AI coding agent guides and deep dives

Aug 30, 2026 · 8 min read

GitHub Copilot Enterprise pricing against Copilot Pro+: which $39 seat actually buys more AI credits

GitHub sells two different seats at exactly $39 a month. One includes 7,000 AI credits and the other includes 3,900. The reason is a line item called the flex allotment that only individual plans get, and it changes how you should price an Enterprise rollout.

By Marcus Lee, Engineering

Aug 24, 2026 · 9 min read

Claude Code Bedrock pricing: what an AWS team actually pays, and what the AWS bill will not tell you

Running Claude Code on Amazon Bedrock moves the spend onto your AWS account, which is usually the whole point. It also removes the ceiling, removes per-developer cost attribution and removes two features you may not know you are giving up. Anthropic publishes the number that matters, and it is higher than most teams budget.

By Marcus Lee, Engineering

Aug 23, 2026 · 8 min read

Codex VSCode extension pricing: which plan pays for Codex in VS Code, and what each one costs

There are six different ways to pay for the Codex extension in VS Code and they range from $0 to an API bill with no ceiling. One of them is a GitHub Copilot subscription, which surprises most people, because GitHub bills the OpenAI Codex VS Code integration as a Copilot feature. Here is what each route costs and what each one gives up.

By Marcus Lee, Engineering

Aug 22, 2026 · 9 min read

CodeRabbit pricing against GitHub Copilot code review and Greptile: what a team of ten actually pays

CodeRabbit charges a flat seat and caps your reviews per hour. Greptile includes 50 reviews a seat and bills a dollar for the fifty-first. GitHub bills thirteen cents a review out of an allowance your chat window is already eating. For ten developers those three mechanisms produce three very different invoices.

By Marcus Lee, Engineering

Aug 20, 2026 · 8 min read

Replit vs Cursor pricing in 2026: what each one really costs a developer, and a team of five

Both tools meter you and both start near $20, but they meter completely different things: Cursor counts dollars of model usage you can watch, Replit calculates effort after the request finishes. Here is what that means for one developer and for a team of five.

By Marcus Lee, Engineering

Aug 20, 2026 · 7 min read

Antigravity usage limits and rate limits: what Google actually publishes for the free tier, Pro and Ultra

Google describes Antigravity quota as "meaningful", "high, generous" and "the highest, most generous", and never once as a number. Here is everything that is actually published, what consumes quota, and how to work out your own ceiling.

By Marcus Lee, Engineering

Aug 19, 2026 · 8 min read

Gemini Code Assist pricing in 2026: what Standard and Enterprise actually cost per seat

Google publishes the license fee by the hour, to nine decimal places, and leaves you to work out the monthly number. Here it is: $19 and $45 per user per month, and what each one buys now that Gemini CLI is a paid product.

By Marcus Lee, Engineering

Aug 16, 2026 · 9 min read

Claude Code usage limits: how the five-hour window and the weekly cap actually work

Two limits, not one, and the quota is shared with the rest of Claude. Here is what actually drains it, why long sessions cost more than long task lists, and what to do when you hit the weekly cap.

By Marcus Lee, Engineering

Aug 16, 2026 · 9 min read

What is Google Antigravity, and is it worth switching to?

Google Antigravity is Google's agentic coding platform, and the free tier is the most generous in the category. It is also four products rather than one, and there are two things worth checking before a team standardizes on it.

By Marcus Lee, Engineering

Aug 29, 2026 · 8 min read

Devin vs Claude Code pricing: seat costs, quotas and what a team actually pays

Devin bills a $40 full seat on an $80 monthly floor. A Claude Code team seat is $20 to $25. That looks like a straight win until you read which of the two has a default ceiling and which does not. Here is the seat maths for a real team.

By Marcus Lee, Engineering

Aug 15, 2026 · 7 min read

Devin Desktop: what happened to Windsurf, and what changes for you

Cognition renamed Windsurf to Devin Desktop on June 2, 2026. The editor did not go away and the price did not move, but the vendor, the brand and the billing entity all did. Here is what actually changed and what a team should do about it.

