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- 🤖 Retrieval vs. Memory in Agentic AI Systems
🤖 Retrieval vs. Memory in Agentic AI Systems
🦾Plus: 📱 Google reveals 2026 hardware lineup: Pixel 11
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Hey folks! Let’s get into Big Data and AI craziness…
In today's edition: Here is roundup of AI Models, SQLite bug, Coding CLI Tools🐛 👇
🐛How we tracked down a 16-year-old SQLite bug
🧠Researchers Crack Hidden Reasoning in Top AI Models
⚡xAI’s Grok 4.6 Leads Market in Cost-Effective Intelligence
📱 Google Gave 70 Million Deaf People Their First AI
💡 AI Tutorial:How to create websites with ChatGPT
🤖AI Tools and Data Tools to checkout
In this article, you will learn the conceptual and practical differences between retrieval and memory in agentic AI systems, and how to combine both effectively. Topics we will cover include: What separates retrieval from memory, and why the distinction matters for long-running agents. How retrieval pipelines and memory systems are each built, illustrated with a concrete worked example.
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Agentic coding tools are redefining how developers write, test, refactor, and deploy software. Unlike traditional code assistants, agentic CLIs can plan tasks, modify multiple files, run commands, debug issues, and iteratively improve solutions with minimal human input — all directly from the terminal.
Resolving the issue was a massive, cross-functional effort that involved dozens of people, including Tailscale's engineering and support teams and the core maintainers of SQLite.
🚀 Dive into the World of Machine Learning System Design! 🌐How do companies like Netflix, Airbnb, and Doordash apply machine learning to improve their products and processes? We put together a database of 800 case studies from 100 companies that share practical ML use cases and learnings from designing ML systems.️
Researchers found a way to recover parts of hidden AI reasoning from encrypted reasoning blocks used by OpenAI, Anthropic, and Google. Main findings: Encrypted reasoning blocks from powerful models could sometimes be replayed into weaker sibling models from the same provider. With jailbreak prompts, those weaker models sometimes converted the encrypted blocks back into readable reasoning without the encryption key.
SpaceXAI just launched Grok 4.6, its new top model with benchmark scores that compete with frontier options like Anthropic’s Fable 5 and OpenAI’s GPT-5.6 Sol while charging 60% less — a massive turnaround for the once-ridiculed model. Grok 4.6 scored a 61 on Artificial Analysis’ Intelligence Index, passing Sol and now sitting behind just Opus 5 (63) and Fable 5 (62).
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👨💻 Data Tools, Libraries
MachineAuth (GitHub Repo)
MachineAuth provides secure OAuth 2.0 client credentials flow for AI agents, enabling machine-to-machine authentication.
llmfit (GitHub Repo)
llmfit is a terminal tool that right-sizes large language models to fit a system's RAM, CPU, and GPU.
Diffusion Language Model (GitHub Repo)
dLLM is a library that unifies the training and evaluation of diffusion language models, bringing transparency and reproducibility to the entire development pipeline:
AI News:
Google spent a lot of its annual Made by Google event today talking about Gemini and other AI features (that it’s incorporating deeper into Pixel’s mobile experience). But it also announced: the Pixel 11, Pixel 11 Pro and Pro XL, Pixel 11 Pro Fold, Pixel Tag (its own version of Apple’s AirTag), Pixel Watch 5, and a new color of Pixel Buds Pro.
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Siri AI runs on Google's Gemini and answers questions using live information pulled from the web. Apple declined to comment on the terms reported by The Wall Street Journal, and it has signed earlier content deals that covered rights to train its own models. Its Apple News+ subscription has paid participating outlets since 2019, so the company already runs a publisher payment system
The rumors are true. Lovable has raised another $400 million Series C mega round led by Menlo Ventures and the Scaleup Europe fund, putting Europe’s favorite vibe-coding startup at a $13.3 billion valuation. The new funding comes after Lovable hit $500 million in annualized run rate revenue in June after its previous round in December brought in $330 million at a $6.6 billion valuation.
Paul Conyngham introduced Gamgee, a Y Combinator-backed startup building mRNA cancer shots matched to the mutations in a single dog's tumor, coming just months after he made one with ChatGPT and AlphaFold for his own dog Rosie. Several vet visits over 11 months missed Rosie's mast cell cancer, and once surgery, chemo, and immunotherapy all failed, her outlook fell to just months.
Google DeepMind built SL2T to read the hands, torso, head and face at once, because meaning in sign languages comes from all of them at the same time. On the FLEURS-ASL benchmark it scored 70 BLEURT for translation quality, and no earlier model has come close to that. An on-device model tracks points on the signer's body and sends only those coordinates to Google's servers, so the phone can delete the recording straight away.
Why lock up your capital for years? For a limited time, accredited investors can earn a 9.5% fixed annualized return with the new Groundfloor Bond Note. Your investment has a defined six-month term, so you can earn a competitive fixed return while keeping your options open for whatever comes next. Capped at $10M. It won’t stay open long
AI Tutorial
How to create websites with ChatGPT
ChatGPT Sites lets you create, edit, and publish a website by simply describing what you want. Here is how it works:
Open ChatGPT and select Work.
Type @Sites and describe your website.
Add your text, images, files, and brand details.
ChatGPT builds a working website preview.
Ask ChatGPT to change the design, pages, or content.
Publish the website and share the link.
You can use it for business websites, portfolios, dashboards, landing pages, and simple web apps.
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🔥Top AI tools to increase productivity:
Alice - A native app that offers fast and reliable experience with models (OpenAI, Perplexity, Claude and more)
Linktopia - Community link-building for bloggers, entrepreneurs and startup brands to grow
VerifactAI is an AI fact-checking tool that allows you to fact-check your articles within a minute.
Undress AI Tool is a website that offers a deepnude application, allowing users to create modified images
Screenloop is the ultimate Talent Operations Platform, seamlessly integrating a next-gen ATS
Postlyy - All in one platform to create, schedule, and analyze content on X and LinkedIn
AirRankPilot helps local businesses get discovered by Google and AI tools like ChatGPT and Perplexity
InboxKit is your all-in-one platform for building, managing, and scaling cold-email infrastructure.
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
👀 What if the landscape itself was the portal?
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