You Are a Senior Engineer: Why That Prompt Is Wrong
Expert persona prompting reduces factual accuracy by 3.6 points. Here are the four patterns that actually work - with a decision table and real session data.
Engineering • 12 min read
Productivity
11 articles exploring productivity
The Haiku-First Engineer: Why Smaller Models Make You Better at Building
Smaller, constrained AI models force clarity and structure. I build faster with Haiku than Opus because constraints eliminate bad habits. Here's why.
How to Build a Systematic, AI-Assisted Personal Content Strategy from Scratch
A platform-agnostic how-to for building a disciplined personal content system with voice definition, pillar tracking, research libraries, and AI discoverability built in from day one.
The Only AI Coding Tool Comparison That Matters in 2026
Most AI coding tool comparisons still reward the wrong things. A workflow-first breakdown of Claude Code, Cursor, Copilot, Windsurf, and Antigravity through the lens that actually matters: how teams ship under real constraints.
The Hidden Cost of AI-Generated Code (and How to Fix It)
AI-generated code feels fast, but the maintenance cost appears later. Why AI creates locally correct but globally fragile systems, and the engineering standards that fix it.
From Prompt to System: Building AI Workflows That Actually Run
Why one-off prompting does not compound, and how to move from isolated prompts to repeatable AI workflows using playbooks, MCP data sources, and action layers.
The Ideal Claude Code Project Structure That Actually Scales
A practical blueprint for structuring Claude Code projects so they stay predictable as they grow. From folder layout and .claudeignore to prompts, skills, and AI-friendly component patterns.
The 10 Most Valuable MCP Servers for Modern AI Workflows
The MCP servers that matter most for real AI leverage: analytics, email, calendar, GitHub, databases, observability, SEO, social, docs, and file storage. Plus practical playbooks for turning them into repeatable workflows.
The Most Important Claude Code Skills for Modern Web Development
The 10 Claude Code skills that now separate developers who merely generate from those who ship differentiated products. From UI taste and frontend structure to brand systems and skill creation.
How I Increased Delivery Speed by Doing Less, Not More
The uncomfortable truth: faster delivery doesn't come from working harder. It comes from structure. How I went from 6-month delivery cycles to weekly releases by investing in the unglamorous side of engineering - org design, clarity, and ruthless prioritization.
How to Hyper-Optimize Claude Code: The Complete Engineering Guide
16 concrete strategies to reduce token consumption by 60–90% while keeping Opus and Sonnet actively predicting. From .claudeignore to multi-agent architectures.