By Marcus Lee, Engineering

Aug 13, 2026 · 7 min read

Codex in Cursor: can you use Codex in Cursor, and how do you set it up?

OpenAI lists Cursor as a supported editor for the Codex extension, and the extension is published on the registry Cursor actually uses. Here is the setup, what it does to your quotas, and whether paying for both is worth it.

By Marcus Lee, Engineering

Aug 12, 2026 · 8 min read

Codex vs Claude Code usage limits: what you actually get, and why they run out

Both tools meter you the same way, with a rolling five hour window and weekly caps on top. Only one of them publishes what that actually buys you. Here are the real numbers and the four things that drain them fastest.

By Marcus Lee, Engineering

Aug 10, 2026 · 8 min read

GitHub Copilot Max: price, credits, and whether the $100 plan is worth it

GitHub added a $100 individual tier above Pro+ in 2026. Here is exactly what it includes, the base-versus-flex split most write-ups miss, and when it pays for itself.

By Marcus Lee, Engineering

Aug 4, 2026 · 7 min read

GitHub Copilot cost for a team: what 10, 50 and 200 seats actually run you

Seat prices are the easy part. The number that decides whether your Copilot bill holds is the pooled AI credit allowance, and it drops sharply after August 2026.

By Marcus Lee, Engineering

Aug 9, 2026 · 8 min read

Cursor vs Claude Code for teams: what 10, 50 and 200 developers actually cost

Modelled at three team sizes with both vendors own published numbers. The surprise: Claude Enterprise has the cheapest seat fee in the category and the most expensive bill.

By Marcus Lee, Engineering

Aug 3, 2026 · 8 min read

Kiro vs Cursor: pricing, credits, and which one actually fits your team

Both are agentic IDEs and both are metered, but they meter you in different units. Here is what each actually costs, where the bills diverge, and how to pick.

By Marcus Lee, Engineering

Jul 25, 2026 · 9 min read

Amazon Q Developer vs Kiro: pricing, the real difference, and what to migrate to before support ends

AWS is retiring the Amazon Q Developer IDE plugins and paid subscriptions, and pointing developers at Kiro. Here is what actually differs, what each one costs, and how to decide where to go.

By Marcus Lee, Engineering

Jul 24, 2026 · 8 min read

Is Augment Code worth it? An honest look at the $100 plan, the 2026 pricing change and who it fits

Augment Code has one of the best context engines for large codebases. Whether it is worth $100 a month depends on how big your codebase is, how you like to work, and whether a metered bill fits your budget.

By Marcus Lee, Engineering

Jul 24, 2026 · 8 min read

Is Replit worth it? An honest look at what you get for $25, $100 and effort-based credits

Replit is one of the best ways to build and host a new app from a prompt. Whether it is worth the money depends on whether you are building from scratch or shipping into a codebase you already have.

By Marcus Lee, Engineering

Jul 24, 2026 · 8 min read

Is Devin AI worth it? An honest look at what you get for $20, $200 and $480 a month

Devin is a capable autonomous agent with the widest surface in the category. Whether it is worth the money depends almost entirely on whether you will use that surface.

By Marcus Lee, Engineering

Jul 24, 2026 · 8 min read

Claude Code vs GitHub Copilot pricing: which actually costs less for a team?

On paper Copilot is cheaper per seat. Once you account for usage windows and credits, the ranking depends entirely on how hard your team runs the agent. Here is the math.

By Marcus Lee, Engineering

Jul 24, 2026 · 8 min read

How much does Cursor actually cost per month?

Cursor lists plans from $0 to $200, but since June 2025 it bills usage on top. Here is what a real monthly bill looks like, and how to keep it predictable.

By Marcus Lee, Engineering

Jul 21, 2026 · 9 min read

Is GitHub Copilot worth it?

