ActionLayer
@ActionLayer
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The First Action Layer for Autonomous Agent 🔗
San Francisco, CA
Joined April 2024
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Introducing IntentAGI--The First Action Layer for Autonomous Agent
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🌐 Exciting Partnership Alert!
@IntentAGI
is proud to announce our collaboration with
@Nimble_Network
, uniting to enhance the adoption of Web3 and revolutionize AI application development. 🚀🧠
#AI
#Web3
#BlockchainInnovation
#TechPartnership
#Web3Community
#AIagent
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AI agent will be the future, and everyone should be part of it!
#ai
#aiagents
#aigc
#GoogleIO
#intentagi
We think of
@GoogleDeepMind
as the engine room of
@Google
in the AI era. Thrilled to share our vision at
#GoogleIO
incl the latest Gemini model 1.5 Flash, Project Astra our universal AI agent effort, our new gen video model Veo, Imagen 3 & lots more!
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How to be part of the Decentralized AGI Ecosystem with
@IntentAGI
#ai
#aigc
#web3
#intentagi
#decentralizedfinance
#actionlayer
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📷 Future partnership expansions could include joint development of new AI tools for blockchain analytics, cross-platform integration to provide seamless user experiences, and collaborative research initiatives to advance AI+Web3 technologies further.
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🤖Agentic workflows represent a more iterative and collaborative approach to using large language models (LLMs), compared to the traditional "non-agent" approach of providing a single prompt and receiving a direct response.
The core elements of agentic workflows include:
1. AI
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This is wild
So…this is wild.
In five seconds, you can create a fully linked wikipedia page on any topic in the entire universe.
@perplexity_ai
just dropped a new feature to Pro users called “Perplexity Pages”.
Type in a topic, it automatically creates a webpage for it, with links and
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🤖🤖Lots of exciting AI stuff coming:
1. On-device AI📱
Google is likely to introduce the Gemini Nano model, a scaled-down version of its powerful Gemini AI designed to run locally on Pixel devices. This would enable advanced AI features like voice commands, image processing, and
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🤖🚀AI agents are paving the way to an agentic workflow for all, a key step towards AGI. Explore the evolving AI landscape by below!
#AI
#FutureOfWork
#AGI
#AIagent
#AGI
#WEB3
#web3agent
#Web3Community
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IntentAGI, the first action layer for AI agents, has participated in the
@solana
@ColosseumOrg
Hackathon! Ready to innovate and collaborate!🫵🦾
#ai
#aiagent
#solana
#colosseum
#web3
#Web3Community
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Why is decentralization a necessary step for agents to achieve AGI?
"For example, even though Google owns the Chrome browser and has access to the most comprehensive web-based temporal action sequence data, lacking annotations for tasks, processes, and reasoning, Gemini cannot
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🧐🧐
not gpt-5, not a search engine, but we’ve been hard at work on some new stuff we think people will love! feels like magic to me.
monday 10am PT.
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🤩Wow!
#Claude
3.5 Sonnet appears to have a sophisticated understanding of research paper content and the ability to extract key information quickly.
🤖The model can translate text-based information into visual and interactive formats, suggesting advanced capabilities in data
Claude 3.5 Sonnet transformed a research paper into an interactive learning dashboard in just 30 seconds.
It goes beyond the capabilities of GPT-4o, Gemini Pro, Llama and other existing LLMs.
Education will never be the same again with AI.
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🧐Why is decentralization a necessary step for AI agents?
Agents require a comprehensive set of annotations for information input, output, and process information. These annotations of experience and knowledge can only be achieved through community incentivization of users in
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Build a Secure and Effectively Incentivized AGI Agent Ecosystem.
#ai
#aigc
#aiagent
#AGI
#Web3
#Web3Community
#actionlayer
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It's so exciting to see that
@iMeanAI
's Web Agent Online Evaluation Framework is almost here! This groundbreaking tool is set to revolutionize web agent development and fill a crucial industry gap!
#AI
#AIagents
#aiagent
#aigc
#Llama3
#Meta
We tested the Llama-3 8B model across 30 different web agent tasks 🌐, including travel ✈️, shopping 🛍️, information retrieval 📚, and health 🩺, using our own web agent online evaluation framework (release soon! 📅)
We found that its major limitation was the 8k context length,
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🧐🤖🩵From the perspective of AI development, we are at a stage lacking in “Action” implementation. At the recently concluded ICLR 2024 workshop, distinguished scholars, including Turing Award Professor Yoshua Bengio and academics like Choi Yejin and Song Han, delved into topics
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🛍️🦾Stripe's crypto payment solution aims to remove friction and improve the user experience for purchasing crypto, which Stripe believes will drive greater crypto adoption.
