The Creators of Model Context Protocol

Latent Space · Beginner ·📰 AI News & Updates ·12mo ago
Timestamps: 00:00 Introduction and Guest Welcome 00:37 What is MCP? 02:00 The Origin Story of MCP 05:18 Development Challenges and Solutions 08:06 Technical Details and Inspirations 29:45 MCP vs Open API 32:48 Building MCP Servers 40:39 Exploring Model Independence in LLMs 41:36 Building Richer Systems with MCP 43:13 Understanding Agents in MCP 45:45 Nesting and Tool Confusion in MCP 49:11 Client Control and Tool Invocation 52:08 Authorization and Trust in MCP Servers 01:01:34 Future Roadmap and Stateless Servers 01:10:07 Open Source Governance and Community Involvement 01:18:12 Wishlist and C…
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Chapters (16)

Introduction and Guest Welcome
0:37 What is MCP?
2:00 The Origin Story of MCP
5:18 Development Challenges and Solutions
8:06 Technical Details and Inspirations
29:45 MCP vs Open API
32:48 Building MCP Servers
40:39 Exploring Model Independence in LLMs
41:36 Building Richer Systems with MCP
43:13 Understanding Agents in MCP
45:45 Nesting and Tool Confusion in MCP
49:11 Client Control and Tool Invocation
52:08 Authorization and Trust in MCP Servers
1:01:34 Future Roadmap and Stateless Servers
1:10:07 Open Source Governance and Community Involvement
1:18:12 Wishlist and Closing Remarks

