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Capital One on Thursday released VulnHunter, an open-source, agentic AI security tool that scans source code for exploitable vulnerabilities, maps out how an attacker would reach them, and proposes targeted fixes — all before a single line ships to production. The tool, built internally and now available on GitHub under an Apache 2.0 license, is one of the most ambitious attempts by a major financial institution to turn offensive AI capabilities into a public defensive resource.At a time when security teams are facing a rising tide of new AI threats, Capital One s decision to open-source the tool reflects an effort, according to CISO Chris Nims, to address an increasingly brief window before sophisticated, next-generation AI attack capabilities become affordable and accessible to virtually every adversary. Capital One is not simply releasing another vulnerability scanner. VulnHunter introduces what the company calls an attacker-first forward analysis — a workflow in which the tool begi
Intuit was an early pioneer in the usage of agentic AI, but its path to success has hardly been a straight line.At VB Transform 2026, Intuit VP of AI Nhung Ho described how the company rebuilt its agent architecture twice in the span of about four months, first moving from a fleet of specialist agents to a central orchestration layer, then abandoning that layer for a skills and tools based system once the orchestrator itself started failing under its own complexity. The full second rebuild took 60 days, with a first working version in under 20.The failure mode that forced the second rewrite was specific. Agents in the orchestrated system passed results to each other in natural language, and each handoff lost context the next agent needed to act correctly. If you have 10 agents and they all are passing to each other, every time that pass happens, error compounds, Ho said.Why the orchestration layer broke downHo said the original push toward specialist agents came from a straightforward
Maximo founder Deise Yumi Asami discusses the process of automating solar construction with robotics. The post Founder of Maximo discusses how robotics is accelerating solar construction appeared first on The Robot Report.
Andrew James (from left), Neil Morrison, Natalia Kurz and Michael Neiss work on a prototype of their weed-killing robot ahead of The Farm Robotics Challenge, which they won on May 21. By Holly Hartigan A team of Cornell undergraduates beat 95 other teams to take the grand prize at The Farm Robotics Challenge with their [ ]
Connecting MCP servers to Claude allows it to work with external tools, files, databases, repositories, and other systems instead of operating only within the chat window. The setup differs slightly between Claude Desktop and Claude Code, but both can be configured in just a few steps. In this article, you’ll learn how to connect MCP [ ] The post How to Connect MCP Servers with Claude (Claude Desktop and Claude Code) appeared first on Analytics Vidhya.
GPT-5.6 Sol and Claude Fable 5 are currently fighting for the frontier-model crown. Fable 5 holds a slight edge in general intelligence, while Sol hits back with stronger coding performance, faster execution and much lower pricing. In fact, GPT-5.6 Sol is priced closer to Claude Opus 4.8 than to Fable 5, which makes this comparison [ ] The post GPT-5.6 Sol vs Claude Fable 5: Benchmarks, Pricing Hands-On appeared first on Analytics Vidhya.
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Image copyright: Raphael Zufferey. By Jennifer Chu Loons, gulls, puffins, and petrels are some of the 100 species of birds that can both fly and swim. These diving birds can plunge in water to swim after prey, and then leap back into the air to fly away. Now, inspired by these naturally aquatic aviators, engineers [ ]
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