OD @ougrid_d

the best researchers from Meta, Yale, Stanford, Google DeepMind, and Microsoft laid out all we know about Agents in a 264-page paper [book], here are some of their key findings:

Today is the start of a new era of natively multimodal AI innovation. Today, we’re introducing the first Llama 4 models: Llama 4 Scout and Llama 4 Maverick — our most advanced models yet and the best in their class for multimodality. Llama 4 Scout • 17B-active-parameter model with 16 experts. • Industry-leading context window of 10M tokens. • Outperforms Gemma 3, Gemini 2.0 Flash-Lite and Mistral 3.1 across a broad range of widely accepted benchmarks. Llama 4 Maverick • 17B-active-parameter model with 128 experts. • Best-in-class image grounding with the ability to align user prompts with relevant visual concepts and anchor model responses to regions in the image. • Outperforms GPT-4o and Gemini 2.0 Flash across a broad range of widely accepted benchmarks. • Achieves comparable results to DeepSeek v3 on reasoning and coding — at half the active parameters. • Unparalleled performance-to-cost ratio with a chat version scoring ELO of 1417 on LMArena. These models are our best yet thanks to distillation from Llama 4 Behemoth, our most powerful model yet. Llama 4 Behemoth is still in training and is currently seeing results that outperform GPT-4.5, Claude Sonnet 3.7, and Gemini 2.0 Pro on STEM-focused benchmarks. We’re excited to share more details about it even while it’s still in flight. Read more about the first Llama 4 models, including training and benchmarks ➡️ go.fb.me/gmjohs Download Llama 4 ➡️ go.fb.me/bwwhe9

Twitter (X) announces they're rolling out Parody account labels • Appears on both posts and profiles • Will be mandatory for all parody accounts

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@BrettTkm Whoa! Congrats on that! I'll learn more about you. Is there any recommended source?

@BrettTkm Cool! What are your thoughts on meme coins? @BrettTkm

@BrettTkm Great, can I join?

@BrettTkm Can I dance with you too?

Full description & technical documentation: docs.cookie.fun Early access: zircon-library-76c.notion.site/148dcd6f662581… P.S. We have just launched the new website → dao.cookie.fun.

