Introduction In 2024, Google’s AI Overviews surfaced an answer suggesting adding glue to pizza sauce, a recommendation widely reported as originating from a joke Reddit comment. This wasn’t a bug in the traditional sense. The AI functioned exactly as designed, predicting plausible-sounding text without any capacity to distinguish satire from sincerity. That incident crystallized a […]
Prompt Engineering Mastery Series Phase 1: Zero-Shot Phase 2: Few-Shot Phase 3: Chain-of-Thought Phase 4: Agents 1. What Phase 4 Actually Is Agent systems move beyond single-prompt interactions to automated workflows where the model decides which tools to use, executes actions, and adapts based on results. You’re no longer writing prompts. You’re designing decision loopsThe […]
Prompt Engineering Mastery Series Phase 1: Zero-Shot Phase 2: Few-Shot Phase 3: Chain-of-Thought Phase 4: Agents 1. What This Phase Actually Is Reasoning strategies teach the model to show its work before giving an answer. Instead of jumping directly to a conclusion, the model breaks down the problem, documents each step, and builds toward the […]
Prompt Engineering Mastery Series Phase 1: Zero-Shot Phase 2: Few-Shot Phase 3: Chain-of-Thought Phase 4: Agents 1. What Phase 2 Actually Is Few-shot promptingA technique where you provide 2-5 input-output examples to demonstrate the desired pattern, then the model replicates that pattern for new inputs. shifts your approach from telling the model what to do […]
Prompt Engineering Mastery Series Phase 1: Zero-Shot Phase 2: Few-Shot Phase 3: Chain-of-Thought Phase 4: Agents 1. What Phase 1 Actually Is Zero-shot promptingA prompting technique where you give the model a task without providing any examples. The model completes the task based solely on your instructions. is where you write a single instruction and […]
Introduction You’ve probably tried it. You type a carefully worded request into ChatGPT, Claude, or your company’s new AI assistant. The model responds brilliantly. You think you’ve cracked the code. Then you try the exact same prompt the next day. Different answer. Or you hand your perfectly tuned prompt to a colleague. It fails. Or […]
Introduction AI coding tools aren’t new. Autocomplete suggestions and inline code generation have been part of the developer toolkit for a few years now. But the latest generation of tools is doing something different. They’re not just finishing your sentences. They’re reading your entire codebase, planning changes across dozens of files, and executing tasks autonomously. […]
Introduction Amazon Web Services quietly changed everything about enterprise machine learning in late 2025. The updated Amazon SageMaker is a complete architectural rethink that merges data engineering, analytics, and ML into one unified platform. The SageMaker Story: From ML Tool to Data Platform SageMaker launched at AWS re:Invent in November 2017. Andy Jassy (then AWS […]
Artificial Intelligence vs Augmented Intelligence The term “Artificial Intelligence” (AI) dominates headlines and boardroom talks. It brings to mind self-driving cars, robotic warehouses, and software that seems to think on its own. Much of the attention around AI focuses on automation and autonomy. But a growing movement is focused on partnership instead of replacement. This […]
