Build alone. Get discovered.
Practical guides for solo developers using AI agents to build, ship, find customers, and run a one-person company.
AI Coding Agent Token Budget: Control Cost Without Killing Momentum
Set an AI coding agent token budget around verified outcomes, then reduce repeated context, tool sprawl, repair loops, and expensive work that adds no user value.
AI Coding Project Management vs Task Managers: What Changes?
Learn when a normal task manager is enough and when AI coding work needs local context, authority boundaries, verification evidence, and resumable handoffs.
How to Measure AI Coding Productivity Without Counting Lines of Code
Measure AI coding productivity with verified outcomes, cycle time, rework, defects, attention, and cost—not prompts, commits, or lines of generated code.
AI Coding Agent Changed Too Much? A Safe Scope-Creep Recovery Plan
A safe, evidence-first recovery plan for AI coding agent scope creep: preserve work, separate intended changes, verify behavior, and prevent repeat incidents.
How to Write a Coding Agent Task Brief That Produces Usable Work
A practical coding agent task brief template that defines the outcome, boundaries, evidence, and handoff needed to turn an AI coding run into usable work.
AI Chat, Roadmap Step, or Autonomous Flow: Which Mode Should You Use?
Choose open conversation, bounded roadmap execution, or evidence-driven autonomous flow based on how clear the outcome is and how much safe automation the task supports.
AI Coding Agent Handoff Checklist for Codex, Claude Code, and Cursor
Create a tool-neutral handoff that lets the next coding agent continue from verified state without replaying chats or repeating failed work.
How to Manage Multiple Side Projects Without Losing the Week
Run a solo project portfolio with one weekly focus, clear product roles, evidence tracking, and stop rules that prevent low-leverage work from consuming the week.
Build, Sell, Learn, Improve: The Operating Loop for Solo Developers
Use one continuous loop to connect product building, distribution, customer evidence, and improvement so AI speed produces a business instead of more unfinished code.
Local-First AI Project Management: What It Means in Practice
Understand how a local-first roadmap keeps project state, agent handoffs, and execution evidence beside your code—and where cloud services still fit.
How to Verify AI-Generated Code Before Shipping
Use an evidence ladder—from syntax and tests to rendered output and production readback—to decide whether agent-generated code is actually ready to ship.
How to Manage Multiple AI Coding Agents Without Managing a Tiny Company
Coordinate Codex, Claude Code, Cursor, and other coding agents around product outcomes, isolated tasks, evidence, and handoffs without becoming their full-time manager.
Context Engineering for AI Coding Agents: Give Them a Map, Not a Dump
Learn what context a coding agent needs, where each fact should live, and how to retrieve only relevant evidence without flooding every prompt or losing key decisions.
How to Resume an AI Coding Project Without Rereading Every Chat
Recover the last verified state of an interrupted AI coding project, choose the next bounded action, and continue safely across Codex, Claude Code, or Cursor.
AI Coding Project Roadmap: A Practical Template for Shipping
Build an AI coding roadmap that connects product goals, agent tasks, verification, release, and customer learning instead of stopping at a prototype.
Local-First Project Memory for AI Coding: What to Save and Why
Learn how to preserve the decisions, evidence, and handoffs an AI coding project needs without uploading the whole project or saving every conversation.
A Practical AI Agent Workflow for Solo Developers
Use a repeatable workflow to turn a product goal into focused AI-agent execution, reliable verification, and a clean handoff that keeps the next session moving.
Why AI Coding Projects Stall After the Prototype—and How to Keep Shipping
Use a practical system to turn an AI-assisted prototype into a reliable, finished product that keeps shipping after the first demo—without losing focus or evidence.