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Practical guides for transitioning your career in the AI era — repositioning, reskilling, working smarter with AI, and building a personal brand. Written while learning, published as they are made.

Action

The Developer Environment I Can Set Up in 30 Minutes on Any Machine

How I manage dotfiles, shell configs, and dev tools across 4 machines using Git and chezmoi — with the exact commands to clone and run.

2026-10-09🌲 10 min read

Position

You Don't Have a Knowledge Problem. You Have a Knowing–Doing Gap.

AI made knowing cheap and doing cheap at the same time. The bottleneck is no longer access to either — it's the gap between them. The people who win keep closing that loop: build sharpens what you know, learning feeds what you build next. The long version of knowing–doing unity (knowing–doing unity).

2026-09-08🌲 9 min read

ActionFeatured

AI as Your Copilot: How Non-Coders in Marketing, Ops, Finance, and HR Actually Use It

You don't need to write code to get leverage from AI. Here are the exact workflows, prompts, and habits that marketing, operations, finance, and HR professionals use daily — with real before/after results, not hype.

2026-08-20🌲 10 min read

BrandFeatured

Build a Personal Brand with AI in 90 Days: A System That Actually Works

You don't need to be a writer to build an audience. You need a repeatable system. Here's the exact AI-assisted workflow I use to turn one idea into a week of content — without burning out or sounding like a robot.

2026-08-20🌲 9 min read

PositionFeatured

Position Before Productivity: Why You Shouldn't Rush to Optimize with AI

Everyone hands you an AI tool and tells you to get faster. Nobody asks the question that actually matters: where are you going? Before you optimize your output, you have to locate yourself — or you'll just get to the wrong place faster.

2026-08-20🌲 10 min read

GrowthFeatured

The Rarest Skill Isn't Asking AI — It's Judging the Answer

Everyone can get an AI answer in seconds now. That's exactly why the answer is worth less. The skill that's becoming priceless is judgment: knowing which question to ask, which answer to trust, and what to do when the model is confident and wrong.

2026-08-20🌲 9 min read

MindFeatured

My Second Brain: Obsidian + NotebookLM — Turning Knowledge into Action, Not Just Collection

Collecting notes feels productive but compounds into nothing. Here's the exact second-brain system I actually use: Obsidian for ownership, NotebookLM for understanding — wired so knowledge becomes action instead of a graveyard of highlights.

2026-08-20🌲 9 min read

AI WorkflowFeatured

Claude Code vs Cursor vs Windsurf: Honest Comparison for Developers

I ran each tool through the same 12 tasks — new feature, refactor, CI fix, documentation, infrastructure. Here are the real results: which tool won, which surprised me, and which one I dropped after day two.

2026-07-27🌲 10 min read

AI WorkflowFeatured

The Prompting Patterns That Cut My Debug Time by 10x

TL;DR — The right prompting patterns cut debugging time by up to 10x. Vague bugs need SRE style prompts that cluster, diagnose, and confirm — not "what happened…

2026-07-19🌲 11 min read

GrowthFeatured

Judgment Inside the Machine: The Illusion of Total Progress

In an AI-accelerated world, output is cheap but judgment is scarce. How to tell motion from depth, avoid borrowed understanding, and build taste that compounds.

2026-05-24🌲 11 min read

AI Workflow

Claude Code vs Cursor vs Windsurf: Honest Benchmarks After 3 Months of Daily Use

I used all three AI coding agents for real work — production Next.js apps, CI/CD scripts, data pipelines. Here is what the benchmarks actually show, where each one excels, and the specific scenarios where you should pick one over the others.

2026-05-17🌲 14 min read

Growth· Video

Steve Jobs' Stanford Speech: Every Past Experience Is a Dot

Steve Jobs' commencement talk reframed how I treat old failures and wins: each experience is a dot you only connect looking backward. A short note on keeping the full map—messy moments included—when deciding who you are and where to go next.

2026-05-17🌲 15 min watch

Growth

The New Skill Is Not Producing More. It Is Knowing What Matters.

We are entering a world where content, code, plans, and summaries will be abundant. When output is infinite, judgment becomes the bottleneck. A practical reflection on AI-accelerated work and the quiet skill that actually compounds.

2026-05-16🌲 6 min read

Action

The Complete Guide to Vibe Coding: Building 10x Faster with AI

Vibe coding is not just using AI to write code. It is a complete mental model shift in how you approach building software. Here is a full playbook for shipping with AI.

2024-12-01🌲 26 min read

AI Workflow

What AI Will Not Replace in Software Engineering: An Honest Assessment

The narrative swings between AI will replace all programmers and AI is just a fancy autocomplete. The truth is more nuanced and more useful than either extreme.

2024-11-10🌲 16 min read

AI Workflow

My AI Toolkit: The Exact Tools I Use Every Day as a Knowledge Worker

Not a list of best AI tools. This is what I actually open every morning, what I pay for, what I have abandoned, and why the integration between tools matters more than any individual tool.

2024-11-05🌲 19 min read

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Makerloop, weekly: one AI workflow, one career lesson, one thing shipped. Written for people who learn by doing.