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The AI Agent -
@IntentAGI
for our Web3 Partners
#ai
#AI
#AIagent
#aiagents
#AIGC
#Optopia
#Web3
#Web3gaming
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🤖Agentic models are microscale models that simulate interaction between multiple agents to predict events. There are four design patterns for agentic reasoning, the emerging one being Multi-agent collaboration.
In Multi-agent collaboration, you have multiple AI agents
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@awscloud
has developed an AI simulation assistant that leverages agentic workflows to help organizations predict outcomes, evaluate risks, and make informed decisions across various industries.
This assistant uses LangChain Agents and Amazon Bedrock to
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NO MORE DEMO BUBBLE. The key is that Gen-3 is accessible to all subscribers NOW!
#ai
#GenAI
#AIGC
#RunwayGen3
Gen-3 Alpha can generate detailed and complex simulations, fluids, textures and shapes. Including 2D and 3D text.
To learn how, read the prompt guide here:
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Actional AI Agent 101: Memory
For an AI agent in the live web environment, what does memory mean?
History-->Cache-->Web Knowledge & Personal Preference-->Relative Trace. Check this Framework by
@IntentAGI
#ai
#aigc
#aiagents
#actionlayer
#web3
#web3community
#intentagi
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🚨 SCAM ALERT: IntentAGI has NOT released any tokens on any blockchain. Any claims stating otherwise are fraudulent. Please stay vigilant and verify information through official channels here:
#ScamAlert
#CryptoSafety
#IntentAGI
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Instead of having an LLM generate its final output directly, an agentic workflow, such as
@IntentAGI
AI agent, prompts the LLM multiple times, giving it opportunities to build step-by-step to higher-quality output. 👏👏
#ai
#aiagent
#aigc
#agenticworkflow
#LLM
#LLMs
#intentagi
Last week, I described four design patterns for AI agentic workflows that I believe will drive significant progress this year: Reflection, Tool use, Planning and Multi-agent collaboration. Instead of having an LLM generate its final output directly, an agentic workflow prompts
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Current AI agents have allocation& incentive issues.
The emergence of AI Agents needs "Know-how" and requires the collective wisdom and participation of many individuals, from data training to providing computing power.
It's difficult to evaluate how much an individual's
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🤖🩷Actionlayer 101: How does IntentAGI ensure the efficiency of AI interactions?
The agent system achieves specific goals or tasks by executing a series of actions. These actions may involve controlling physical devices, manipulating software interfaces, sending commands over
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🤯From 10,000 Hour Rule to 1 Billion Token Law
With the rapid development of Artificial Intelligence (AI) technology, we are at a historic turning point where AI capabilities are growing at an unprecedented rate, reshaping the way we interact with the world.
Behind all of this
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🌟 Get ready for a transformative journey in the worlds of AI and blockchain with
@IntentAGI
and
@Web3Go
!
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🧐The background of
@IntentAGI
(AI Agent) is distinct from any previous AIGC (AI and Generative Content) models, such as LLM (Large Language Models), text-to-image generation, and those whose pre-training datasets predominantly come from the internet.
However, the tasks and
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Most importantly, the multi-agent design pattern gives us, as developers, a framework for breaking down complex tasks into subtasks.
#ai
#aiagent
#aiagents
#intentagi
#aigc
#LLM
Multi-agent collaboration has emerged as a key AI agentic design pattern. Given a complex task like writing software, a multi-agent approach would break down the task into subtasks to be executed by different roles -- such as a software engineer, product manager, designer, QA
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👏👏5X more accurate than
#GPT4
in completing web tasks.
#IntentAGI
Agent V1 will be available on the Google Web Store soon!
IntentAGI is equipped with the first agent reasoning and evaluation framework to achieve web-based process inference and cost optimization.
It utilizes
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Creating the
#Actionlayer
for AI together with
@IntentAGI
! Join our Discord👉:
#ai
#aigc
#aiagent
#actionlayer
#web3
#Web3Community
📢We are honored to have
@IntentAGI
join the Optopia AI Agent ecosystem to provide our users with an ENHANCED experience.
