- Big Data News Weekly
- Posts
- Building Agentic Adaptive RAG with LangGraph š¤
Building Agentic Adaptive RAG with LangGraph š¤
š¦¾Plus: š Apple plots AI comeback with home robots
Hey folks! Letās get into Big Data and AI crazinessā¦
In today's edition: What's Shaping the Future of Data?
š¤How AI & Humanoids Will Revolutionize the Workforce
āļøBuilding Agentic Adaptive RAG with LangGraph for Production
š”Anthropicās API Tutorial for Advanced Claude Integrations
šNVIDIA releases open-source 3M dataset for OCR, VQA, captioning
š§ Google adds memories to Gemini chatbot
š« Apple disproves Muskās accusation
š” AI Tutorial:How to generate music with AI
š¤ AI Tools and Data Tools to checkout
Most teams, when creating a production-ready RAG system on their data, go through many rounds of experimentation and rely on several different components, each requiring its own setup, tuning, and careful handling. These components includeā¦
Through Squarespaceās cutting-edge features that combine automation, design presets, creative guidance, and generative AI, Design Intelligence makes it easy to build a beautiful and impactful website. With just a few pieces of information, Blueprint AI generates an entire website customized based off your brandās goals, name, and personality. Itās AI speed, with Squarespaceās 20+ years of design expertise in website building.
Artificial intelligence has become a lot more sophisticated and helpful over the last few decades. At the end of the 20th century, AI was still very rudimentary and couldnāt accomplish many tasks. Robots in the workforce existed within the pages of sci-fi books alone.
Adaptive RAG is an advanced Retrieval-Augmented Generation strategy that intelligently integrates dynamic query analysis with self-correcting mechanisms to optimize response accuracy. Retrieval-Augmented Generation (RAG) has revolutionized how we build AI systems that can access and reason over external knowledge. However, as applications have grown more sophisticated, the limitations of traditional RAG approaches have become apparent.
This course covers core and advanced Anthropic API usage. It shows how to make and manage API requests to Claude, build toolācalling agents, implement RAG pipelines, and use MCP to connect models with tools and data for complex task execution.
NVIDIA continues releasing permissive datasets in support of world class models. Weāre excited to release Llama Nemotron VLM Dataset V1 with 3 million samples of high quality vision language model (VLM) training data, which focus on enterprise specific use cases such as optical character recognition (OCR), visual question answering (VQA) and captioning.
For quality online learning at a price ranked in the bottom third compared to our online competitors in 2025, think Liberty University. Liberty is a nonprofit institution that offers a world-class Christian education online so you can pursue your goals wherever you have internet. Discounts for service members and first responders can make learning at Liberty even more accessible. Experience online convenience with on-campus benefits when you enroll at Liberty University today!
šØāš» Data Tools, Libraries
Playwright MCP (GitHub Repo)
Playwright MCP is a Model Context Protocol (MCP) server that enables large language models to interact with web pages using Playwright, bypassing the need for screenshots or visually-tuned models.
Postgres Language Server (GitHub Repo)
This repository contains a collection of language tools and a Language Server Protocol (LSP) implementation for PostgreSQL.
xan, the CSV magician (GitHub Repo)
xan is a command-line tool that can process CSV files directly from the shell.
AI News:
Apple is pushing for a smart home push with four AI-powered devices, according to a new report from Bloomberg, including a desktop robot, smart display, and security cameras ā targeting launches between 2026 and 2027. The desktop robot will feature a motorized arm that controls a display to track users and lock onto speakers, infused with an AI-upgraded Siri.
Investors have historically turned to gold because of its stability. Gold can act like a safety net in your portfolio because its value tends to stay afloat ā even when the stock market dives. Itās also considered a hedge against inflation, meaning its value can rise as the buying power of cash goes down. Check out our list of top-rated Gold IRA providers, including some that offer educational materials for gold-investing beginners.
