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    Microsoft Built One of the Largest AI Models Ever. Now They Want to Put It in Your Enterprise.

    Microsoft Built One of the Largest AI Models Ever. Now They Want to Put It in Your Enterprise.

    Microsoft quietly published something that the AI industry is still processing. Their new model, MAI-Base-2, has 2.8 trillion parameters. The previous generation of top-tier models measured in the hundreds of billions. This is a different scale entirely. Parameters are the

    ben October 18, 2026 AI & Automation, Industry Insights No Comments Read more

    Long-Lived API Keys Are a Security Risk. Pulumi ESC Just Made It Easy to Fix That.

    Long-Lived API Keys Are a Security Risk. Pulumi ESC Just Made It Easy to Fix That.

    Every engineering team has a version of this problem. There is an API key buried in a CI/CD pipeline that was configured by someone who left the company a year ago. It still works. It has full access to whatever

    ben October 17, 2026 DevOps, Industry Insights No Comments Read more

    Microsoft Trained Its Own Frontier AI Model. Enterprise Customers Should Pay Attention.

    Microsoft Trained Its Own Frontier AI Model. Enterprise Customers Should Pay Attention.

    Microsoft has been working with OpenAI’s models for years. They built Azure OpenAI, invested billions in the partnership, and for most of the enterprise world, “Microsoft AI” and “GPT-4” became practically synonymous. That era is not ending, but it is

    ben October 17, 2026 AI & Automation, Industry Insights No Comments Read more

    Stop Storing API Keys. Pulumi ESC Now Mints Tokens That Expire on Their Own.

    Pulumi ESC’s new OIDC token provider replaces long-lived stored API keys with short-lived credentials that expire automatically. Here’s why that matters for your infrastructure.

    ben October 16, 2026 DevOps, Industry Insights No Comments Read more

    Microsoft’s 2.8 Trillion Parameter Model Is a Signal, Not Just a Stat

    Microsoft’s 2.8 Trillion Parameter Model Is a Signal, Not Just a Stat

    Microsoft’s MAI-Base-2 is a 2.8 trillion parameter Mixture of Experts model designed for enterprise agentic tasks. Here’s what it means for businesses using Azure.

    ben October 16, 2026 AI & Automation, Industry Insights No Comments Read more

    AWS Lambda Web Functions: Deploy Your Express App Without Rewriting Anything

    AWS Lambda Web Functions: Deploy Your Express App Without Rewriting Anything

    Most AWS Lambda tutorials start with the same awkward step: take your web application and break it into a pile of event-handler functions. Every route becomes its own Lambda. Your Express middleware disappears. Your Next.js app becomes an archaeology project.

    ben October 14, 2026 DevOps, Industry Insights No Comments Read more

    Claude Now Manages Its Own AI Agents. Here’s What That Means for Business Automation.

    Claude Now Manages Its Own AI Agents. Here’s What That Means for Business Automation.

    You hand a project to one AI assistant and it’s done in minutes. You hand it something bigger, and suddenly you need five assistants, a coordinator, and someone keeping track of who passed what to whom. Anthropic just changed who

    ben October 14, 2026 AI & Automation, Industry Insights No Comments Read more

    Atlassian and OpenAI Just Made Jira Smarter. Your Dev Team Will Feel It.

    Atlassian and OpenAI Just Made Jira Smarter. Your Dev Team Will Feel It.

    Atlassian and OpenAI Just Made Jira Smarter. Your Dev Team Will Feel It. Three thousand Atlassian developers already use Codex in their daily workflow. That’s not a beta test or a pilot program. It’s production-scale adoption, and it sets the

    ben October 13, 2026 DevOps, Industry Insights No Comments Read more

    Microsoft Built Its Own AI Chip. Here’s Why That Changes AI Costs.

    Microsoft Built Its Own AI Chip. Here’s Why That Changes AI Costs.

    Microsoft Built Its Own AI Chip. Here’s Why That Changes AI Costs. The world runs AI on NVIDIA hardware. That single dependency has made GPU supply chains a strategic bottleneck for companies building AI products, driven up the cost of

    ben October 13, 2026 AI & Automation, Industry Insights No Comments Read more

    DigitalOcean MicroVMs Pause When Idle and Resume in Milliseconds. Here Is Why That Matters for Your Infrastructure Bill.

    DigitalOcean MicroVMs Pause When Idle and Resume in Milliseconds. Here Is Why That Matters for Your Infrastructure Bill.

    Running a CI/CD pipeline that fires a hundred short jobs a day? Or an AI coding agent that needs a clean, isolated environment for each task? You’ve probably been paying for servers that sit idle between those bursts — because

    ben October 12, 2026 DevOps, Industry Insights No Comments Read more
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