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Lessons From a Career in Small Dev Teams
Between 2000 and 2026, I worked as a Software developer for seven years in a software house on a small bank front office trading system Spent six years in a big U.S. bank on their oil Commodity trading software and then Eight years supporting a legacy property finance system for small and medium realtors and agencies. All teams were small with four or five developers and a manager. Here are a few things I’ve picked up along the way. There Is Nothing More Frustrating Than Slow Responses A couple of the projects I’ve worked on required working with other teams. One in particular was using a technology I was unfamiliar with and needed the involvement of an engineer from another team to set up and configure things with a bit of hand-holding. The server they provided was used in production so they wouldn’t make me be an admin for the fear of me bringing it all down. On an earlier project I’d been admin and was able to do all the configuration and figure things out with a bit of trial and er
Run Smarter, Keep Your AI Local
Running an AI locally isn't just a fun experiment — it's a genuinely useful skill for any tech-curious professional. Your data stays on your machine, the model runs on your hardware, and there's no subscription fee ticking in the background. But what does it actually look like in practice? There are several methods out there to choose from. Add AI capability to your software. It talks to a remote AI LLM and gets results back. You can also do this with Copilot and Excel or Word assuming you have an AI license and Microsoft 365 subscription. Run an LLM on your PC using your GPU. Run an AI agent on your PC like OpenClaw that communicates over messaging platforms with remote LLMs. This guide walks you through the steps for option #2, but rather than just running AI, lets it through its paces with a real task: reading every Charles Dickens novel ever written and answering questions about them. I started by obtaining a text file of all of Dickens’ works; a quick search found the Internet Arc
Offense, AI, Regulation: What Pros Should Know About Trump’s Cybersecurity Strategy
Since President Donald Trump returned to the White House in January 2025, the administration has focused less on cybersecurity concerns facing the U.S. compared to other issues, including tariffs, tax cuts through the “One Big Beautiful Bill” Act and international conflicts. The Trump administration, however, has made substantial changes to the scope and staff of the U.S. Cybersecurity and Infrastructure Security Agency. The White House has also signaled that it plans to take a more hands-off approach to cybersecurity, including shifting security burdens to state agencies and reducing regulations and oversight of businesses. Now, the administration has laid out its national cybersecurity vision that will guide its priorities for the next two and a half years. The National Cyber Strategy, officially released March 7, offers six “pillars” that the Trump administration will focus on. These include: Shape Adversary Behavior: This section outlines how the Trump administration plans to use a
AI: Why It’s the Biggest Cybersecurity Challenge for Security Teams in 2026
Artificial intelligence is reshaping the cybersecurity landscape. While many conversations focus on whether these technologies will eliminate entry-level cyber jobs, others see these virtual chatbots and platforms as opening up fresh approaches to security that require new skills and a willingness to learn. Experts point out that cyber and tech professionals who study generative and agentic AI technologies and understand how these technologies can be integrated into an organization’s overall infrastructure and security strategy can find themselves with job opportunities even as budgets and spending remain uncertain heading into the new year. The question is: Where should cyber pros begin to learn how to incorporate AI into their organization’s security workflows? The National Institute of Standards and Technology (NIST) is offering guidance through the recent draft publication of its Cybersecurity Framework Profile for Artificial Intelligence. Released at the end of December 2025, the
NIST AI Cyber Profile Draft: What Cybersecurity Pros Need to Know
Artificial intelligence is reshaping the cybersecurity landscape. While many conversations focus on whether these technologies will eliminate entry-level cyber jobs, others see these virtual chatbots and platforms as opening up fresh approaches to security that require new skills and a willingness to learn. Experts point out that cyber and tech professionals who study generative and agentic AI technologies and understand how these technologies can be integrated into an organization’s overall infrastructure and security strategy can find themselves with job opportunities even as budgets and spending remain uncertain heading into the new year. The question is: Where should cyber pros begin to learn how to incorporate AI into their organization’s security workflows? The National Institute of Standards and Technology (NIST) is offering guidance through the recent draft publication of its Cybersecurity Framework Profile for Artificial Intelligence. Released at the end of December 2025, the