How to Design a Production-Grade CAMEL Multi-Agent System with Planning, Tool Use, Self-Consistency, and Critique-Driven Refinement

A practical guide to understanding AI agent design, ReAct workflows, and when to scale from a single agent to a multi-agent system. The post Single Agent vs Multi-Agent: When to Build a Multi-Agent System appeared first on Towards Data Science.

Exclusive: amid unrest, President William Ruto promised to give all Kenyans access to healthcare. But the algorithm favours the rich, an investigation has found An AI system used to predict how much Kenyans can afford to pay for access to healthcare, has systemically driven up costs for the poor, an investigation has found. The healthcare system being rolled out across the country, a key electoral promise of President William Ruto, was launched in October 2024 and intended to replace Kenya’s decades-old national insurance system. Continue reading...

SANTA CLARA, Calif., May 1, 2026 — Tenstorrent has announced the general availability of Tenstorrent Galaxy Blackhole deployed at scale, delivering industry-leading general-purpose AI performance. Other solutions require bolting together separate […] The post Tenstorrent Announces General Availability of Galaxy Blackhole AI System appeared first on AIwire.

Siemens has introduced the Eigen Engineering Agent, an AI system designed to plan and validate automation engineering tasks in operational environments. The system uses multi-step reasoning and self-correction to carry out tasks autonomously and operates directly inside engineering platforms, letting it to complete workflows from initial design through to validation. Autonomous engineering workflows The agent […] The post Siemens introduces AI system for automation engineering appeared first on AI News.

For all the possibilities AI gives us, there is always a chance of the technology malfunctioning or becoming compromised. In the event of an AI system crisis, new research from ISACA has found that the majority of organisations surveyed couldn’t explain how quickly they could stop an AI system emergency, or even report on what […] The post How to prepare for and remediate an AI system incident appeared first on AI News.

Objection has launched with multi-million dollar seed funding backed by Peter Thiel and Balaji Srinivasan, introducing an AI-driven platform designed to evaluate the accuracy of journalistic claims. Founded by Aron D’Souza, the system allows users to challenge specific assertions in published content for a fee, triggering structured reviews. The platform uses large language models from […]

New model is the first AI system to complete a difficult multi-step infiltration challenge.

Meeting with US Treasury secretary comes as latest AI system has detected decades-old vulnerabilities