Every large engineering org eventually wants the same thing: one view of every dependency across hundreds of repositories. Who uses lodash 4.17.20. Which services still pull in the bad Log4j. What…

A LinkedIn post circulating this week made an observation worth sitting with. AI write-throughput in a serious engineering team can hit fifty pull requests a day. The team's merge-throughput is…

Addy Osmani dropped a piece last week that's been making the rounds: "Comprehension Debt — The Hidden Cost of AI-Generated Code." His thesis is sharp. Teams are shipping AI-generated code faster…

Last month, a senior ML engineer with nine years of experience posted a question that resonated across the industry: "Is senior ML engineering just API calls now?" The post attracted 385 upvotes…

The AI industry just hit a counterintuitive inflection point that should concern every CTO deploying large language models in production: the more sophisticated our reasoning models become, the…

After decades in the consulting trenches, I've witnessed the full spectrum of Statement of Work disasters – from scope creep that doubled project costs to payment disputes that ended partnerships.…

The software development landscape just shifted. While most teams are still debating whether AI coding assistants are worth the investment, a growing cohort of engineers is shipping complete…

The numbers are staggering: generative AI training clusters consume 7-8 times more energy than traditional computing workloads. That's not a typo. Seven to eight times. As data center power…

Twenty years ago, I sat across from my future boss, fresh off a successful stint as a senior engineer, interviewing for my first management role. When he asked how I'd handle the transition from…

I can remember back to when I was a junior developer on my team, struggling with a complex refactoring task that involved updating tests, modifying implementation code, and ensuring security…