I built a $900 setup with an RTX 3060 Ti and ran models from 8B to 70B parameters. The data revealed a phenomenon nobody documented: the GPU Offloading Cliff.
I read The Lean Startup in 2026, 15 years after publication. What I found was a framework that fits perfectly with AI agents and mcp-graph as an execution guardrail.
Not every problem needs AI. Many have deterministic solutions that are faster, cheaper and more reliable. A practical framework for choosing between AI, no-AI and hybrid approaches.
AIarchitecturecostsproductivitysoftware development
AI does everything. But if you don't understand what's underneath, you're replaceable. The technical fundamentals that separate those who use AI from those used by it.
AIfundamentalscareermathematicssoftware development
Claude Code just quietly shipped one of the smartest agent features I've ever seen. It's called Auto Dream, and it works like the human brain during sleep.
Why chasing frameworks and certifications has become chasing the wind. A philosophical thesis on what truly matters for developers in the age of artificial intelligence.
AIfundamentalscareerphilosophysoftware development
Advanced prompt engineering techniques that go far beyond 'be specific'. Chain-of-thought, few-shot patterns, structured output, system prompts, and context management strategies I rely on in production.
AIprompt engineeringLLMsproductivitysoftware development
A hands-on guide to building Retrieval-Augmented Generation systems that go beyond toy demos. Covering architecture, chunking strategies, embedding models, vector databases, and the real challenges nobody talks about.
An AI agent that doesn't understand your code architecture will break things. GitNexus solves this by turning repositories into navigable graphs with impact analysis and hybrid search.
The transition from assistants that suggest code to agents that navigate, understand and modify entire projects. What changed, what works and what still doesn't.
How Model Context Protocol went from an Anthropic project to the industry standard in 5 months. Architecture, why it works and how it changes AI-powered development.
Most developers spend 30-50% more tokens than needed. Understand why this happens, what it actually costs and which techniques reduce waste without losing quality.