Why Small Teams Outpace Large Ones
Fewer people isn't a speed secret on its own. Here are the three structural reasons a small team outruns a large one, and which of them AI actually amplifies.
AI Chat with PDF: How to Work with Large Documents Using AI
A 300-page report, a forty-clause contract, a research paper with a dense reference list: manually searching with Ctrl+F is no longer the only option. Here's how AI chat with a document actually works, when you can trust it, when you have to verify it, and what to do with genuinely huge or scanned PDFs.
Focus and Deep Work in the Age of AI Distractions
The ability to hold attention on one hard task is getting rarer, not more common, at exactly the moment AI tools made switching attention easier than ever. Here's what deep work actually is at the level of attention mechanics, where AI fits into it, and how to train focus as a skill instead of relying on a one-off act of willpower.
How Not to Burn Out: Burnout Prevention
Burnout isn't tiredness and it isn't laziness. It's a specific kind of depletion with recognizable stages. Here's how it differs from ordinary fatigue, how to catch it before it's too late, and what actually helps you recover, not just mute the symptom for a while.
AI Code Review: How to Automate Reviewing Code
Tests pass, the linter is quiet, and there's still a logic bug sitting in the code. Here's what AI review actually catches, where it just adds noise, and how to build it into your process without losing your own review instincts.
AI and the Future of the Engineering Profession
The question isn't whether AI replaces developers. It's which part of today's work is getting cheaper, and which isn't. Here's what's actually changing in hiring, in the junior role, in the economics of solo development, and in accountability for code a human didn't write, with no hype in either direction.
Productivity Systems: How to Organize Work and Life
GTD, time-blocking, energy management, personal Kanban: all of them work for someone and fall apart for someone else. Here's what a productivity system is actually made of, how to pick one that fits, and why most systems break down not from laziness, but from a bad fit for the specific person using them.
How I Build AI Products Solo: My Experience Building Cruxly and Planio
Two products, zero co-founders. Here's how I decide what to build, where Claude Code actually fits into that, why Planio looks nothing like Cruxly, and what failed before any of it started working.
NotebookLM and Its Alternatives: Comparing AI Summarization Tools
NotebookLM is the strongest player in AI summarization, but it's not the only one, and not the universally best choice for every task. Here's how NotebookLM, Eightify, Glasp, NoteGPT, and language-specific summarizers actually differ, and how to pick a tool for your specific scenario instead of the loudest name.
Architecture for AI-Driven Development
An agent struggles with a tangled system just as much as a person does. Here's how repo structure, documentation, naming conventions, and autonomy boundaries determine how much an AI agent can actually help.
AI Video Notes: How to Quickly Summarize Lectures and YouTube
A one-hour video can turn into a structured summary in a minute instead of half an hour of manual work. Here's how it works under the hood, how to get a summary you can actually trust, and what to do with it afterward so it doesn't get lost among hundreds of other notes.
AI Tutor: How to Set Up ChatGPT or Claude as Your Personal Teacher
Tutor mode doesn't turn itself on. By default, the model solves the problem for you instead of walking you toward the answer. Here are working prompts for different subjects, and what to do when the model still slips back into handing you finished answers.
How AI Helps You Break Through a Learning Plateau
A plateau rarely means "work harder." It's usually a signal that you're stuck at the wrong difficulty level or practicing the wrong skill, and AI is genuinely good at that diagnosis, if you know what to ask it.
AI for Developers: How AI Is Changing Software Engineering
The developer's job is shifting from writing code to defining tasks and checking the output. Here's what's actually changed in engineering work: from code review and testing to hiring and technical debt.
AI Second Brain: Building a Personal Knowledge System
Notes nobody ever rereads aren't a system, they're a pile. Here's how to build a second brain that actually works: from atomic notes and Zettelkasten to AI-powered connection search that surfaces links you'd never have spotted yourself.
Building with AI Coding Assistants: A Practical Workflow
This site was built end to end alongside Claude Code, from the Rust backend to the text you're reading right now. Here's how that workflow is actually put together: setup, CLAUDE.md, review, autonomy boundaries, and the failures that taught me most of it.
AI for Researchers: Building a Workflow for Working with Sources
Five open PDF tabs, three articles bookmarked for later, and not one coherent note about what's actually in them. Here's the workflow: from organizing sources to synthesizing information into one accurate piece of writing.
How to Learn with AI: The Complete Guide
Most people use AI for learning the wrong way: either as a machine that does the work for them, or they avoid it out of principle. Here's what actually works, from tutor-mode prompts to spaced repetition and study plans that survive contact with reality.