Tag: artificial intelligence
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When to Build In-House vs Hire Consultants: A Cost-Benefit Framework
Your VP of Engineering wants to build everything in-house. Your CFO wants to hire consultants for everything. They’re both at your desk arguing their case, and you’re caught in the middle trying to figure out what actually makes sense for your business. They’re both right. And they’re both wrong. The decision to build in-house vs…
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When Companies Actually Need AI Teams (And When They Don’t)
Most companies building AI teams in 2025 are making a $500K mistake. They’re hiring data scientists and ML engineers because their competitors are doing it, or because their board asked about “our AI strategy” or because it feels like the thing you’re supposed to do. Unfortunately, the majority of companies building AI teams don’t actually…
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AI Agentic Frameworks Comparison: End of 2025
Remember 2023? Every week brought three new AI agent frameworks, and everyone promised they were “production-ready.” Most weren’t. Fast forward to December 2025, and the chaos is over. The landscape has consolidated into maybe six AI agentic frameworks that actually work in production, not fifty. I’ve been building AI systems with these frameworks for clients,…
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The Real Cost of Building an AI Team: Budget Reality Check
You’ve got budget approval to build an AI team. The exec team is excited. Your CFO just signed off on $500K for Year 1. Seems like plenty, right? That $500K budget covers maybe 2-3 people if you’re lucky. And that’s before infrastructure costs, recruiting fees, training, and all the hidden expenses that pop up once…
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Fine-Tuning LLMs. On A Mac.
Learn how to fine-tune open source LLMs locally on your Mac using Apple’s MLX framework. No cloud costs, complete privacy, and surprisingly fast results with M-series chips.
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AI ROI Calculation: How to Actually Measure AI Project Success
Create a framework for calculating true AI ROI including hidden costs, time-to-insight metrics, and the reality of 12-24 month timelines. Includes downloadable calculator template.
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LLM Context Windows: What Actually Matters
Understanding context windows beyond the marketing hype. Real costs, performance trade-offs, and when bigger isn’t better for LLM applications in production.
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What is Agentic AI? Beyond Chatbots to Autonomous Systems
Agentic AI systems can set goals, make decisions, and take actions autonomously. Learn how these autonomous agents differ from chatbots, why 79% of organizations are adopting them, and what it means for your business in 2025.
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Building AI Apps Just Got Way Easier: Microsoft’s AI Toolkit for VS Code
If you’ve been curious about building AI-powered applications but felt intimidated by the complexity of setting up models, managing APIs, and juggling different AI platforms, Microsoft just dropped something that might change your mind. The AI Toolkit for VS Code gets a lot of things out of your way and simplifies the process. What’s All…
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Common AI Implementation Costs
If you’re thinking about jumping on the AI bandwagon, that could be a smart move. But before you start dreaming about robot assistants handling all your mundane tasks, let’s talk frankly about what this AI adventure is actually going to cost you. Spoiler alert: it’s probably more than you think, but don’t let that scare…
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The General-Purpose CrewAI Template: Everything in One File
Update: I had originally posted this before, but decided to make a few changes to the template: namely, adding functions and putting everything into a class. This is the new version. CrewAI enables developers to orchestrate teams of AI agents that work together to solve complex problems. Instead of managing multiple files and complex project…
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CrewAI: Multi-Agent Systems Made Simple
Build multi-agent AI systems with CrewAI’s Python framework. Learn how to orchestrate autonomous agents that collaborate to solve complex tasks and automate workflows.
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What’s the Deal with Snowflake Cortex AI?
Snowflake Cortex is basically Snowflake’s way of saying, “Hey, we do AI now!” It’s a fully managed service that brings machine learning and generative AI right into your Snowflake environment. So instead of shipping your data out to some other service for analysis, you can just do the smart stuff right there, right where your…
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Demystifying Large Language Models: How ChatGPT and Similar LLM’s Work
Ever had a conversation with ChatGPT and wondered, “How does this thing know what to say?” You’re not alone. These AI systems seem almost magical; they can write poetry, debug code, explain quantum physics, and somehow know exactly what you mean even when you’re being vague about it. But here’s the thing: there’s no actual…
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Educational Videos on Data Science
Here’s a list of some of the better videos I’ve stumbled across over the past couple of years. They range from forward-looking glimpses into the future, to software tutorials. I’d love to grow this list, so if you have a favorite video you don’t see listed here please add it in the comments section below.Note:…