From Sketch to Spec to Ship: Spec-Driven Development with Spec-Kit and GitHub CopilotJun 23, 2026·8 min read
AI Agents, Multi-Agent Systems & LLM Council: A Practitioner's Guide to Enterprise Agentic AIMay 20, 2026·14 min read
Sakana Fugu vs. LLM Council: Two Very Different Bets on Multi-Model IntelligenceInside the new era of multi-model AI — how Sakana Fugu's learned coordinator and Karpathy's LLM Council solve the same problem from opposite ends of the stackJul 6, 2026·12 min read
GitHub Copilot is Moving to Usage-Based Billing from June 1, 2026Premium Requests are being replaced by GitHub AI Credits — here's what changes for every plan, with the math, examples, and a before/after breakdown.Apr 29, 2026·11 min read
How I Built and Published a VS Code Extension to the MarketplaceA step-by-step guide using Amazon Q Log Session Viewer extension as a real-world exampleApr 25, 2026·11 min read
Beyond the AI Buzzwords: A Practical Guide to Descriptive, Predictive, Generative, and Agentic AIIf you’ve been in tech conversations lately, you’ve likely heard a flood of terms—AI, ML, Generative AI, Agentic AI. They’re often used loosely, sometimes interchangeably, and occasionally incorrectlyMar 25, 2026·6 min read
NLP FoundationsWhy This Module Exists (Big Picture) Before an AI Agent can act, it must: Understand what the user said Extract useful signals Decide what to do next NLP is the bridge between raw text and agent decisions 1️⃣ NLP Foundations – What & Why Natura...Jan 22, 2026·7 min read
Toolformer Explained: How AI is Teaching Itself to Use the Software WorldIntroduction We are living in a strange era of AI where a model can write a convincing Shakespearean sonnet in seconds but might confidently tell you that 42 multiplied by 8 is 350. This "paradox of competence" happens because Large Language Models (...Jan 21, 2026·3 min read
GitHub Copilot & ChatGPT for Developers1 Introduction to ChatGPT (Developer Perspective) What ChatGPT Can Do Generate code from natural language Explain unfamiliar code Debug errors Refactor code Write tests & documentation What ChatGPT Cannot Reliably Do Guarantee correctness Re...Jan 17, 2026·3 min read