For most working developers Copilot pays for itself, but the answer changed in June 2026 when GitHub added a usage meter. Here is how to decide for your own team.

By Marcus Lee, Engineering

Jul 21, 2026 · 8 min read

GitHub Copilot Business vs Enterprise

Copilot Business is $19 a seat and Enterprise is $39. The extra $20 buys deeper GitHub integration, not a better coding agent. Here is who each plan is for.

By Priya Nair, Engineering

Jul 21, 2026 · 8 min read

What are GitHub AI Credits?

In June 2026 GitHub replaced premium requests with AI Credits, a token-based meter on top of the Copilot subscription. Here is exactly how it works and how to control it.

By Daniel Osei, Engineering

Jul 20, 2026 · 10 min read

How to build a web app with AI

AI can scaffold a working web app fast, then stall on the parts that need judgment. The reliable path is to treat the agent like an engineer you delegate to, one feature at a time.

By Marcus Lee, Engineering

Jul 20, 2026 · 9 min read

Will AI replace web developers?

The question is framed wrong. AI is not replacing web developers so much as absorbing the routine slice of the job and moving the value to judgment and review.

By Priya Nair, Engineering

Jul 20, 2026 · 9 min read

Do AI coding agents need an API key?

Whether you have to bring an API key is really a question about who runs the model and who pays for it. The answer splits AI coding tools into two camps with very different bills.

By Marcus Lee, Engineering

Jul 20, 2026 · 9 min read

How to budget for AI coding tools: flat plans versus credit meters

The subscription price is the easy part. The number that surprises finance is what a productive month costs on a tool that meters usage. Here is how to forecast it.

By Daniel Reyes, Engineering

Jul 20, 2026 · 9 min read

Do AI coding agents keep your code private? What to check before you connect a repo

Connecting a coding agent to your repo hands it your source. Whether that code stays private depends on training policy, retention, and access, not on marketing copy.

By Maya Cohen, Engineering

Jul 20, 2026 · 9 min read

Can AI write the code for a website? What it does well, and where you still step in

AI can scaffold a working website in minutes and stall on the last ten percent. Knowing which parts it handles well is the difference between a demo and a site you ship.

By Daniel Reyes, Engineering

Jul 20, 2026 · 8 min read

Do AI coding agents work with GitLab? Which tools actually do, and which are GitHub-only

Most agents that open a change for you are wired to GitHub only. Here is which ones also work on GitLab, and why that one fact decides the shortlist for a lot of teams.

By Marcus Bell, Engineering

Jul 20, 2026 · 9 min read

How to choose an AI coding assistant: four questions that settle it

Most teams compare AI coding tools on model benchmarks and buy the wrong category. Here are the four questions that actually decide it, in the order that saves you a wasted trial.

By Priya Nair, Engineering

Jul 20, 2026 · 8 min read

What is agentic coding? A plain definition, and how it differs from autocomplete

Agentic coding is the difference between a tool that answers once and a tool that keeps working until the tests pass. Here is the plain definition and where it earns its place.

By Elena Ross, Engineering

Jul 20, 2026 · 8 min read

What is an AI software engineer? A plain definition, and what one can actually do

The term is used for everything from autocomplete to autonomous agents. Here is the working definition, and the line between what one can own and what still needs you.

By Priya Nair, Engineering

Jul 20, 2026 · 9 min read

Best AI code review tools in 2026: what each one is actually for

Most roundups rank AI code review tools as if they do the same job. They do not. Here is what each category is for, and how to pick by the problem you actually have.

By Marcus Bell, Engineering

Jul 20, 2026 · 8 min read

Why do AI coding tools charge credits, and what flat pricing changes

Cursor, Copilot, Devin, Replit, and Cody all meter usage now. Here is why the category went that way, and what a flat price actually changes for a team budget.

By Elena Ross, Engineering

Jul 20, 2026 · 9 min read

Does AI pair programming actually work?

