The Paranoid Agent: Unleashing Chaos Monkey on a LangGraph4j State Graph
Every agent looks great when the mock API responds in 100 milliseconds and the demo run is scripted.Continue reading on Towards AI »
142 stories
Every agent looks great when the mock API responds in 100 milliseconds and the demo run is scripted.Continue reading on Towards AI »
Artificial intelligence has changed almost every aspect of software development and cybersecurity. But perhaps one of the most profound changes The post AI is speeding up exploits. Vulnerability spreadsheets can’t keep up. appeared first on The New Stack.
Por que se você está no loop, você é o gargalo. Nas últimas semanas, enquanto pesquisava padrões para estruturar o desenvolvimento com IA além do hype de autocompletes na IDE, assisti aos vídeos-ensaios de Dan Disler (IndyDevDan)¹ sobre fábricas de software autônomas.
In 2018, Google open-sourced gVisor under the Apache 2.0 license. To the best of its contributors’ knowledge, it has ever since remained the second most mature implementation of Linux, after Linux.
Forest monitoring is becoming a data-integration problem. A typical monitoring program might use satellite imagery, LiDAR data, IoT sensors, field observations, weather reports, and various machine learning models.
Control leaves the process NVIDIA presented the Open Agent Safety Platform on September 28, and the design decision is the news. The runtime is called OpenShell, it is open source, and it already supports Codex, Claude Code, Pi and Hermes.
What does “Prompt Cache Warm” actually mean in Claude Code? In this short, we break down how prompt caching works, why Claude doesn’t need to reprocess your entire conversation every time, what the 60-minute timer really means, and why cached prompts can make later requests much cheaper and faster.
Your agent triaged the alerts, wrote the patch, opened the pull request, updated the docs, and merged. The bug is in production. The migration ran against the wrong table. The customer got the email with the wrong number. All of it is irreversible. And a human owns every bit of it.
DigitalOcean recently launched DigitalOcean Managed Agents in public preview, offering a managed cloud infrastructure layer for AI agents with isolated microVM runtimes, governed tool access, and serverless AI inference. By Sergio De Simone
Hermes + Claude Code + Telegram on a cheap always-on thin client. Hi, I'm Amir 👋 I'm a DevOps engineer, and a surprising amount of my time goes into work that is important but repetitive. A server needs patching. A CI/CD pipeline fails. A script needs a small change.
A facilities coordinator in Dubai types a sentence into a company support portal: the checkout page keeps timing out near month-end. That sentence is about to be read by a system with access to your codebase.
For the past few weeks I've been building Aegis-DevOps, an open-source check that sits in front of the shell commands an AI coding agent runs. Before Claude Code, Codex, Copilot, Cursor or Gemini CLI runs kubectl, terraform or aws, a hook hands the command to Aegis, and Aegis blocks it if your…
Launching five agents on one large issue does not create five independent units of progress. If all five edit the same module, interpret the same vague requirement, and compete for one integration decision, the team may have created a queue of conflicting patches.
Every component worked to spec. The system broke anyway. I run a fleet of AI agents at home: several machines, a shared knowledge base in Obsidian, Syncthing keeping it all in one shape. Last week the fleet started getting dumber.
Is Kubernetes Gateway API Replacing Ingress? The Ingress API isn’t going anywhere. The ingress-nginx controller you’re probably running already has. Those are two very different problems. The …
How a Load Balancer Actually Splits Traffic! Round robin sends requests to servers A, B, C and D in a fixed loop, so it has no idea when one server is stuck on slow 2-second payment requests.
The panelists discuss how production operations are evolving with AI, turning operational data into actionable insights for incident response. They explain how automation and new architectural practices help engineering teams build more understandable systems, while exploring how AI reshapes…
Amazon Web Services just overhauled its setup process to make building in the cloud much simpler. New users can now sign up using Google, GitHub, Apple, or Amazon accounts without needing a credit card to start.
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