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Kilo targets shadow AI agents with a managed enterprise platform

11:56
Kilo has launched KiloClaw for Organizations, a managed version of its OpenClaw platform aimed at enterprises seeking more control over how employees deploy AI agents for tasks such as repository monitoring, email drafting, and calendar management. Co-founded by GitLab co-founder Sid Sijbrandij and Scott Breitenother, Kilo is building open-source coding and AI agent tools and is gaining attention…

Spring AI tutorial: How to develop AI agents with Spring

11:56
Artificial intelligence and related technologies are evolving rapidly, but until recently, Java developers had few options for integrating AI capabilities directly into Spring-based applications . Spring AI changes that by leveraging familiar Spring conventions such as dependency injection and the configuration-first philosophy in a modern AI development framework. My last tutorial demonstrated h…

Why ‘curate first, annotate smarter’ is reshaping computer vision development

11:02
Computer vision teams face an uncomfortable reality. Even as annotation costs continue to rise, research consistently shows that teams annotate far more data than they actually need. Sometimes teams annotate the wrong data entirely, contributing little to model improvements. In fact, by some estimates, 95% of data annotations go to waste . The problem extends beyond cost. As I explored in my prev…

Building enterprise voice AI agents: A UX approach

11:02
The voice AI agents market is projected to grow from $2.4 billion in 2024 to $47.5 billion by 2034, a 34.8% compound annual growth rate. Yet only 1% of enterprises consider their AI deployments “mature” and fewer than 10% of AI use cases make it past pilot stage . The models work but the gap is in how these systems are designed for real human interaction in enterprise collaboration, where voice c…

Vim and GNU Emacs: Claude Code helpfully found zero-day exploits for both

1.dubna
Developers can spend days using fuzzing tools to find security weaknesses in code. Alternatively, they can simply ask an LLM to do the job for them in seconds. The catch: LLMs are evolving so rapidly that this convenience might come with hidden dangers. The latest example is from researcher Hung Nguyen from AI red teaming company Calif, who, with simple prompts to Anthropic’s Claude Code, was abl…

Meta shows structured prompts can make LLMs more reliable for code review

1.dubna
Meta researchers have developed a structured prompting technique that enables LLMs to verify code patches without executing them, achieving up to 93% accuracy in tests. The method, dubbed semi-formal reasoning, could help reduce reliance on the resource-heavy sandbox environments currently required for automated code validation. The development comes as organizations look to deploy agentic AI for…

PEP 816: How Python is getting serious about Wasm

1.dubna
WebAssembly , or Wasm, provides a standard way to deliver compact, binary-format applications that can run in the browser. Wasm is also designed to run at or near machine-native speeds. Developers can write code in one of the various languages that compile to Wasm as a target (e.g., Rust ), and deliver that program anywhere Wasm runs. But Wasm by itself isn’t enough. An application, especially on…

What next for junior developers?

1.dubna
Everyone is worried about junior developers. What are all these fresh-faced computer science graduates going to do now that AI is writing all the code? It is a legitimate concern. It wasn’t that long ago that the best advice I could give an early-career person interested in software development was to go to a boot camp. Sure, they could go to college and get a four-year computer science degree, b…

How to halve Claude output costs with a markdown tweak

1.dubna
In a quiet corner of GitHub better known for weekend experiments than paradigm shifts, Drona Reddy , a data analyst at Amazon US, has published a single markdown file that promises to cut Claude’s output token usage by more than half, not by changing code, but by reshaping the model’s behavior. The file, called Claude.md and available under an MIT license , outlines a set of structured instructio…

Enterprise Spotlight: Setting the 2026 IT agenda

1.dubna
IT leaders are setting their operations strategies for 2026 with an eye toward agility, flexibility, and tangible business results. Download the January 2026 issue of the Enterprise Spotlight from the editors of CIO, Computerworld, CSO, InfoWorld, and Network World and learn about the trends and technologies that will drive the IT agenda in the year ahead.

Anthropic employee error exposes Claude Code source

1.dubna
An Anthropic employee accidentally exposed the entire proprietary source code for its AI programming tool, Claude Code, by including a source map file in a version of the tool posted on Anthropic’s open npm registry account, a risky mistake, says an AI expert. “A compromised source map is a security risk,” said US-based cybersecurity and AI expert Joseph Steinberg . “A hacker can use a source map…

Using Azure Copilot for migration and modernization

1.dubna
Microsoft has given Azure many hats: a serverless platform for distributed applications, a host for security and identity services, a place for big data, and an alternative to running your own data centers and infrastructure. It’s this last one that’s often forgotten since much of the thinking about cloud platforms focuses on new tools and technologies instead of the old faithful applications tha…

How Apache Kafka flexed to support queues

31.března
Since its initial release in 2011, Apache Kafka has cemented itself as the de facto platform for event streaming. Kafka enthusiast Tim Berglund often refers to it as the “universal data substrate.” This is made possible in large part by the Kafka ecosystem that enables connectivity between Kafka and external systems (Kafka Connect) and a Java stream processing library (Kafka Streams). The latest …

What front-end engineers need to know about AWS

31.března
Front-end engineers usually think performance problems live in the browser. When a page feels slow, we inspect bundle size and rendering. When something breaks, we open the network tab. If users complain, we optimize components or tweak state management. For a long time, I approached production issues the same way, assuming the root cause had to exist somewhere inside the UI. Over time, however, …

Enterprises demand cloud value

31.března
The release of the Flexera 2026 State of the Cloud Report provides vital insights into how enterprises are navigating the constantly changing landscape of cloud computing and increasingly AI-driven workloads. The findings show that the enterprise cloud discussion has changed significantly in recent years. What started as a focus on cost-cutting and simple lift-and-shift migration has evolved into…
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