Operations | Monitoring | ITSM | DevOps | Cloud

You're already using AI without realizing it

You're already using AI without even thinking about it. That's the realization that kicks off this ShipTalk moment: Apple Maps quietly using on-device machine learning to learn your routes and driving habits — complete trust, zero thought. Which raises the real question: why aren't we there yet with AI in software delivery? The answer comes down to one word: guardrails. Consumer AI earned invisible trust. Shipping software hasn't — not until the guardrails catch up.

AI Amplifies Your Existing Practices: Lessons from Our Shift to an AI-First Strategy

In this two-part blog series, I give a detailed report-out on how our Honeycomb engineering team 2.5x-ed our throughput using AI without breaking everything or lowering our standards for quality. Part 1 explains how we did it and shows data about how that ramp-up happened. In this blog, I share what we learned. The “platform engineering” frame and the “autonomy, ownership, feedback loops” frame are the same frame, spoken in two different vocabularies.

From OpenAPI to MCP: A Practical Access Layer for AI Clients

Connecting an AI client to a REST API looks simple until the first real production requirement appears. The client needs to discover operations, understand request schemas, authenticate safely, respect write restrictions, and handle credentials without copying them into every desktop configuration. A thin wrapper around HTTP rarely solves all of those problems.

RK3588 Explained: Why This Rockchip Chip Powers So Many AI and Edge Devices

The Rockchip RK3588 has quietly become one of the most widely adopted processors in single-board computers, mini PCs, and edge AI hardware - and it's not hard to see why once you look at what's packed into it. As reported by KiwiPi, the RK3588 is a system-on-chip that combines CPU, GPU, and a dedicated AI processing unit on a single die, letting manufacturers build compact devices without sacrificing performance across multiple workloads.

Free AI Photo Editor Review: PhotoGenerator AI in 2026

Photogenerator is a smart online tool that lets you create stunning, high-resolution photos using artificial intelligence. With this platform, you can describe any idea in words-like a product photo, a portrait, or concept art-and Photogenerator will turn your description into a polished image. It's super easy to use, and you don't need any special skills to start making impressive pictures.

Dynamic MCP Server Demo | Connect AI Agents to Enterprise Automation with Resolve Actions Pro 8.1

Learn how to create and deploy a Dynamic MCP Server in Resolve Actions Pro 8.1 and securely expose enterprise automation to AI assistants using the Model Context Protocol (MCP). In this walkthrough, you'll see how to configure an MCP server, publish automation runbooks, connect to Claude Desktop, and execute enterprise workflows directly from an AI assistant. With Dynamic MCP Servers, organizations can make existing automation instantly accessible to AI agents without rebuilding workflows.

AI vs. AI: from alert fatigue to agentic cybersecurity

AI is transforming cybersecurity on both sides of the battlefield. Attackers can now launch highly personalized phishing campaigns at scale and build malware capable of making autonomous decisions. At the same time, security teams are using AI agents to investigate alerts, reduce noise, and respond to threats faster. In this episode of Humans of Reliability, we speak with Nir Soudry, Head of R&D at 7AI, about the shift from alert fatigue to agentic cybersecurity.