𝐈𝐧𝐟𝐨𝐫𝐦𝐚𝐭𝐢𝐨𝐧 𝐢𝐬 𝐭𝐡𝐞 𝐧𝐞𝐰 𝐜𝐮𝐫𝐫𝐞𝐧𝐜𝐲 𝐢𝐧 𝐭𝐡𝐞 𝐚𝐠𝐞𝐧𝐭𝐢𝐜 𝐞𝐜𝐨𝐧𝐨𝐦𝐲. Only agents tapping into the largest and most accurate data sources will prevail. A 𝐮𝐧𝐢𝐟𝐢𝐞𝐝 𝐢𝐧𝐭𝐞𝐥𝐥𝐢𝐠𝐞𝐧𝐜𝐞 𝐥𝐚𝐲𝐞𝐫 is needed to connect the dots to track emerging narratives before they trend, detect mindshare shifts in community attention, understand influence flows between key players, and process market sentiment as it forms. Today, we reveal the first infrastructure layer for this economy: 𝐂𝐨𝐨𝐤𝐢𝐞 𝐃𝐚𝐭𝐚 𝐒𝐰𝐚𝐫𝐦 𝐀𝐏𝐈𝐬. -- 𝐓𝐡𝐞 𝐂𝐨𝐨𝐤𝐢𝐞 𝐃𝐚𝐭𝐚 𝐒𝐰𝐚𝐫𝐦 [𝐥𝐢𝐯𝐞 & 𝐰𝐨𝐫𝐤𝐢𝐧𝐠] The Cookie Data Swarm is 18 agents collaborating 24/7, gathering, labeling, and mapping terabytes of social and onchain data. Every agent is responsible for a separate task, together creating a collective modular intelligence layer other agents can tap into. Some agents specialize in mapping Crypto Twitter dynamics and measuring mindshare, while others dive deep into onchain metrics. Critically, a dedicated set of agents synthesize these diverse data streams, transforming raw information into coherent, actionable intelligence. -- 𝐓𝐡𝐞 𝐂𝐨𝐨𝐤𝐢𝐞 𝐃𝐚𝐭𝐚 𝐒𝐰𝐚𝐫𝐦 𝐀𝐏𝐈𝐬 [𝐬𝐭𝐞𝐚𝐥𝐭𝐡 | 𝐥𝐚𝐮𝐧𝐜𝐡𝐢𝐧𝐠 𝐬𝐨𝐨𝐧] Every current and future agent can readily tap into the Cookie Data Swarm APIs - a plug-and-play portal to the Cookie Data Swarm’s modular data intelligence layer. Available through the private and public keys, Cookie Data Swarm APIs data points include: → Rich mindshare metrics with predictive signals. → Real-time narrative tracking and trend detection. → Top CT accounts influence mapping and tracking. → Price-to-social correlation analytics. → Network effects visualization and analysis. → Real-time websocket data feeds. → Historical pattern analysis with AI insights. (𝑊𝑒 ℎ𝑎𝑣𝑒 𝑝𝑜𝑠𝑡𝑒𝑑 𝑙𝑖𝑛𝑘𝑠 𝑡𝑜 𝑡ℎ𝑒 𝑓𝑢𝑙𝑙 𝑑𝑒𝑠𝑐𝑟𝑖𝑝𝑡𝑖𝑜𝑛 𝑜𝑓 𝐶𝑜𝑜𝑘𝑖𝑒 𝐷𝑎𝑡𝑎 𝑆𝑤𝑎𝑟𝑚 𝐴𝑃𝐼𝑠, 𝑡𝑒𝑐ℎ𝑛𝑖𝑐𝑎𝑙 𝑑𝑜𝑐𝑢𝑚𝑒𝑛𝑡𝑎𝑡𝑖𝑜𝑛, 𝑎𝑛𝑑 𝑒𝑎𝑟𝑙𝑦 𝑎𝑐𝑐𝑒𝑠𝑠 𝑎𝑝𝑝𝑙𝑖𝑐𝑎𝑡𝑖𝑜𝑛 𝑖𝑛 𝑡ℎ𝑒 𝑡ℎ𝑟𝑒𝑎𝑑 🧵) -- $𝐂𝐎𝐎𝐊𝐈𝐄 [𝐭𝐡𝐞 𝐟𝐮𝐞𝐥] $COOKIE plays a central role in fuelling this ecosystem and the Cookie Data Swarm. Soon, the full details of its role as a representation of information’s value within this economy will be revealed. -- 𝐓𝐡𝐞 𝐅𝐮𝐭𝐮𝐫𝐞 [𝐯𝐢𝐬𝐢𝐨𝐧 𝐩𝐫𝐞𝐯𝐢𝐞𝐰] Due to its modular nature, our intelligence infrastructure is indefinitely scalable. We foresee the future where independent contributors add thousands of agents to Cookie Data Swarm, gathering all the digital data points any AI agent might need. 𝐓𝐡𝐢𝐬 𝐢𝐬 𝐭𝐡𝐞 𝐥𝐚𝐬𝐭 𝐜𝐲𝐜𝐥𝐞 𝐰𝐡𝐞𝐫𝐞 𝐡𝐮𝐦𝐚𝐧𝐬 𝐰𝐢𝐥𝐥 𝐦𝐚𝐤𝐞 𝐩𝐫𝐨𝐟𝐢𝐭𝐬 𝐨𝐧 𝐭𝐡𝐞𝐢𝐫 𝐨𝐰𝐧.