🧵A simple introduction for IntentAGI, let is dive in.
#AI
#Layer2
#Optopia
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🤩🤩Increased adoption and utility of
@solana
!
By allowing users to stake their SOL holdings and earn rewards,
@RobinhoodApp
is driving further adoption and utility for the Solana blockchain and its native cryptocurrency. This could lead to more developers building on Solana and
Just in:
@RobinhoodCrypto
EU now supports Solana staking, introducing their first-ever crypto staking product! 🔥
Learn more👇
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🌟🪩 Last Night, Shannon, co-founder of
@IntentAGI
, joined forces with top Web3 innovators, such as
@starpowerworld
,
@CharacterXAI
,
@RateX_Dex
at the
@SolanaFndn
and
@Solana_zh
online workshop to delve into the latest
#Web3
trends in
@solana
ecosystems.
Together, we're
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🧐🤖🦾The trends of using smaller GPT models in personal AI agents and towards AGI (Artificial General Intelligence) offer several key benefits:
#ai
#aiagent
#aigc
#GPT
#intentagi
#AGI
If you are looking for something to code & read this weekend, I uploaded a notebook to finetune a small GPT model to classify SPAM messages with ~96% accuracy:
(Fun fact: it's small enough to train it on your laptop; ~5 min on my M3 MacBook Air!)
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🦾Begin your journey to the AI future with
#IntentAGI
adventure:
Dive into the depths of IntentAGI and unlock IntentAGI points as you learn and master the framework of AI Agent, the action layer connecting AI with the physical world.🚀🚀
#aigc
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🤖Actionable AI agents, also known as Large Action Models (LAMs), represent a significant evolution in AI technology, enabling systems to not only understand and analyze data but also take proactive actions based on that understanding.
🧐Traditional AI systems excel at
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🔄Flywheel Creation for AI Agents: Develop a cycle using action-oriented training data for smarter AI agents.
🏗️Current Challenges: Traditional large-scale model training requires high technical expertise from developers.
🧑🤝🧑Inclusive AI Model: Lowering entry barriers is
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We’ve introduced more enterprise-grade features for API customers, including enhanced security, administrative controls, new Assistants API capabilities, and tools to help better manage costs.
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Llama 3 delivers a major leap over Llama 2 and demonstrates SOTA performance on a wide range of industry benchmarks.
The models also achieve substantially reduced false refusal rates, improved alignment and increased diversity in model responses — in addition to improved
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Claude Sonnet 3.5 transforms a simple PDF earnings report into an interactive dashboard in just 30 seconds.
It goes beyond the capabilities of GPT-4o, Gemini Pro, Llama and other existing LLMs.
Future of work will 10x more productive with AI.
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Large Action Models (LAMs) are the driving force behind actionable AI.
LAMs build on the capabilities of Large Language Models (LLMs) by adding the ability to interact with the real world and execute tasks through various interfaces (Action Layer).
This allows for scenarios
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Actionable AI Agent 101: Key Technology Challenges
🤖🧐The cost of collecting software operation data is high. At the same time, the best existing large language model bases (such as GPT4, Claude, etc.) cannot accurately complete the operation generation task.
Therefore,
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@IntentAGI
Actionable AI agent daily test: "5 interesting things to do this weekend in San Francisco". Pottery Class sounds like a good plan!
Try yourself now:
#ai
#aigc
#aiagent
#actionlayer
#Intentagi
#web3
#web3community
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🩷🩵🔥60K Followers in 1.5 months! Thank you for the support!
#ai
#aigc
#AGI
#actionlayer
#AIagent
#web3
#Web3Community
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A great architecture for Self-Supervised Learning of continuous data, such as images, video, and audio.
Excellent blog post from Turing Post on JEPA (Joint Embedding Predictive Architecture), my favorite meta-architecture for Self-Supervised Learning of continuous data, such as images, video, and audio.
The post includes a list of relevant papers from my collaborators and me, as
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Product, product, product！
This year’s Breakpoint programming has 3 themes:
Product, product, product
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🎂Happy birthday to Claude Shannon!
Shannon's pioneering work in information theory, digital logic, and early AI experiments laid crucial groundwork that enabled the subsequent rapid progress in AI today.