Playlist

Uploads from Latent Space · Latent Space · 0 of 60

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1 Ep 18: Petaflops to the People — with George Hotz of tinycorp
Ep 18: Petaflops to the People — with George Hotz of tinycorp
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 2 FlashAttention-2: Making Transformers 800% faster AND exact
FlashAttention-2: Making Transformers 800% faster AND exact
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 3 RWKV: Reinventing RNNs for the Transformer Era
RWKV: Reinventing RNNs for the Transformer Era
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 4 Generating your AI Media Empire - with Youssef Rizk of Wondercraft.ai
Generating your AI Media Empire - with Youssef Rizk of Wondercraft.ai
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 5 RAG is a hack - with Jerry Liu of LlamaIndex
RAG is a hack - with Jerry Liu of LlamaIndex
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 6 The End of Finetuning — with Jeremy Howard of Fast.ai
The End of Finetuning — with Jeremy Howard of Fast.ai
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 7 Why AI Agents Don't Work (yet) - with Kanjun Qiu of Imbue
Why AI Agents Don't Work (yet) - with Kanjun Qiu of Imbue
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 8 Powering your Copilot for Data - with Artem Keydunov from Cube.dev
Powering your Copilot for Data - with Artem Keydunov from Cube.dev
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 9 Beating GPT-4 with Open Source Models - with Michael Royzen of Phind
Beating GPT-4 with Open Source Models - with Michael Royzen of Phind
Latent Space
 10 The State of Silicon and the GPU Poors - with Dylan Patel of SemiAnalysis
The State of Silicon and the GPU Poors - with Dylan Patel of SemiAnalysis
Latent Space
 11 The "Normsky" architecture for AI coding agents — with Beyang Liu + Steve Yegge of SourceGraph
The "Normsky" architecture for AI coding agents — with Beyang Liu + Steve Yegge of SourceGraph
Latent Space
 12 The AI-First Graphics Editor - with Suhail Doshi of Playground AI
The AI-First Graphics Editor - with Suhail Doshi of Playground AI
Latent Space
 13 The Accidental AI Canvas - with Steve Ruiz of tldraw
The Accidental AI Canvas - with Steve Ruiz of tldraw
Latent Space
 14 The Origin and Future of RLHF: the secret ingredient for ChatGPT - with Nathan Lambert
The Origin and Future of RLHF: the secret ingredient for ChatGPT - with Nathan Lambert
Latent Space
 15 The Four Wars of the AI Stack - Dec 2023 Recap
The Four Wars of the AI Stack - Dec 2023 Recap
Latent Space
 16 The State of AI in production — with David Hsu of Retool
The State of AI in production — with David Hsu of Retool
Latent Space
 17 Building an open AI company - with Ce and Vipul of Together AI
Building an open AI company - with Ce and Vipul of Together AI
Latent Space
 18 Truly Serverless Infra for AI Engineers - with Erik Bernhardsson of Modal
Truly Serverless Infra for AI Engineers - with Erik Bernhardsson of Modal
Latent Space
 19 A Brief History of the Open Source AI Hacker - with Ben Firshman of Replicate
A Brief History of the Open Source AI Hacker - with Ben Firshman of Replicate
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 20 Open Source AI is AI we can Trust — with Soumith Chintala of Meta AI
Open Source AI is AI we can Trust — with Soumith Chintala of Meta AI
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 21 Making Transformers Sing - with Mikey Shulman of Suno
Making Transformers Sing - with Mikey Shulman of Suno
Latent Space
 22 A Comprehensive Overview of Large Language Models - Latent Space Paper Club
A Comprehensive Overview of Large Language Models - Latent Space Paper Club
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 23 Why Google failed to make GPT-3 -- with David Luan of Adept
Why Google failed to make GPT-3 -- with David Luan of Adept
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 24 Personal AI Meetup - Bee, BasedHardware, LangChain LangFriend, Deepgram EmilyAI
Personal AI Meetup - Bee, BasedHardware, LangChain LangFriend, Deepgram EmilyAI
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 25 Supervise the Process of AI Research — with Jungwon Byun and Andreas Stuhlmüller of Elicit
Supervise the Process of AI Research — with Jungwon Byun and Andreas Stuhlmüller of Elicit
Latent Space
 26 Breaking down the OG GPT Paper by Alec Radford
Breaking down the OG GPT Paper by Alec Radford
Latent Space
 27 High Agency Pydantic over VC Backed Frameworks — with Jason Liu of Instructor
High Agency Pydantic over VC Backed Frameworks — with Jason Liu of Instructor
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 28 This World Does Not Exist — Joscha Bach, Karan Malhotra, Rob Haisfield (WorldSim, WebSim, Liquid AI)
This World Does Not Exist — Joscha Bach, Karan Malhotra, Rob Haisfield (WorldSim, WebSim, Liquid AI)
Latent Space
 29 LLM Asia Paper Club Survey Round
LLM Asia Paper Club Survey Round
Latent Space
 30 How to train a Million Context LLM — with Mark Huang of Gradient.ai
How to train a Million Context LLM — with Mark Huang of Gradient.ai
Latent Space
 31 How AI is Eating Finance - with Mike Conover of Brightwave
How AI is Eating Finance - with Mike Conover of Brightwave
Latent Space
 32 How To Hire AI Engineers (ft. James Brady and Adam Wiggins of Elicit)
How To Hire AI Engineers (ft. James Brady and Adam Wiggins of Elicit)
Latent Space
 33 State of the Art: Training 70B LLMs on 10,000 H100 clusters
State of the Art: Training 70B LLMs on 10,000 H100 clusters
Latent Space
 34 The 10,000x Yolo Researcher Metagame — with Yi Tay of Reka
The 10,000x Yolo Researcher Metagame — with Yi Tay of Reka
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 35 Training Llama 2, 3 & 4: The Path to Open Source AGI — with Thomas Scialom of Meta AI
Training Llama 2, 3 & 4: The Path to Open Source AGI — with Thomas Scialom of Meta AI
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 36 [LLM Paper Club] Llama 3.1 Paper: The Llama Family of Models
[LLM Paper Club] Llama 3.1 Paper: The Llama Family of Models
Latent Space
 37 Synthetic data + tool use for LLM improvements 🦙
Synthetic data + tool use for LLM improvements 🦙
Latent Space
 38 RLHF vs SFT to break out of local maxima 📈
RLHF vs SFT to break out of local maxima 📈
Latent Space
 39 The Winds of AI Winter (Q2 Four Wars of the AI Stack Recap)
The Winds of AI Winter (Q2 Four Wars of the AI Stack Recap)
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 40 Segment Anything 2: Memory + Vision = Object Permanence — with Nikhila Ravi and Joseph Nelson
Segment Anything 2: Memory + Vision = Object Permanence — with Nikhila Ravi and Joseph Nelson
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 41 Answer.ai & AI Magic with Jeremy Howard
Answer.ai & AI Magic with Jeremy Howard
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 42 Is finetuning GPT4o worth it?
Is finetuning GPT4o worth it?
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 43 Personal benchmarks vs HumanEval - with Nicholas Carlini of DeepMind
Personal benchmarks vs HumanEval - with Nicholas Carlini of DeepMind
Latent Space
 44 Building AGI with OpenAI's Structured Outputs API
Building AGI with OpenAI's Structured Outputs API
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 45 Q* for model distillation 🍓
Q* for model distillation 🍓
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 46 Finetuning LoRAs on BILLIONS of tokens 🤖
Finetuning LoRAs on BILLIONS of tokens 🤖
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 47 Cursor UX team is CRACKED 💻
Cursor UX team is CRACKED 💻
Latent Space
 48 Choosing the BEST OpenAI model 🏆
Choosing the BEST OpenAI model 🏆
Latent Space
 49 How will OpenAI voice mode change API design?
How will OpenAI voice mode change API design?
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 50 Ephemeral software FOR YOU 💻
Ephemeral software FOR YOU 💻
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 51 STEALING OpenAI models data 🥷
STEALING OpenAI models data 🥷
Latent Space
 52 Models can do MORE than what you ask for 🤖
Models can do MORE than what you ask for 🤖
Latent Space
 53 [Paper Club] 🍓 On Reasoning: Q-STaR and Friends!
[Paper Club] 🍓 On Reasoning: Q-STaR and Friends!
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 54 [Paper Club] Writing in the Margins: Chunked Prefill KV Caching for Long Context Retrieval
[Paper Club] Writing in the Margins: Chunked Prefill KV Caching for Long Context Retrieval
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 55 The Ultimate Guide to Prompting - with Sander Schulhoff from LearnPrompting.org
The Ultimate Guide to Prompting - with Sander Schulhoff from LearnPrompting.org
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 56 llm.c's Origin and the Future of LLM Compilers - Andrej Karpathy at CUDA MODE
llm.c's Origin and the Future of LLM Compilers - Andrej Karpathy at CUDA MODE
Latent Space
 57 Prompt Engineer is NOT a job 📝
Prompt Engineer is NOT a job 📝
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 58 Prompt Mining LLMs for better prompts ⛏️
Prompt Mining LLMs for better prompts ⛏️
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 59 The six pillars of few-shot prompting 🔧
The six pillars of few-shot prompting 🔧
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 60 Language Agents: From Reasoning to Acting — with Shunyu Yao of OpenAI, Harrison Chase of LangGraph
Language Agents: From Reasoning to Acting — with Shunyu Yao of OpenAI, Harrison Chase of LangGraph
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