enterprise Architecture (EA)]] ... [[Enterprise Portfolio Management (EPM)]] ... [[Architecture and Interior Design]]
 * [[Large Language Model (LLM)]] ... [[Large Language Model (LLM)#Multimodal|Multimodal]] ... [[Foundation Models (FM)]] ... [[Generative Pre-trained Transformer (GPT)|Generative Pre-trained]] ... [[Transformer]] ... [[GPT-4]] ... [[GPT-5]] ... [[Attention]] ... [[Generative Adversarial Network (GAN)|GAN]] ... [[Bidirectional Encoder Representations from Transformers (BERT)|BERT]]
 * [https://menlovc.com/perspective/the-modern-ai-stack-design-principles-for-the-future-of-enterprise-ai-architectures/  The Modern AI Stack: Design Principles for the Future of Enterprise AI Architectures - Menlo Ventures]

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 * [[Architectures]] for AI ... [[Generative AI Stack]] ... [[Enterprise Architecture (EA)]] ... [[Enterprise Portfolio Management (EPM)]] ... [[Architecture and Interior Design]]
 * [[Large Language Model (LLM)]] ... [[Large Language Model (LLM)#Multimodal|Multimodal]] ... [[Foundation Models (FM)]] ... [[Generative Pre-trained Transformer (GPT)|Generative Pre-trained]] ... [[Transformer]] ... [[GPT-4]] ... [[GPT-5]] ... [[Attention]] ... [[Generative Adversarial Network (GAN)|GAN]] ... [[Bidirectional Encoder Representations from Transformers (BERT)|BERT]]
 <i>Excerpt from...</i> [https://a16z.com/2023/06/20/emerging-architectures-for-llm-applications/ Emerging Architectures for LLM Applications | Matt Bornstein & Rajko Radovanovic - andreessen horowitz] ... Large language models are a powerful new primitive for building software. But since they are so new—and behave so differently from normal computing resources—it’s not always obvious how to use them. At a very high level, the workflow can be divided into three stages:

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 *** [[Hugging Face]]
 ** <b>Vector database</b>
-*** [[Database#Pinecone|Pinecone]]  ... provide long-term memory for storing and query vector [[embedding]]s, a type of data that represents semantic information
+*** [[Database#Pinecone|Pinecone]]  ... provide long-term [[memory]] for storing and query vector [[embedding]]s, a type of data that represents semantic information
 *** [https://weaviate.io/ Weaviate] ... open source vector database that allows storing and retrieving data objects based on their semantic properties by indexing them with vectors
-*** [https://pypi.org/project/chromadb/ ChromaDB] ... the open-source [[embedding]] database, build Python or JavaScript LLM apps with memory
+*** [https://pypi.org/project/chromadb/ ChromaDB] ... the open-source [[embedding]] database, build Python or JavaScript LLM apps with [[memory]]

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 = The New Infrastructure Stack for Generative AI =
-* [https://medium.com/cowboy-ventures/the-new-infra-stack-for-generative-ai-9db8f294dc3f The New Infrastructure Stack for Generative AI | Cowboy Ventures - Medium]
+* [https://medium.com/cowboy-ventures/the-new-infra-stack-for-generative-ai-9db8f294dc3f The New Infrastructure Stack for Generative AI | Matt Lu & Amanda Robs - Cowboy Ventures - Medium]
 <center><img src="https://miro.medium.com/v2/resize:fit:828/format:webp/1*Wx3APBj_i6P385EMmY4_Mg.png" width="1000"><br>'https://miro.medium.com/v2/resize:fit:828/format:webp/1*Wx3APBj_i6P385EMmY4_Mg.png'</center>