His ideas and innovations continue to underpin many of the core
Happy birthday to the late Claude Shannon, whose compression equation is how you’re here right now: (credit: Gizmodo)
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🦾✨The launch of
@fusewallet
will impact the
@solana
ecosystem significantly:
1. Improved UX: Fuse Wallet eliminates seed phrases, using an intuitive interface, biometric authentication, and a two-key security system to enhance user accessibility.
2. Enhanced Security:
Solana's first smart wallet has arrived 🔥
so easy even intern can use it. try it today!
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🦾👀🧠A multimodal vision-language model that understands icons, widgets, and text on iOS mobile screen, and reasons about their spatial relationships and functional meanings.
That is the foundation for an AI agent, ultimately the AGI.
#AI
#AIagent
#IntentAGI
#AGI
#actionlayer
Everyone's expecting a reborn Siri at WWDC today. Well, Apple already published a paper on it that disclosed way more details than what we expect from Apple. It's called "Ferret-UI", a multimodal vision-language model that understands icons, widgets, and text on iOS mobile
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🔍 Meet Web3Go: A leading data intelligence platform that enhances the accessibility and utility of blockchain data through innovative AI-powered tools and infrastructure.
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🤖🔥👨🎓Action Layer 101: AGI Alignment
The development and deployment of future AGI systems pose complex challenges, with a central expectation being their alignment with human values, goals, and ethical principles.
For early-stage AGI, obtaining human feedback for alignment is
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🤩👏🦾Daily test with
@IntentAGI
's first actionable AI agent, "find top 5 news about
@solana
today".
The AI still has room to improve, but that's anticipated. Share your feedback and earn points to help us refine our foundational AI model here:
#AITestDay
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🚀 Exciting news! IntentAGI has launched the first beta version of our actionable AI agent:
🤖🤫 While it may initially misunderstand your goals or fail tasks, this is the plan as expected; this is part of aligning AI actions with human intent through a
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Amazing! Questflow represents a significant advancement in AI-powered workflow automation, offering a user-friendly platform that combines the capabilities of AI agents with human expertise to streamline various business processes.
#ai
#aigc
#actionlayer
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🤖What is the "Agent Layer" for AI & AGI?
1. A layer designed specifically for agents, enabling the fundamental elements of agents—memory, reasoning, observation, action, and world model—to be adequately shared and incentivized within this layer.🌍
2. Building on this
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We’re excited to announce that IntentAGI is now ActionLayer! This new name better reflects our vision moving forward.🎉
Check out our updated channels:👇
Thanks for your support! 🌟Stay tuned for more updates!🌟
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🤩👏Daily test with
@IntentAGI
's first actionable AI agent, "find today's top5 meme coin gainers."
Interesting to see how AI thinks about the task and executes the plan.
#AI
#AIGC
#actionlayer
#aiagent
#web3
#web3community
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🦾True AI agents should:
1️⃣ Understand natural language
2️⃣ Generate text
3️⃣ Interpret software interfaces
4️⃣ Plan actionable steps
5️⃣ Complete complex tasks
Current LLMs like ChatGPT excel at 1 & 2, but IntentAGI is working towards mastering all five for a smarter, more
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🤖👊Just as
@ethereum
serves as the execution layer for blockchain contracts, ensuring alignment of intent and interactions on the traditional chain, in the new era of AI, we also need a new decentralized infrastructure—the Action Layer—to ensure mutual trust between user
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🏆 Exciting news!
@IntentAGI
clinched third place at the Solana MCM Hackathon by
@SolanaFndn
and
@ColosseumOrg
, competing against over 1000 teams worldwide!
🌍🚀 We're committed to advancing AGI through decentralization. By leveraging Solana's robust ecosystem, we aim to propel
大家期待已久的由
@ColosseumOrg
主办的Solana 2024 Renaissance 黑客松MCM 获奖团队名单来咯！🥳
超过170个华语团队在黑客松中提交了项目，涵盖基础设施、游戏、DePIN、DeFi以及消费者应用等多个赛道。
我们很高兴的宣布以下团队获得由
@SolanaFndn
和
@ColosseumOrg
提供的华语区奖励！
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@IntentAGI
totally agrees with
@AndrewYNg
that evaluations are the barrier to faster progress in generative AI.
AI should not be the work of a few scientists. Any ordinary user can contribute value by participating in feedback through their own unique "know-how."
