InfoWorld

The rise of AI coding agents is beginning to expose a longstanding weakness in software development: work remains fragmented across developer terminals, CI pipelines, remote servers, and production systems. Superlogical, a startup founded by HashiCorp co-founder Mitchell Hashimoto , aims to solve that by turning the terminal into a persistent execution layer that both developers and AI agents can…

Alibaba on Monday introduced Qwen3.8-Max, its largest artificial intelligence model to date, expanding its enterprise AI portfolio with an open-weight model designed for software engineering, multimodal reasoning, and other knowledge-intensive business workloads. In a blog post announcing the launch, Alibaba described Qwen3.8-Max as a 2.4-trillion-parameter mixture-of-experts (MoE) model that act…

When we think of documents, or documentation, they tend to fall into two circles. First are business documents, typically composed with an office application like Microsoft Word or Google Docs. Second is project documentation, often created semi-automatically from a project using an app like Sphinx or Pandoc. But there’s a third circle, one that can overlap the other two. These are documents prod…

Every developer who has worked with an LLM -powered application has hit a familiar wall. You hard-code context into a prompt, and it works great for the thing you built it for. But when you try to have the system do something slightly different, something goes wrong. So you add more context. Then more conflicts show up, and you end up trying to hopelessly maintain a web of hand-tuned strings that…

There is a lot of talk about the coming enterprise AI reality, in which AI finally arrives in production systems. You might not know it, but this reality—or nightmare, depending on how you handle it—is already happening. It all starts with a “pilot,” a “prototype,” or a “side project.” Maybe someone builds an internal dashboard with an agent. The dashboard quickly becomes indispensable, and all o…

Microsoft has had a narrow escape from total embarrassment: A security company uncovered a critical vulnerability that could have compromised all Azure Cosmos DB databases — both those of customers and Microsoft’s own. Google subsidiary Wiz found a flaw in the database’s Gremlin API, usually used for storing and managing property graph data. If bad actors had discovered it first, they could have …

JetBrains is warning of a critical security vulnerability in its TeamCity DevOps platform that could allow unauthenticated attackers to execute arbitrary operating system commands on vulnerable servers. “If exploited, this vulnerability may allow an unauthenticated attacker with HTTP(S) access to a TeamCity server to bypass authentication checks and execute arbitrary commands,“ the company said i…

OpenAI has cut API prices for its GPT-5.6 Terra and Luna models by 20% and 80%, respectively, while also reducing the number of usage credits the models consume in ChatGPT Work and Codex, in an effort to effectively increase the amount of AI work enterprise subscribers can perform without paying more. “Starting July 30, API pricing is $2 per million input tokens and $12 per million output tokens …

For a long time, I thought of observability as something mainly owned by backend, platform or site reliability teams. Frontend engineers built the interface, handled browser behavior and called APIs. When something failed deeper in the system, another team looked at server logs and infrastructure dashboards. That division works until the application is technically available, but the user experien…

Every cloud architect, every financial services executive, and frankly every enterprise CTO should be paying attention to what is going on in the United Kingdom right now . Britain has formally designated Microsoft, Google, Amazon Web Services, and Oracle as “critical third parties” to the financial sector, meaning they are now subject to direct oversight by UK financial regulators rather than be…

A few years ago, I sat in a postmortem that I still think about. We’d had a production incident where a routine deploy had quietly shipped with the wrong configuration, and it took us longer to notice and roll back than anyone was comfortable admitting. But when we traced the root cause, almost none of it was the feature code. It was the scaffolding around it: a Kubernetes manifest no longer matc…

KotlinLLM, a research prototype for delegating runtime logic to a large language model (LLM) from Kotlin code, is now going open source and public, JetBrains announced. Revealed July 28 , KotlinLLM is an IntelliJ IDEA plugin prototype for experimenting with LLM-driven “Smart macros” in Kotlin, enabling code generation, runtime updates, and hot-reloading. In software engineering, LLMs are commonly…

A critical vulnerability in the open-source AI agent platform Ruflo could allow unauthenticated attackers to take control of enterprise AI environments by exploiting an exposed Model Context Protocol (MCP) bridge, according to research published by Noma Security. The flaw, tracked as CVE-2026-59726 and dubbed RufRoot, carries a maximum CVSS score of 10.0 and affects Ruflo versions prior to 3.16.3…

Databricks is adding an agentic code conversion capability to its Lakebridge toolkit, using Genie Code to provide its new customers another way to move from rival data warehouses to its lakehouse built atop Databricks SQL. The new capability, called the agentic code converter , uses AI subagents to analyze source code, convert files in parallel, validate the translated SQL, and iteratively retry …

One percent of AI-active developers now generate 46 times more AI-written lines of code per day than the median active user, according to the Cursor Developer Habits Report . The bottleneck is no longer writing software. It is understanding what happens after that software ships. Every new service, dependency, feature flag, generated abstraction, and deployment path increases the number of ways a…