The speed numbers are real, but they only show up on certain kinds of work, and the failure mode is quiet. Here is an honest read on when an AI pair pays off and when it costs you.

By Marcus Feld, Developer Experience

Jul 20, 2026 · 10 min read

What can an autonomous coding agent actually do?

An autonomous coding agent runs a loop, not a single prompt. Here is the loop, the tasks it handles well today, the tasks it should not touch, and where the autonomy has to stop.

By Devin Roydon, Engineering

Jul 20, 2026 · 9 min read

Can AI review your pull requests before you merge?

AI pull request review is fast, tireless, and consistent on the boring stuff. It is also blind to intent. Here is how to use it as a first pass without letting it replace the human one.

By Priya Nair, Platform Engineering

Jul 20, 2026 · 9 min read

Can an AI code generator build a whole app?

Short answer: for a well-bounded project an AI code generator can write most of the code, but "whole app, nobody watching" is still marketing. Here is where the line actually falls.

By Priya Nair, Platform Engineering

Jul 20, 2026 · 9 min read

AI code completion vs an AI coding agent: which does your team need?

They are sold under the same "AI coding" banner but they solve different bottlenecks. One makes you type faster. The other removes the work around the typing. Here is how to choose.

By Tomas Eklund, Staff Engineer

Jul 20, 2026 · 10 min read

How to test AI-generated code before you merge it

AI-generated code looks confident and is occasionally wrong in ways that only bite in production. A practical, ordered way to test it before it reaches your main branch.

By Daniel Reyes, Engineering

Jun 28, 2026 · 10 min read

AI coding agent: what it is and how it works

An AI coding agent is software that turns a described task into a reviewed pull request: it plans, edits your codebase, runs your tests, and hands you a diff to approve.

By Maya Cohen, Engineering

Jun 24, 2026 · 9 min read

AI and software development: the describe, review, merge workflow

How AI changes the development workflow without taking humans out of the loop: you describe the task, the agent ships a PR, CI is the gate, and you merge.

By Priya Nair, Platform Engineering

Jun 22, 2026 · 10 min read

Artificial intelligence and software engineering: strengths and limits

A grounded look at what AI does well in software engineering, where it falls short, and why the review-first discipline is what makes it dependable.

By Tomas Eklund, Staff Engineer

Jun 20, 2026 · 9 min read

Review an AI pull request: a step-by-step guide

A practical, ordered checklist for reviewing a pull request an agent opened: read the plan, scan the diff, verify the tests, catch scope creep, run locally, merge.

By Hannah Brooks, Engineering

Jun 18, 2026 · 9 min read

AI pair programming vs autonomous coding agents

Pair-programming assistants work alongside you in the editor; autonomous agents work asynchronously and ship pull requests. Here is when to reach for each.

By Marcus Lee, Developer Experience

Jul 13, 2026 · 11 min read

AI coding assistant pricing: what teams actually pay in 2026

Sticker prices run from $0 to $200 a month, but the subscription is rarely the whole bill. Here is what each AI coding assistant actually charges, and where the metered usage hides.

By Priya Nair, Platform Engineering

Jul 13, 2026 · 10 min read

Is AI generated code safe for production?

The honest answer is that AI code is about as risky as code from a fast new hire who never gets tired and never asks a question. What makes it safe is the process around it.

By Tomas Eklund, Staff Engineer

Jul 13, 2026 · 11 min read

AI code migration: how to modernize a legacy codebase with an AI agent

Migrations are mechanical, repetitive, and enormous, which is exactly the shape of work an agent is good at. The catch is that they are only safe if you have tests.

By Marcus Lee, Developer Experience

Jul 14, 2026 · 9 min read

Can AI replace junior developers?

AI will not replace junior developers, but it changes what the first two years of the job look like. Here is what agents take over, what juniors still own, and how to hire.