← Older revision		Revision as of 00:16, 19 September 2023
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	<center><img src="https://global-uploads.webflow.com/5e069c660d37a18c17207c29/6488b386000b9dfa5245ddf3_the-new-generative-ai-stack-1.png" width="1000"><br>'https://global-uploads.webflow.com/5e069c660d37a18c17207c29/6488b386000b9dfa5245ddf3_the-new-generative-ai-stack-1.png'</center>		<center><img src="https://global-uploads.webflow.com/5e069c660d37a18c17207c29/6488b386000b9dfa5245ddf3_the-new-generative-ai-stack-1.png" width="1000"><br>'https://global-uploads.webflow.com/5e069c660d37a18c17207c29/6488b386000b9dfa5245ddf3_the-new-generative-ai-stack-1.png'</center>
		+
		+	= The New Infrastructure Stack for Generative AI =
		+	* [https://medium.com/cowboy-ventures/the-new-infra-stack-for-generative-ai-9db8f294dc3f The New Infrastructure Stack for Generative AI \| Cowboy Ventures - Medium]
		+
		+	<center><img src="https://miro.medium.com/v2/resize:fit:828/format:webp/1Wx3APBj_i6P385EMmY4_Mg.png" width="1000"><br>'https://miro.medium.com/v2/resize:fit:828/format:webp/1Wx3APBj_i6P385EMmY4_Mg.png'</center>

← Older revision		Revision as of 23:58, 18 September 2023
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	<center><img src="https://miro.medium.com/v2/resize:fit:828/format:webp/1HGK_A6g9EuQqQENdPP_e_g.jpeg" width="1000"><br>'https://miro.medium.com/v2/resize:fit:828/format:webp/1HGK_A6g9EuQqQENdPP_e_g.jpeg'</center>		<center><img src="https://miro.medium.com/v2/resize:fit:828/format:webp/1HGK_A6g9EuQqQENdPP_e_g.jpeg" width="1000"><br>'https://miro.medium.com/v2/resize:fit:828/format:webp/1HGK_A6g9EuQqQENdPP_e_g.jpeg'</center>

		+
		+
		+	= Analyzing Layers and Players =
		+	* [https://www.linkedin.com/pulse/winning-generative-ai-stack-analyzing-layers-players-rise-ben-zur/ Winning in the Generative AI Stack: Analyzing Layers and Players, Including the Rise of E2E AI Applications \| Liat Ben-Zur - LinkedIn]
		+
		+	<center><img src="https://media.licdn.com/dms/image/D5612AQHe75n0tww_eA/article-cover_image-shrink_600_2000/0/1677813607702?e=1700697600&v=beta&t=WQtreRkX1abXMbXXf5To_45ij8Rj1OKqm5JHzEHEZCA" width="1000"><br>'https://media.licdn.com/dms/image/D5612AQHe75n0tww_eA/article-cover_image-shrink_600_2000/0/1677813607702?e=1700697600&v=beta&t=WQtreRkX1abXMbXXf5To_45ij8Rj1OKqm5JHzEHEZCA'</center>

	= The Missing Link in Generative AI =		= The Missing Link in Generative AI =

← Older revision		Revision as of 23:55, 18 September 2023
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	* [https://www.fiddler.ai/blog/the-missing-link-in-generative-ai The Missing Link in Generative AI \| A. Paka, K. Gade & K. Kenthapadi - Fiddler]		* [https://www.fiddler.ai/blog/the-missing-link-in-generative-ai The Missing Link in Generative AI \| A. Paka, K. Gade & K. Kenthapadi - Fiddler]

−	<center><img src="https://global-uploads.webflow.com/5e069c660d37a18c17207c29/6488b386000b9dfa5245ddf3_the-new-generative-ai-stack-1.png" width="~~800~~"><br>'https://global-uploads.webflow.com/5e069c660d37a18c17207c29/6488b386000b9dfa5245ddf3_the-new-generative-ai-stack-1.png'</center>	+	<center><img src="https://global-uploads.webflow.com/5e069c660d37a18c17207c29/6488b386000b9dfa5245ddf3_the-new-generative-ai-stack-1.png" width="1000"><br>'https://global-uploads.webflow.com/5e069c660d37a18c17207c29/6488b386000b9dfa5245ddf3_the-new-generative-ai-stack-1.png'</center>

← Older revision		Revision as of 23:54, 18 September 2023
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	* [https://www.fiddler.ai/blog/the-missing-link-in-generative-ai The Missing Link in Generative AI \| A. Paka, K. Gade & K. Kenthapadi - Fiddler]		* [https://www.fiddler.ai/blog/the-missing-link-in-generative-ai The Missing Link in Generative AI \| A. Paka, K. Gade & K. Kenthapadi - Fiddler]