By referring
A barrier to faster progress in generative AI is evaluations (evals), particularly of custom AI applications that generate free-form text. Let’s say you have a multi-agent research system that includes a researcher agent and a writer agent. Would adding a fact-checking agent
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Under the agent framework of
@IntentAGI
, we propose a data-driven AI agent framework and model, where users' intentions and behaviors can be effectively evaluated and quantified.
Through sufficient scenario experience, training, and computation, the emergence of AGI becomes a
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🔥Just as
@ethereum
serves as the execution layer for blockchain contracts, ensuring alignment of intent and interactions on the traditional chain, in the new era of AI, we also need a new decentralized infrastructure—the Action Layer—to ensure mutual trust between user
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AI Agent Workforce!
Introducing Otto - a new way to interact and work with AI Agents - using tables!
Now you can have hundreds of agents working for you at the same time
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Exciting to see the evolution of loyalty programs on Solana's blockchain! Looking forward to the innovative possibilities this will bring.
New day, new on-chain loyalty experience.
Multi-brand loyalty programs are coming and they are on Solana 🫡
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🦾🤖The memory feature of
@openai
's ChatPGT is intended to make future conversations more personalized and efficient, as ChatGPT can recall details like your name, location, interests, and communication preferences.
1. Improved continuity: Remembering past conversations can help
Memory is now available to all ChatGPT Plus users. Using Memory is easy: just start a new chat and tell ChatGPT anything you’d like it to remember.
Memory can be turned on or off in settings and is not currently available in Europe or Korea. Team, Enterprise, and GPTs to come.
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🔥With all these new AI models flooding the market, folks are scrambling to figure out which are the crème de la crème. One approach is called benchmarking.
"Benchmarks are a bunch of standardized tests that researchers make their AI models take. They're basically the SAT for
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Happy Friday~
This looks like it belongs in a studio ghibli film 🌿
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🦾👏Unveiling the key to AI interaction with the real world: the Agent Layer.
@IntentAGI
#ai
#aiagents
#aiagent
#generativeai
#Genai
#blockchain
#Web3
#web3agent
#aigc
#web3ai
#web3crypto
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🩵🤖🩷AI Agent 101: The Billion Token Law
AI progress is often limited by the volume of data available for training. This leads
@IntentAGI
to explore a simple yet profound principle: "The Billion Token Law". This law is inspired by Malcolm Gladwell's "10,000 Hour Rule" proposed
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Agentic workflows refer to a more iterative and multi-step approach to using large language models (LLMs) and AI agents, as opposed to the traditional "non-agent" approach of providing a prompt and receiving a single, direct response.
The key aspects of agentic workflows
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🤖 About IntentAGI: As the pioneer in the First Action Layer for Autonomous Agents, IntentAGI introduces actionable AI agents capable of completing comprehensive web tasks, streamlining digital interactions across the board.
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🧐🤖One of
@intentagi
's most important capabilities is the "Cognitive Ability": multi-step reasoning, planning, and memorization for a wide variety of tasks (e.g., search, comparison, decision-making).
#ai
#aiagent
#generativeai
#genai
#Web3
#web3agent
#aiagentlayer
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🎯Goal-Oriented AI: Unlike RPA which needs specific setups, AI agents strive to understand objectives & execute tasks autonomously.
🌍Diverse Applications: Individual scenarios vary widely, highlighting the adaptability challenge for AI.
🤝Collective Effort: AGI's rise
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"In five years, we will have autonomous on-chain AI agents doing crypto transactions, and managing a large part of our lives."
We are finally testing the first on-chain AI agent
@IntentAGI
and will release the beta version for everyone very soon,
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🧐🤖🦾Key Technology Challenge of AI Agent
During the training process of the software operation model, the model needs to identify the user's interaction request and current status, and then go through the Action Transformer to predict the actions that need to be performed and
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Actionable AI Agent Daily Task: Book your favorite restaurant in the Bay Area by
@IntentAGI
!
It is NOT perfect as expected. Help us improve the AI model by giving your feedback 👍👎! Try by yourself and earn the points💸💸💸
#ai
#aigc
#aiagent
#aiagent
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🤩It is a great resource to learn the latest ML concepts and papers in one place. Thanks for sharing!
@MIT_CSAIL
#ai
#aigc
#ML
#MachineLearning
#aiagent
#actionlayer
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