By Maya Cohen, Engineering

Jul 14, 2026 · 10 min read

AI code review vs human code review

AI review and human review catch different classes of problems. A practical breakdown of what each finds, where each fails, and how to layer them without slowing the team down.

By Daniel Ortiz, Developer Relations

Jul 14, 2026 · 9 min read

How to write a task for an AI coding agent

A good task for an AI coding agent is one a new teammate could finish without asking a question. The anatomy of a strong task, with side-by-side examples of vague vs clear.

By Priya Nair, Engineering

Jul 15, 2026 · 9 min read

Does AI train on your code? What each tool does with your repo

The answer changes between the free plan and the paid one at the same vendor. A tier-by-tier look at who trains on your code, who does not, and which settings you have to turn on yourself.

By Maya Cohen, Engineering

Jul 15, 2026 · 9 min read

AI coding agents for large, multi-repo teams: what actually breaks

Most AI coding tools are sold to individual developers and quietly assume one developer, one repo, one branch. Here is where that assumption breaks on a real engineering org.

By Daniel Ortiz, Developer Relations

Jul 15, 2026 · 8 min read

Should you use more than one AI coding assistant?

Most teams end up with two AI coding tools without planning it. Stacking across categories is sensible. Paying twice inside one category is the mistake worth catching.

By Daniel Ortiz, Developer Relations

Jul 17, 2026 · 9 min read

Are AI coding agents safe for regulated and compliance-heavy teams?

The risk in a regulated shop is not the agent writing code. It is where your code goes, who can prove what changed, and whether a human signed off. Four checks settle it.

By Maya Cohen, Engineering

Jul 19, 2026 · 9 min read

AI coding agent cost per developer: the real per-seat math

Sticker price per seat is the smallest part of what an AI coding agent costs a team. The number that decides the bill is whether the plan meters usage on top of the seat.

By Maya Cohen, Engineering

Jul 19, 2026 · 8 min read

Do I need an AI coding agent? A straight decision guide

An agent is not a faster autocomplete. It earns its place when you have a queue of clear, self-contained tasks and a team that already reviews every change. Here is how to tell.

By Maya Cohen, Engineering

Jul 19, 2026 · 10 min read

AI coding agent security: the real risks and how to contain them

The danger with a coding agent is rarely the code it writes. It is the access it holds, the untrusted text it reads, and whether a human approves the merge. Four risks, four controls.

By Maya Cohen, Engineering

Jul 20, 2026 · 9 min read

Prompt injection against AI coding agents: how the attack works and how to stop it

A coding agent reads issues, comments, dependency READMEs, and web pages. Any of them can carry instructions. Here is how the attack actually works and which defenses survive contact with reality.

By Maya Cohen, Engineering

Jul 20, 2026 · 10 min read

Refactoring legacy code with AI: what actually works at scale

The bottleneck in legacy work is not typing, it is understanding. That is exactly the part an agent is good at, and exactly why the tests matter more than the model.

By Daniel Reyes, Engineering

Jul 20, 2026 · 9 min read

AI-generated unit tests: where they help, and when they lie to you

A generated test suite can take coverage from 20 percent to 80 percent in an afternoon. Whether that number means anything depends on questions most teams never ask.

By Daniel Reyes, Engineering

Jul 20, 2026 · 9 min read

Are open-source AI coding agents worth it? Free to install, metered to run

The sticker price of an open-source coding agent is zero. The running cost is your model-token bill, and it is the part people forget to budget for.

By Daniel Reyes, Engineering

Jul 20, 2026 · 8 min read

AI code editor vs AI coding agent: which do you actually need?

An AI code editor makes you faster while you type. An AI coding agent does the task while you do something else. They are not the same purchase.

By Priya Nair, Engineering

Jul 20, 2026 · 9 min read

How to get the most from an AI coding agent

The difference between an agent that clears your backlog and one that wastes your review time is almost never the model. It is how you hand it the work.

By Priya Nair, Engineering