DeepSeek R2 is expected to go official later this month. It is expected to be an advanced Mixture-of-Experts model. The model will be powered by the Huawei Ascend AI chip at launch. Analysts expect the pricing of DeepSeek R2 to be significantly lower than that of OpenAI's GPT-5, indicating it may subvert the pricing model of existing AI services.
Igor Babuschkin, co-founder of Elon Muskās AI start-up, xAI, has announced heās leaving the company to continue his mission to develop āAI thatās safe and beneficial to humanity.ā Babuschkin, who built and led xAIās engineering team, is starting his own companyāBabuschkin Venturesāto support AI safety research and back start-ups that aim to āadvance humanity.ā
Back in February, Google added memories to Gemini that allowed it to remember past conversations. Now, Google has announced a more personalized chat function, which it calls Personal Context. With this function, Gemini will now learn your preferences over time and craft responses based on those preferences.
AI leaders only: Get $100 to explore high-performance AI training data.
Train smarter AI with Shutterstockās rights-cleared, enterprise-grade data across images, video, 3D, audio, and moreāenriched by 20+ years of metadata. 600M+ assets and scalable licensing, We help AI teams improve performance and simplify data procurement. If youāre an AI decision maker, book a 30-minute callāqualified leads may receive a $100 Amazon gift card.
For complete terms and conditions, see the offer page.
Earlier this week, Musk accused Apple of giving (its partner) OpenAI preferential treatment over xAI, claiming Apple has made it "impossible for any AI company besides OpenAI to reach #1 in the App Store." Apple has responded, insisting that the App Store "is designed to be fairā and features apps āthrough algorithmic recommendations, and curated lists selected by experts using objective criteria.
The Aviron Victory makes it easier to stay consistent, even during busy, sun-filled days. With science-backed, gamified workouts and endless entertainment options, it fits your life and keeps you moving. Explore scenic routes, compete in games, or stream your favorite shows ā all from home. Avironās sale is on now plus you get an extra $50 off with code VICTORY50 at avironactive.com.
AI Tutorial
How to generate music with AI
Go to ElevenLabs and sign up.
Click on āMusicā and describe your song in the prompt box.
Select the duration and number of variations for your song and click āGenerateā.
Sample Prompt: High-energy Afro-Latin electro-pop at 108 BPM, syncopated dembow kick & metallic snare, side-chained sub-bass pump, glassy Juno pads, DX-bell arps, pitched-vocal chops in the drop; verses half-rapped in low register, chorus yelled with gang chants; chord loop vi-IV-I-V; master bus hot-compressed for club loudness
Within seconds, youāll have a studio-quality song ready to use, no studio time or singer required.
Launch Your Amazon Product to $100K+ in RevenueāFast!
Stack Influence helps you scale your new Amazon product launches into six-figure success stories. Automate thousands of micro-influencer collaborations monthlyāno influencer fees, just authentic content paid with your products. Trusted by top brands, Stack Influence boosts external traffic, organic rankings, and delivers engaging UGC, all fully managed so you can focus on growth.
š„Top AI tools to increase productivity:
Rolemantic is an innovative platform that creates personalized AI companions
AutoRFP.ai - From automating routine operations to uncovering valuable insights,
Chatsistant.com- Your ultimate Large Language Model Framework. Streamline your AI workflows with multi-agent capabilities
SnapHeadshots-Create professional headshots from the comfort of your home
WriteGo.ai - Generate research papers, essays, and articles effortlessly.
AI Humanize is a tool that transforms AI-generated text into writing that closely resembles human text
Robopic by StackForward LLC transforms your digital photography experience
airapgenerators.com - Create unique AI Raps now, free to use.
View our database of all the best AI tools for your needs: aitoolsup.com
Have cool resources to share? Submit AI tool
A.I. Generated Image of the Day
š wizards
Recommended reading
SPONSOR US
Get your product in front of Big Data & AI enthusiasts
Our newsletter is read by thousands of tech professionals, investors, engineers, managers, and business owners around the world.
Interested in Sponsoring the Big Data News Weekly Newsletter?Get in touch today
What did you think of today's email?Your feedback helps me create better emails for you! |