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The latest News and Information on DevOps, CI/CD, Automation and related technologies.

Track OpenAI Spend: Explain Where Your OpenAI Budget Goes

The inevitable happened. A while back, Gartner projected that in 2026, 30–50% of all new SaaS product features would use LLM inference. That meant OpenAI-style costs would become a standard part of SaaS COGS. Today, OpenAI has become one of the most operationally significant line items for SaaS companies. But for many teams, this creates an uncomfortable gap. Engineering sees OpenAI as a fast path to innovation.

Refactor Safely with AI: Using MCP and Traffic Replay to Validate Code Changes

So as software engineers using AI coding assistants, we’re quickly learning of a new anti-pattern: Hallucinated Success. You give your agent (e.g. Claude via terminal or various IDE code assistants) the command “refactor the billing controller.” The agent happily complies, churning out nice clean code. The agent even goes so far as to write a new unit test suite that passes at 100%. You integrate it. Your test suites pass. Your production code breaks. Why?

SSIS Data Flow Components 4.0: Ready for Visual Studio 2026, SQL Server 2025, and Beyond

We are excited to announce the release of SSIS components Data Flow Components version 4.0, an update that delivers expanded compatibility with the latest development tools and database platforms. Version 4.0 introduces full support for Visual Studio 2026 and Visual Studio 2026 Insiders, ensuring developers can seamlessly adopt Microsoft’s newest IDE while continuing to work with familiar workflows.

Secure Fleet Management with MDM: Lockdown Solution for Truck Drivers

Are you struggling with device theft and misuse in your fleet management? Discover how to take control with AirDroid Business! With cutting-edge features like App management, kiosk mode and customized alerts, you can limit access to work-related contents only and quickly respond to unusual device activity Role-based Device Grouping.

We're Past Human-Scale Operations. Here's Why.

Ever been on a 100-person P1 call where everyone says, “It’s not us”? That’s not a people problem. It’s a broken operating model. More tools. More data. More teams. And somehow… slower resolution. This is what happens when observability is fragmented across silos. Each team has data, but no one has shared truth—and human-scale operations can’t keep up with modern IT complexity. This clip breaks down why the old model no longer works.

Telus Communications Migrates from TDM services to VoIP Services

In this video, Curtis Sperle, Director of Voice & Collab Services at TELUS Communications, discusses the company's transition from traditional TDM-based networks to modern VoIP and cloud solutions. Key points include: Modernization Strategy: TELUS is migrating its copper-based services to an IP-based infrastructure to improve scalability and reliability. Strategic Partnership: Ribbon serves as a primary vendor, providing essential components like Session Border Controllers (SBCs) and PSX for call control.

Harness AI January 2026 Updates: Human-Aware SRE and Smarter API and Application Security | Harness Blog

Harness AI is starting 2026 by doubling down on what it does best: applying intelligent automation to the hardest “after code” problems, incidents, security, and test setup, with three new AI-powered capabilities. These updates continue the same theme as December: move faster, keep control, and let AI handle more of the tedious, error-prone work in your delivery and security pipelines. ‍

Code Reviews Done Right: The Framework That Stops Bugs Before Production

Learn code review best practices from experienced developer Shashi Lo at GitKon 2025. Discover how to review pull requests effectively, give constructive feedback using the nit vs. non-nit framework, and leverage AI tools like CodeRabbit and GitHub Copilot to catch bugs humans miss. Shashi Lo shares 20+ years of code review philosophy, demonstrating real PR reviews on his Secret Santa app and showing exactly what makes thorough code review essential for shipping production-ready code.