How to Design a Persistent Memory and Personalized Agentic AI System with Decay and Self-Evaluation?

In this tutorial, we explore how to build an intelligent agent that remembers, learns, and adapts to us over time. We implement a Persistent Memory & Personalisation system using simple, rule-based logic to simulate how modern Agentic AI frameworks store and recall contextual information. As we progress, we see how the agent’s responses evolve with…

Read More

Kevin Rose’s simple test for AI hardware — would you want to punch someone in the face who’s wearing it?

Kevin Rose has a visceral rule for evaluating AI hardware investments: “If you feel like you should punch someone in the face for wearing it, you probably shouldn’t invest in it.” It’s a typically candid assessment from the veteran investor, and one born from watching the current wave of AI hardware startups repeat mistakes he’s…

Read More

Alphabet is increasingly launching “moonshot” projects as independent companies — here’s why

Alphabet’s X moonshot factory is shifting how it brings ambitious technology projects to market, increasingly spinning them out as independent companies rather than keeping them within the Alphabet corporate structure, X’s head honcho, Astro Teller, revealed at TechCrunch Disrupt this past week. The strategy hinges on a dedicated venture fund that exists solely to invest…

Read More

How to Create AI-ready APIs?

Postman recently released a comprehensive checklist and developer guide for building AI-ready APIs, highlighting a simple truth: even the most powerful AI models are only as good as the data they receive—and that data comes through your APIs. If your endpoints are inconsistent, unclear, or unreliable, models waste time fixing bad inputs instead of producing…

Read More

Sequoia’s Roelof Botha warns founders about chasing sky-high valuations as the firm doubles down on its selective approach

The Trump administration has begun taking direct equity stakes in American companies, not as temporary crisis measures, as in 2008, but as permanent fixtures of industrial policy. The moves raise interesting questions, including what happens when the White House appears on your cap table. At TechCrunch Disrupt in San Francisco last week, Sequoia Capital’s global…

Read More

LongCat-Flash-Omni: A SOTA Open-Source Omni-Modal Model with 560B Parameters with 27B activated, Excelling at Real-Time Audio-Visual Interaction

How do you design a single model that can listen, see, read and respond in real time across text, image, video and audio without losing the efficiency? Meituan’s LongCat team has released LongCat Flash Omni, an open source omni modal model with 560 billion parameters and about 27 billion active per token, built on the…

Read More