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Engineering Management

The Agentic Software Factory: Every Control Surface, Named

Thirteen pieces built the parts. This one puts them together: the whole flow from intent to verified behavior, the nine control surfaces where humans …

You're Not Managing Engineers Anymore. You're Allocating Judgment.

Sprint planning handed out the scarce resource: engineer-hours. That resource now stretches on demand, and the thing that is really capped is how much …

DORA Measured the Old Constraint. Agents Broke the Instrument.

Deployment frequency and lead time worked for one reason: they were hard to fake while humans typed every line. Agents made them easy to inflate. …

Rethinking the SDLC: Execution Is No Longer the Constraint

The software development lifecycle is a stock-control system for a resource that stopped being scarce. Every phase gate, every batch, every handoff …

Everyone Trained Their Engineers on AI. The Gap Didn't Move.

82% of organizations now offer AI training. 59% still report a skills gap. Security spent twenty years and 19,500 employees learning why: knowledge …

Make the Cheap Path the Default. Make the Expensive Path Prove It.

Half of most AI agent bills is waste with a good story: context pollution, verification theater, tool schemas nobody reads, retries nobody capped. …

Agentic Overwatch: Why Your Next Dev Team Will Look Like a NASA Control Room

Agents don’t just write code anymore. They run ops, security, QA, data, and support, around the clock, while we still govern them with a team …

Org Charts for AI Agents: Mapping Your Human and AI Workforce

AI agents aren’t coming. They’re already here, doing real work, while most organizations are still debating how to use ChatGPT. If …

When AI Writes 90% of Your Code, What Are You Actually Doing?

Anthropic’s CEO says Claude writes 90% of code for most teams. If you think that means developers are obsolete, you’ve missed the point …

AI Agents for Real Productivity: What Works in 2025

Beyond the hype and the demos, what actually works when you build AI agents for real work? Here’s the landscape, the platforms worth using, and …

What's Holding You Back from Succeeding in the AI Era?

I’ve watched teams double their output with AI, and I’ve also seen developers stall and managers struggle. The difference isn’t the …

Model Context Protocol: The Missing Connection Between AI and Your Real Work

Your AI coding assistant is blind to your company’s actual context. MCP fixes that. Here’s how to connect Claude, ChatGPT, and Cursor to …

Developer Work Did Not Change. The Sequence Did.

AI doesn’t make the job different. It changes when parts of the job happen, turning Monday morning from archaeology into editing.

Hiring Developers in the Age of AI: What Actually Matters Now

LeetCode is dead. With AI writing the code, we need to fundamentally rethink how we identify and hire the developers who will actually thrive in 2025 …

I'm Pro-AI. That's Exactly Why I'm Worried About Our Next Senior Engineers

A guide for engineering managers on growing junior developers in an AI-heavy world, and for junior developers who want to stand out beyond just being …

From "Toys" to "Tools": The Missing Layer Developers Actually Need

AI coding isn’t about clever completions anymore. It’s about stitching work together so results cross the threshold from toy to tool—from …