เข้าใจความคนไทยเราขี้เอนดูทุกสิ่งอย่างปะ55555555555 ล่าสุดบอกให้พลายดาวมงคลแขม่วพุงมุดเข้าประตูเข้าบ้านมา ทุกคนในบ้านส่งเสียงซัพพอร์ตสุด ลูกช้างก็ลูกม๋าเด็กอะ🥹🤏🏻

Announcing the xAI PromptIDE The xAI PromptIDE is an integrated development environment for prompt engineering and interpretability research. It accelerates prompt engineering through an SDK that allows implementing complex prompting techniques and rich analytics that visualize the network's outputs. We originally created PromptIDE to accelerate our development of Grok. It has helped us iterate quickly over different prompts and prompting techniques. We are now making the IDE available to members of our Grok early access program. x.ai/prompt-ide

Microsoft is offering FREE courses in following areas: - AI - IOT - Data Science - Machine Learning A project-based pedagogy that allows you to learn while building! 🚀 Read More ...👇

20 Free Certifications to add to your Resume in 2023: ❯ Data Science mylearn.oracle.com/ou/learning-pa… ❯ Web Dev (HTML and CSS) freecodecamp.org/learn/2022/res… ❯ Python cs50.harvard.edu/python/ ❯ SQL hackerrank.com/skills-verific… ❯ C# (New) freecodecamp.org/learn/foundati… ❯ JavaScript hackerrank.com/skills-verific… ❯ DevOps mylearn.oracle.com/ou/learning-pa… ❯ Machine Learning freecodecamp.org/learn/machine-… ❯ Java data-flair.training/courses/free-j… ❯ C++ learn.saylor.org/course/view.ph… ❯ Go hackerrank.com/skills-verific… ❯ Neo4j Certified Professional graphacademy.neo4j.com/courses/neo4j-… ❯ Redis Certified Developer university.redis.com/certification/ ❯ MongoDB learn.mongodb.com/learning-paths… ❯ React hackerrank.com/skills-verific… ❯ Angular hackerrank.com/skills-verific… ❯ SEO academy.hubspot.com/courses/seo-tr… ❯ Digital Marketing from Google learndigital.withgoogle.com/digitalgarage/… ❯ Cloud Security mylearn.oracle.com/ou/learning-pa… ❯ Backend Development (API) freecodecamp.org/learn/back-end…

A great overview of one of our newer and more advanced (but still relatively simple) retrieval techniques: The chunks that you retrieve on don’t need to be the same chunks you pass into the LLM

Harry Zhang @zhanghaili0610

3 years ago

Really love the concept of @langchain Parent Document Retriever, as well as the cool diagram by @clusteredbytes! ❤️ So I took some time and refactored a sequence diagram to address the internal workflow, hope it helps~ 😄

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Google has created a Generative AI learning path with 9 FREE courses! Topics cover: - Intro to LLMs - Attention Mechanism - Image Generation/Captioning - Intro to Responsible AI From the fundamentals of LLMs to creating & deploying generative AI solutions! 🚀 Read more 🧵👇

We integrated ChatGPT with our robots. We had a ton of fun building this! Read on for the details:

Just before we start: Bard is a competitor to ChatGPT with many advantages. → Completely free to use → Connected to the internet in real time → Accessible in 180 countries since yesterday As a reminder the knowledge of ChatGPT ends in 2021. 🔗 bard.google.com

I believe we need open-source alternatives to ChatGPT for more transparency, inclusivity, accountability and distribution of power. Excited to introduce HuggingChat, an open-source early prototype interface, powered by OpenAssistant, a model that was released a few weeks ago.

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SQL Cheat Sheet 👨‍💻 by DataBaseStar #BigData #Analytics #DataScience #AI #MachineLearning #IoT #PyTorch #Python #RStats #TensorFlow #Java #JavaScript #ReactJS #React #Serverless #DataScientist #Linux #Programming #Coding #100DaysofCode #DevOps #GitHub #SQL #Dev #Excel #Developer