Is Minimization the Best Approach to AI Governance?

As organizations integrate artificial intelligence (AI) into their business operations, they need clear ways to manage the risks associated with its development and use. Effective governance provides oversight, but complex procedures can consume resources and slow implementation. Minimization offers a potential way to make governance more proportionate by limiting unnecessary data use while preserving accountability…

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The Next Battle in SaaS Starts Above MCP

Model Context Protocol is giving AI a common way to connect with enterprise software. Vrushali Paunikar, Chief Product Officer at Carta, argues that the bigger challenge is deciding what happens after the connection is made, and how much of the job should be left to the language model. Over the past year, Model Context Protocol…

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IBM and Kaggle Partner on Continuous ScarfBench Migration Leaderboard

IBM and Kaggle are partnering on a continuously updated public leaderboard for ScarfBench, IBM’s open benchmark for evaluating coding agents on enterprise Java framework migrations, according to an IBM Research technical note published October 27, 2026. ScarfBench, short for Self-Contained Application Refactoring Benchmark, tests whether an agent can take an unfamiliar enterprise Java application, migrate…

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How Predictive AI and Human Expertise Are Revolutionizing Merchant Fee Management

Over the past two decades, the payments industry has grown into a complex, highly technical network of moving parts and dynamic rulesets. Merchant fee structures are no longer a predictable cost of doing business, but a volatile variable that can quietly erode an enterprise’s bottom line. Modern fee management requires navigating shifting interchange rates, evolving…

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Percepto Launches Axion, a Hardware-Agnostic Physical AI Platform

Percepto launched Axion on October 27, 2026, a hardware-agnostic Physical AI platform available at launch as a software-as-a-service offering for operators of power grids, oil and gas facilities, and industrial sites. In its launch announcement, the Austin, Texas-based company said Axion works with existing or new drone fleets, third-party sensors, and other data collection channels,…

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