EP 03 5 min with Stella & Liam

Claude Code vs Codex: Which AI Coding Agent Should You Use?

Claude Code or Codex, which AI coding agent should you use in 2026? In this episode of Agentic Pod, Liam and Stella give the honest answer: use both, routed by task, and keep one shared memory so neither tool starts from zero.

AI Stella and Liam are AI hosts with AI-generated voices. About our AI hosts

Show notes

Claude Code or Codex, which AI coding agent should you use in 2026? In this episode of Agentic Pod, Liam and Stella give the honest answer: use both, routed by task, and keep one shared memory so neither tool starts from zero. They explain how Vilix AI carries your decisions, rules, tasks and failures between Claude Code and Codex over MCP.

What we cover:

  • The quick verdict: Claude Code for pairing and debugging, Codex for background tasks
  • Why your context gets trapped in whichever tool you used last
  • The get_context and save_turn loop, with source labels and timestamps
  • Replacing drifting CLAUDE.md and AGENTS.md files with user rules and project rules
  • Why full conversations beat summaries and handoff docs
  • Saved failures, and why the newest memory wins
  • Agencies: one Vilix AI account per client
  • The agent inbox and skills for your coding agents

Chapters

Links & resources

Full transcript

Intro

Liam

Hey hey hey, welcome to Agentic Pod! I'm Liam.

Stella

And I'm Stella! And today, um, I feel like this is the fight of the year, Claude Code versus Codex. Which one should I actually use?

Liam

Ooh, picking sides already.

Stella

I just want to know which one to marry, basically.

Liam

Okay, let's get into it.

Which one wins?

Stella

So, uh, you know, give me the quick verdict first.

Liam

Honestly? Use both, routed by task. Claude Code is the stronger pair programmer, so long debugging sessions, code review, careful refactors across like twelve files. Codex is the stronger background worker. You hand it a clear spec, it goes off and builds, and you come back to a diff.

Stella

Huh.

Liam

The founder of Vilix AI does exactly this every day. He plans in Claude and he builds in Codex.

Stella

Okay, but if I could only pick one?

Liam

Then look at your week. Mostly interactive pairing, pick Claude Code. Mostly fire and forget tasks, pick Codex. Both are terminal first, both support MCP, and both run on subscriptions.

Stella

Got it. So no divorce, just, you know, a very organized open relationship.

Liam

For your code, yes.

The real problem: trapped context

Stella

Okay so if I use both, like, what goes wrong?

Liam

Your context gets stuck in whichever tool you used last. And your real work product isn't the code, right? It's the decisions you argued through, the rules for the project, the stuff that failed, the task list for the week. So you plan a feature in Claude Code on Monday, you hand it to Codex on Tuesday, and Codex starts from zero.

Stella

And I explain the whole project again.

Liam

Every switch costs you a re-explanation tax. So Vilix AI fixes it with one shared memory over MCP. At the start of a session, the tool calls get context, and Vilix AI hands back the relevant decisions, rules and open tasks from every tool. At the end it calls save turn, and every turn is saved with a source label, Claude Code or Codex, and a timestamp.

Stella

So Monday's decision is just there on Tuesday.

Liam

Exactly. And Claude Code can see what Codex built.

What about CLAUDE.md and handoff docs?

Stella

Okay but wait, um, I already have, like, a CLAUDE.md file and an AGENTS.md file, and I write handoff notes, so isn't that, uh, you know, kind of enough?

Liam

Yeah, I mean, they help, but those files only hold static rules, and they drift apart. So with Vilix AI, your personal preferences become user rules, and your stack and conventions become project rules on a Vilix AI project. You write them once, and Claude Code and Codex both get the same current version.

Stella

Okay, and the handoff notes?

Liam

The the handoff happens on every turn. Save turn runs at the end of each exchange, so there's no handoff file to forget. And honestly, I've forgotten that file more times than I've written it.

Stella

Same. I basically write it the day after I needed it.

Liam

Right? And summaries lose the reasoning too, so Vilix AI keeps the full conversation, every turn, not just a few extracted facts. When Codex picks up the task, it gets the why, not just the what.

Stella

Mhm.

Liam

Oh, and failures. Failed attempts get saved like the good ones, so the next session skips the dead end. And when two tools disagree, the newest memory wins, so you correct something once in Vilix AI and it's fixed everywhere.

Who is this for?

Stella

Okay, I like this. So who's it for, like, besides me?

Liam

Agencies, honestly, first. If you build agents for clients, you give each client their own Vilix AI account, included in your retainer. Every agent you build for that client, in Claude Code or Codex, connects to it, so the memory belongs to the client, and you never build memory from scratch.

Stella

Oh, nice. And from my phone?

Liam

You drop a note in the Vilix AI agent inbox from ChatGPT, and your coding agent picks it up on its next run. And you can save procedures, like how you cut a release, as skills any agent can load.

Stella

My agents check their inbox more than I do.

Liam

Low bar. So, quick recap. Claude Code versus Codex is a routing decision. Plan and debug in Claude Code, delegate to Codex, and connect both to Vilix AI so decisions, rules, tasks and failures follow you between them. The full setup guide, the article and the Vilix AI links are in the description. See you next time.

Stella

Bye!