All news with #rag hallucinations tag

Agentic BAS AI Translates Threat Headlines to Defenses

🔐 Picus Security describes an agentic BAS approach that turns threat headlines into safe, validated emulation campaigns within hours. Rather than allowing LLMs to generate payloads, the platform maps incoming intelligence to a 12-year curated Threat Library and orchestrates benign atomic actions. A multi-agent architecture — Planner, Researcher, Threat Builder, and Validation — reduces hallucinations and unsafe outputs. The outcome is rapid, auditable testing that mirrors adversary TTPs without producing real exploit code.

The AI Fix — Episode 78: Security, Spies, and Hype

🎧 In Episode 78 of The AI Fix, hosts Graham Cluley and Mark Stockley examine a string of headline-grabbing AI stories, from a fact-checked “robot spider” scare to Anthropic’s claim of catching an autonomous AI cyber-spy. The discussion covers Claude hallucinations, alleged state-backed misuse of US AI models, and concerns about AI-driven military systems and investor exuberance. The episode also questions whether the current AI boom is a bubble, while highlighting real-world examples like AI-generated music charting and pilots controlling drone wingmen.

The AI Fix #65 — Excel Copilot Dangers and Social Media

⚠️ In episode 65 of The AI Fix, Graham Cluley warns that Microsoft Excel’s new COPILOT function can produce unpredictable, non-reproducible formula results and should not be used for important numeric work. The hosts also discuss a research experiment that created a 500‑AI social network and the arXiv paper Can We Fix Social Media?. The episode blends technical analysis with lighter AI culture stories and offers subscription and support notes.

Cloudflare Launches AI Avenue: A Hands-On Miniseries

🤖 Cloudflare introduces AI Avenue, a six-episode miniseries and developer resource designed to demystify AI through hands-on demos, interviews, and real-world examples. Hosted by Craig alongside Yorick, a robot hand, the series increments Yorick’s capabilities—voice, vision, reasoning, learning, physical action, and speculative sensing—to show how AI develops and interacts with people. Each episode is paired with developer tutorials so both technical and non-technical audiences can experiment with the same tools featured on the show. Cloudflare also partnered with industry teams like Anthropic, ElevenLabs, and Roboflow to highlight practical, safe, and accessible applications.

Amazon Neptune Adds BYOKG RAG Support via GraphRAG

🔍 Amazon Web Services announced general availability of Bring Your Own Knowledge Graph (BYOKG) support for Retrieval-Augmented Generation (RAG) using the open-source GraphRAG Toolkit. Developers can now connect domain-specific graphs stored in Amazon Neptune (Database or Analytics) directly to LLM workflows, combining graph queries with vector search. This reduces hallucinations and improves multi-hop and temporal reasoning, easing operationalization of graph-aware generative AI.