−	<center><img src="https://global-uploads.webflow.com/5e069c660d37a18c17207c29/~~642c8e28bc923dcae00dcd56_DE1RfUY5NedvGIJVym9zev7rE4OscYEqnPf~~--~~Vc4VVdCrq7RXQYxcYJZ7qWVQ4X2gaaiSQUhORTLrlld3J0iIRXZGlFJRcoxxf~~-~~IPsYmwtfa_Mg6HBhs8dZ1RXLQllMKiQljQBPEOY7sLe8B8VoCmJ4~~.png" width="800"><br>'https://global-uploads.webflow.com/5e069c660d37a18c17207c29/~~642c8e28bc923dcae00dcd56_DE1RfUY5NedvGIJVym9zev7rE4OscYEqnPf~~--~~Vc4VVdCrq7RXQYxcYJZ7qWVQ4X2gaaiSQUhORTLrlld3J0iIRXZGlFJRcoxxf~~-~~IPsYmwtfa_Mg6HBhs8dZ1RXLQllMKiQljQBPEOY7sLe8B8VoCmJ4~~.png'</center>	+	<center><img src="https://global-uploads.webflow.com/5e069c660d37a18c17207c29/6488b386000b9dfa5245ddf3_the-new-generative-ai-stack-1.png" width="800"><br>'https://global-uploads.webflow.com/5e069c660d37a18c17207c29/6488b386000b9dfa5245ddf3_the-new-generative-ai-stack-1.png'</center>

← Older revision		Revision as of 23:52, 18 September 2023
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	* [https://www.fiddler.ai/blog/the-missing-link-in-generative-ai The Missing Link in Generative AI \| A. Paka, K. Gade & K. Kenthapadi - Fiddler]		* [https://www.fiddler.ai/blog/the-missing-link-in-generative-ai The Missing Link in Generative AI \| A. Paka, K. Gade & K. Kenthapadi - Fiddler]

−	<center><img src="https://global-uploads.webflow.com/5e069c660d37a18c17207c29/642c8e28bc923dcae00dcd56_DE1RfUY5NedvGIJVym9zev7rE4OscYEqnPf--Vc4VVdCrq7RXQYxcYJZ7qWVQ4X2gaaiSQUhORTLrlld3J0iIRXZGlFJRcoxxf-IPsYmwtfa_Mg6HBhs8dZ1RXLQllMKiQljQBPEOY7sLe8B8VoCmJ4.png" width="~~1000~~"><br>'https://global-uploads.webflow.com/5e069c660d37a18c17207c29/642c8e28bc923dcae00dcd56_DE1RfUY5NedvGIJVym9zev7rE4OscYEqnPf--Vc4VVdCrq7RXQYxcYJZ7qWVQ4X2gaaiSQUhORTLrlld3J0iIRXZGlFJRcoxxf-IPsYmwtfa_Mg6HBhs8dZ1RXLQllMKiQljQBPEOY7sLe8B8VoCmJ4.png'</center>	+	<center><img src="https://global-uploads.webflow.com/5e069c660d37a18c17207c29/642c8e28bc923dcae00dcd56_DE1RfUY5NedvGIJVym9zev7rE4OscYEqnPf--Vc4VVdCrq7RXQYxcYJZ7qWVQ4X2gaaiSQUhORTLrlld3J0iIRXZGlFJRcoxxf-IPsYmwtfa_Mg6HBhs8dZ1RXLQllMKiQljQBPEOY7sLe8B8VoCmJ4.png" width="800"><br>'https://global-uploads.webflow.com/5e069c660d37a18c17207c29/642c8e28bc923dcae00dcd56_DE1RfUY5NedvGIJVym9zev7rE4OscYEqnPf--Vc4VVdCrq7RXQYxcYJZ7qWVQ4X2gaaiSQUhORTLrlld3J0iIRXZGlFJRcoxxf-IPsYmwtfa_Mg6HBhs8dZ1RXLQllMKiQljQBPEOY7sLe8B8VoCmJ4.png'</center>