Developer Productivity
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. …
Stop Reviewing Code. Start Reviewing Evidence.
Agent-heavy teams ship twice the PRs at more than twice the size, and reviews wait almost five times longer for pickup. The review model built for …
Agentic Overwatch: Why Your Next Dev Team Will Look Like a NASA Control Room
·3102 words·15 mins
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 …
The Vibe Coding Backlash Is Right. Seniors Are Losing the Argument Anyway.
·1323 words·7 mins
Forbes just said vibe coding will break your company. Senior engineers are organizing against it. The data is on their side: independent audits keep …
The End of Courses: Learn From AI Like a Toddler, Or Become Obsolete
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Remember when shipping an app meant 40 hours of video courses and weeks of syntax memorization? An agent builds it in three minutes now. The 40-hour …
AI Didn't Replace Software Engineering. It Made Bad Engineering Easier to Ship.
·1596 words·8 mins
The culture shifted. ‘Ship fast with AI’ became the expectation. Anyone who slows down to think looks unproductive. Discipline became a …
Google Stitch Just Made UI Design a Developer Skill
·1788 words·9 mins
Figma’s stock dropped 8.8% when Google announced Stitch updates. But the people panicking are asking the wrong question. The question …
Your AI Agents Are Flying Blind. Here's How to Fix That.
·2733 words·13 mins
Every AI agent in your org starts every session with zero context. No business rules. No architecture decisions. No conventions. The code they …
Org Charts for AI Agents: Mapping Your Human and AI Workforce
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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?
·1405 words·7 mins
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 …
Ship Faster Without Breaking Things: DORA 2025 in Real Life
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AI is making teams faster, but instability persists. The 2025 DORA report reveals which organizational capabilities turn AI into a force …
AI Agents for Real Productivity: What Works in 2025
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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?
·3041 words·15 mins
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
·3093 words·15 mins
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.
·1508 words·8 mins
AI doesn’t make the job different. It changes when parts of the job happen, turning Monday morning from archaeology into editing.
GitHub's Double CLI Release: How Two AI Tools Are Reshaping Development Workflows
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GitHub released two different CLI tools for AI in one week. Together, they represent both interactive AI partnership and autonomous development …
Hiring Developers in the Age of AI: What Actually Matters Now
·1436 words·7 mins
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 …
RAG for Developers: A No-BS Introduction
·1042 words·5 mins
Developers keep asking me to explain RAG. Here’s the straightforward explanation: it’s the difference between an AI that makes stuff up …
The Context Engine: What Comes After We've Solved Code Generation
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We’ve largely solved the context problem in AI coding tools. RAG systems ingest our docs, codebase-aware assistants understand our architecture, …
I'm Pro-AI. That's Exactly Why I'm Worried About Our Next Senior Engineers
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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 …
