How to Architect Event-Driven Multi-Agent Systems for Production

Synchronous multi-agent pipelines are too fragile and rigid to scale successfully in complex enterprise settings. Moving toward an Event-Driven Architecture (EDA) solves this roadblock by completely decoupling agents through distributed message brokers like Apache Kafka. By leveraging event-driven choreography, implementing event sourcing for reliable state management, and using strict causality headers to prevent message loops, … Read more

Extract Data with On-demand and Batch Pipelines Dynamically

Many companies have large volumes of paper or electronic documents that contain untapped business intelligence. With the advancement of generative AI, various large language models can be used to accurately extract relevant data from these documents. This post demonstrates an intelligent document processing pipeline that consists of both on-demand inference and batch inference options on … Read more

Roborock’s Q10 S5 Plus robovac is over half off, matching its best price to date

Roborock’s Q10 S5 Plus comes with a self-emptying dock and is under $300. | Image: Roborock Even at full price, the Roborock Q10 S5 Plus offers impressive value, boasting features typically reserved for pricier robovac models at a fraction of the price. That’s especially true today. It’s down to just $269.99 ($280 off) at Wellbots … Read more

A warrantless wiretap law is about to expire — but surveillance networks aren’t actually ‘going dark’

Congress has failed to pass a three-week extension of Section 702 of the Foreign Intelligence Surveillance Act (FISA), with the House voting 218-198 against reauthorizing the controversial warrantless wiretapping authority through July 2nd. After a short-term extension earlier this year, the spying program now appears set to lapse for at least a week. This is … Read more

LLMs Shouldn’t Do Math: Why Your Agents Need Classical ML Tools

The current AI hype cycle wants you to believe that Large Language Models (LLMs) can handle everything. Need to evaluate credit risk? Prompt an LLM. Need to predict customer churn? Give the LLM a few-shot examples. But engineers working in production environments know better. In the real world, enterprise decision-making still runs on classical machine … Read more