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- EXO websets REDEFINE how we think about search
EXO websets REDEFINE how we think about search
Today's tutorial shows you how to add Langchain so that devs can chat to the docs on slack.
What is today’s beat?
Hey all, today is jam packed with lots of content - the industry was buzzing! Keeping you on top of it, here is what’s happening in the world of AI.
RELEASES
🧨 EXO - a look at how search can change
🧨 Mistal AI dropped Codestral 25.01 - code generation tool
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⭐️ Add Langchain chat to your slack - so devs can ask Qs about the docs!
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🎯 RELEASES 🎯
Bringing insights into the latest trends and breakthroughs in AI
EXO
Building Search for the Post-ChatGPT World
Exa.ai is pioneering a new era in search technology by developing a search engine that leverages Neural PageRank algorithms and a $5 million cluster of 144 H200 GPUs. They call themselves The web as a database and closed a $22M funding round as search for AI in summer 2024. Their approach enables deep semantic understanding and comprehensive result sets, moving beyond traditional keyword-based methods. So, what are Websets? (also demonstrated in the video above)
Neural PageRank
Employs a neural network-based approach to predict link relevance, enhancing search result accuracy beyond traditional PageRank methods.Flexible Search Timeframes:
Challenges the conventional expectation of sub-second search results, exploring the potential of longer processing times (up to a day) to deliver more comprehensive and accurate answers. It has agents behind the scenes that search, gather, and evaluate!Websets Feature:
The introduction of Websets allows users to transform search results into structured outputs, such as grids or databases, facilitating the creation of organized information from web pages.Significant Funding for Innovation: With a recent $17 million Series A funding round, Exa.ai is positioned to further develop its groundbreaking search technologies and challenge established search engine paradigms.
Exa.ai's innovative approach signifies a shift from traditional keyword-based search to semantically rich, AI-driven methodologies. Will’s example query was “All AI startups building new LLM chips, that are post series A” which changes how we think about search because the tool works completely different (and similar to how ChatGPT is taking on Google right now). Neural PageRank is a beast, and super powerful with only one downside: exuberant computational costs; however, it is incredibly powerful to gather facts from disparate data sources.
Mistral AI
Codestral 25.01: Enhanced Code Generation Model

Mistral AI, a leader in advanced AI solutions, has released Codestral 25.01, an upgraded code generation model. This iteration offers improved efficiency and speed, supporting over 80 programming languages and excelling in tasks like fill-in-the-middle (FIM) code completion.
Enhanced Performance Metrics: Codestral 25.01 achieves an 86.6% pass rate on the HumanEval Python benchmark, surpassing previous models and setting a new standard in its category.
Accelerated Code Generation: The model's optimized architecture and tokenizer enable code generation and completion at approximately twice the speed of earlier versions, enhancing developer productivity.
Superior FIM Capabilities: Excelling in fill-in-the-middle tasks, Codestral 25.01 outperforms competitors with an average HumanEvalFIM score of 85.9%, indicating its proficiency in code completion scenarios.
First released in May 2024, Continue’s update to their code generation has big potential. Its proficiency in multiple programming languages and superior FIM (fill-in-the-middle) performance positions it as a valuable asset for developers seeking to enhance coding efficiency and accuracy.
Check out the extensions for VScode or JetBrains.
Trending Topics
What’s hot in tech right now?
DeepSeek has officially launched its mobile application, now available on both iOS and Android platforms. The app offers features such as deep reasoning and internet search, and utilizing DeepSeek models.
NEWS | OpenAI’s Economic Blueprint
It's all over the news, US politics proposals on AI, restrictions on exports, and laws. OpenAI's Economic Blueprint urges the U.S. to invest in AI infrastructure.
European startup funding in 2024 reached $51 billion, a 5% decrease from 2023's $54 billion, and significantly below the 2021 peak of $101 billion. A quick glance at how it compares to the market peak.
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PYTHON | StageHand Browser Automation
Stagehand is an AI-driven browser automation tool that extends Playwright with three intuitive APIs—act, extract, and observe—enabling developers to perform complex web interactions using natural language commands. Its seamless integration with Browserbase enhances stealth capabilities, facilitating the creation of resilient automations that can bypass bot detection and captchas.
SOFTWARE Training/Tutorials | Build Your Own X
Trending on Github for weeks! Become a better software engineer by learning to build software from the ground up, to build things like Redis or a simple terminal.
This Sales Force paper introduces TACO. It is a family of multi-modal large action models designed to improve performance on complex, multi-step, and multi-modal tasks. During inference, TACO produces chains-of-thought-and-action (CoTA), executes intermediate steps by invoking external tools (OCR, depth estimation, calculators, …) to produce coherent responses.
Considered using something either than docker? Vercel has introduced a new MicroVM infrastructure, code-named "Hive," which significantly reduces build times for developers. https://www.youtube.com/watch?v=M9Y--8Vf0Bw
VIDEO | Adding LangChain Chat to Slack
A quick tutorial on how to add LangChain chat to slack so that developers can ask questions about the LangChain docs right in slack.
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