Quinn Reed

Quinn Reed

40 articles

Quinn Reed is a software engineer who writes about how the job of programming is changing — agents, reviews, and the tools that stay in the path after the first year. He covers AI-assisted development, language trade-offs, and remote work without the brochure. He still wants a human to own the merge.

Articles

Rate Limits and Quota Errors: What the Agent Does When the Model Stops Mid-File

Artificial Intelligence

Software Development

Rate Limits and Quota Errors: What the Agent Does When the Model Stops Mid-File

Quinn Reed

Quinn Reed

September 30, 2026

A Fast Cheap Model vs a Slow Strong Model for the Same Coding Task

Artificial Intelligence

Software Development

A Fast Cheap Model vs a Slow Strong Model for the Same Coding Task

Quinn Reed

Quinn Reed

September 30, 2026

Auto-Deploy on Push vs a Manual Release: What the Agent's Commit Should Be Allowed to Ship

DevOps

Software Development

Auto-Deploy on Push vs a Manual Release: What the Agent's Commit Should Be Allowed to Ship

Quinn Reed

Quinn Reed

September 30, 2026

A Coding Agent vs Copilot Autocomplete: What Changes When the Tool Can Edit the Repo

Artificial Intelligence

Software Development

A Coding Agent vs Copilot Autocomplete: What Changes When the Tool Can Edit the Repo

Quinn Reed

Quinn Reed

September 30, 2026

Cursor vs VS Code for Professional Developers: Same Editor, Different Bets on Where AI Lives

Developer Tools

Software Development

Cursor vs VS Code for Professional Developers: Same Editor, Different Bets on Where AI Lives

Quinn Reed

Quinn Reed

September 27, 2026

Do design patterns still matter when AI writes the first draft?

Software Development

Do design patterns still matter when AI writes the first draft?

Quinn Reed

Quinn Reed

September 21, 2026

How AI actually helps you launch a startup: vibe coding, OpenClaw, and the business limits I’d respect

Artificial Intelligence

Startups

How AI actually helps you launch a startup: vibe coding, OpenClaw, and the business limits I’d respect

Quinn Reed

Quinn Reed

September 21, 2026

Is it okay to learn on the clock? The version I’d defend — and the version that looks like slacking

Careers

Software Development

Is it okay to learn on the clock? The version I’d defend — and the version that looks like slacking

Quinn Reed

Quinn Reed

September 21, 2026

The 2026 engineering job is not “write more code.” It’s decide what the model is allowed to touch

Artificial Intelligence

Software Development

The 2026 engineering job is not “write more code.” It’s decide what the model is allowed to touch

Quinn Reed

Quinn Reed

August 28, 2026

How AI actually changed day-to-day development in 2026 — and what didn’t budge

Artificial Intelligence

Software Development

How AI actually changed day-to-day development in 2026 — and what didn’t budge

Quinn Reed

Quinn Reed

August 28, 2026

The model can write the code. It still can’t own the system — here’s why that job stays

Artificial Intelligence

Software Development

The model can write the code. It still can’t own the system — here’s why that job stays

Quinn Reed

Quinn Reed

August 28, 2026

Why AI still doesn’t ship without a real engineer in the loop

Artificial Intelligence

Software Development

Why AI still doesn’t ship without a real engineer in the loop

Quinn Reed

Quinn Reed

August 28, 2026

Who gets cut first in an engineering team — and how I stopped looking like that person

Tech Job Market & Careers

Who gets cut first in an engineering team — and how I stopped looking like that person

Quinn Reed

Quinn Reed

August 28, 2026

Debugging for beginners: what to do before you ask for help or paste the error into AI

Software Development

Debugging for beginners: what to do before you ask for help or paste the error into AI

Quinn Reed

Quinn Reed

August 28, 2026

How I find bugs faster than I used to — a beginner’s debugging order that actually works

Software Development

How I find bugs faster than I used to — a beginner’s debugging order that actually works

Quinn Reed

Quinn Reed

August 28, 2026

The Reality of Working as a Remote Developer in 2026: What's Different and What Isn't

Human + Tech

Software Development

The Reality of Working as a Remote Developer in 2026: What's Different and What Isn't

Quinn Reed

Quinn Reed

July 7, 2026

iOS Shortcuts in 2026: Practical Automations That Actually Save You Time

iOS & Apple

Productivity

iOS Shortcuts in 2026: Practical Automations That Actually Save You Time

Quinn Reed

Quinn Reed

July 7, 2026

AI Coding Assistants After the First Year: What Sticks and What Gets Turned Off

Artificial Intelligence

Software Development

AI Coding Assistants After the First Year: What Sticks and What Gets Turned Off

Quinn Reed

Quinn Reed

July 7, 2026

ORM N+1 at Scale: The Interview Question Everyone Nods Through

Software Development

ORM N+1 at Scale: The Interview Question Everyone Nods Through

Quinn Reed

Quinn Reed

May 9, 2026

GitHub Copilot and Junior PR Reviews: Who Owns the Mistakes Now?

Artificial Intelligence

Software Development

GitHub Copilot and Junior PR Reviews: Who Owns the Mistakes Now?

Quinn Reed

Quinn Reed

May 9, 2026

IME and Autocomplete: Why Multilingual Typing Breaks Differently Than English

Software Development

IME and Autocomplete: Why Multilingual Typing Breaks Differently Than English

Quinn Reed

Quinn Reed

April 8, 2026

Local LLM Inference on Apple Silicon: Unified Memory as a Performance Wildcard

Artificial Intelligence

Local LLM Inference on Apple Silicon: Unified Memory as a Performance Wildcard

Quinn Reed

Quinn Reed

April 8, 2026

Rust vs Go for CLI Tools: Picking a Runtime Without Starting a Tribal War

Software Development

Rust vs Go for CLI Tools: Picking a Runtime Without Starting a Tribal War

Quinn Reed

Quinn Reed

April 8, 2026

Monorepo CI Time vs Developer UX: Where Turborepo Stops Helping

DevOps

Software Development

Monorepo CI Time vs Developer UX: Where Turborepo Stops Helping

Quinn Reed

Quinn Reed

April 8, 2026

Bun vs Node.js for Backend APIs: Honest Trade-offs After the Hype

Software Development

Bun vs Node.js for Backend APIs: Honest Trade-offs After the Hype

Quinn Reed

Quinn Reed

April 8, 2026

Redis for Solo Founders: Caching Patterns That Beat Postgres on a Single VPS

Software Development

Redis for Solo Founders: Caching Patterns That Beat Postgres on a Single VPS

Quinn Reed

Quinn Reed

April 7, 2026

AI Code Review in 2026: When Copilot-Style Tools Help—and When They Add Noise

Artificial Intelligence

Software Development

AI Code Review in 2026: When Copilot-Style Tools Help—and When They Add Noise

Quinn Reed

Quinn Reed

April 7, 2026

The Real Cost of Running Multiple AI Models Locally

Artificial Intelligence

The Real Cost of Running Multiple AI Models Locally

Quinn Reed

Quinn Reed

March 15, 2026

Why Your Next Laptop Might Be a Chromebook in 2026

Desktop Computers & Hardware

Why Your Next Laptop Might Be a Chromebook in 2026

Quinn Reed

Quinn Reed

March 15, 2026

Why Developer Documentation Is Still an Afterthought at Most Companies

Automation & Productivity

Software Development

Why Developer Documentation Is Still an Afterthought at Most Companies

Quinn Reed

Quinn Reed

March 7, 2026