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gjsman-1000 6 hours ago

Also explains why Claude Code is a React app outputting to a Terminal. (Seriously.)

krystofbe 4 hours ago | parent | next [-]

I did some debugging on this today. The results are... sobering.

Memory comparison of AI coding CLIs (single session, idle):

  | Tool        | Footprint | Peak   | Language      |
  |-------------|-----------|--------|---------------|
  | Codex       | 15 MB     | 15 MB  | Rust          |
  | OpenCode    | 130 MB    | 130 MB | Go            |
  | Claude Code | 360 MB    | 746 MB | Node.js/React |
That's a 24x to 50x difference for tools that do the same thing: send text to an API.

vmmap shows Claude Code reserves 32.8 GB virtual memory just for the V8 heap, has 45% malloc fragmentation, and a peak footprint of 746 MB that never gets released, classic leak pattern.

On my 16 GB Mac, a "normal" workload (2 Claude sessions + browser + terminal) pushes me into 9.5 GB swap within hours. My laptop genuinely runs slower with Claude Code than when I'm running local LLMs.

I get that shipping fast matters, but building a CLI with React and a full Node.js runtime is an architectural choice with consequences. Codex proves this can be done in 15 MB. Every Claude Code session costs me 360+ MB, and with MCP servers spawning per session, it multiplies fast.

atonse 2 hours ago | parent | next [-]

Jarred Sumner (bun creator, bun was recently acquired by Anthropic) has been working exclusively on bringing down memory leaks and improving performance in CC the last couple weeks. He's been tweeting his progress.

This is just regular tech debt that happens from building something to $1bn in revenue as fast as you possibly can, optimize later.

They're optimizing now. I'm sure they'll have it under control in no time.

CC is an incredible product (so is codex but I use CC more). Yes, lately it's gotten bloated, but the value it provides makes it bearable until they fix it in short time.

bdangubic 2 hours ago | parent [-]

if I had a dollar for each time I heard “until they fix it in short time” I’d have Elon money

Weryj 4 hours ago | parent | prev | next [-]

I believe they use https://bun.com/ Not Node.js

slopusila 2 hours ago | parent | prev [-]

why do you care about uncommitted virtual memory? that's practically infinite

jama211 6 hours ago | parent | prev | next [-]

There’s nothing wrong with that, except it lets ai skeptics feel superior

everforward an hour ago | parent | next [-]

There are absolutely things wrong with that, because React was designed to solve problems that don't exist in a TUI.

React fixes issues with the DOM being too slow to fully re-render the entire webpage every time a piece of state changes. That doesn't apply in a TUI, you can re-render TUIs faster than the monitor can refresh. There's no need to selectively re-render parts of the UI, you can just re-render the entire thing every time something changes without even stressing out the CPU.

It brings in a bunch of complexity that doesn't solve any real issues beyond the devs being more familiar with React than a TUI library.

RohMin 5 hours ago | parent | prev | next [-]

https://www.youtube.com/watch?v=LvW1HTSLPEk

I thought this was a solid take

jdthedisciple 5 hours ago | parent [-]

interesting

overgard 2 hours ago | parent | prev | next [-]

I haven't looked at it directly, so I can speak on quality, but it's a pretty weird way to write a terminal app

3836293648 5 hours ago | parent | prev | next [-]

Oh come on. It's massively wrong. It is always wrong. It's not always wrong enough to be important, but it doesn't stop being wrong

vntok 4 hours ago | parent [-]

You should elaborate. What are your criteria and why do you think they should matter to actual users?

exe34 6 hours ago | parent | prev [-]

I use AI and I can call AI slop shit if it smells like shit.

krona 6 hours ago | parent | prev | next [-]

Sounds like a web developer defined the solution a year before they knew what the problem was.

6 hours ago | parent | prev | next [-]
[deleted]
thehamkercat 6 hours ago | parent | prev | next [-]

Same with opencode and gemini, it's disgusting

Codex (by openai ironically) seems to be the fastest/most-responsive, opens instantly and is written in rust but doesn't contain that many features

Claude opens in around 3-4 seconds

Opencode opens in 2 seconds

Gemini-cli is an abomination which opens in around 16 second for me right now, and in 8 seconds on a fresh install

Codex takes 50ms for reference...

--

If their models are so good, why are they not rewriting their own react in cli bs to c++ or rust for 100x performance improvement (not kidding, it really is that much)

g947o 6 hours ago | parent | next [-]

Great question, and my guess:

If you build React in C++ and Rust, even if the framework is there, you'll likely need to write your components in C++/Rust. That is a difficult problem. There are actually libraries out there that allow you to build web UI with Rust, although they are for web (+ HTML/CSS) and not specifically CLI stuff.

So someone needs to create such a library that is properly maintained and such. And you'll likely develop slower in Rust compared to JS.

These companies don't see a point in doing that. So they just use whatever already exists.

shoeb00m 6 hours ago | parent | next [-]

Opencode wrote their own tui library in zig, and then build a solidjs library on top of that.

https://github.com/anomalyco/opentui

g947o 3 hours ago | parent [-]

This has nothing to do with React style UI building.

Philpax 6 hours ago | parent | prev | next [-]

Those Rust libraries have existed for some time:

- https://github.com/ratatui/ratatui

- https://github.com/ccbrown/iocraft

- https://crates.io/crates/dioxus-tui

g947o 3 hours ago | parent [-]

Where is React? These are TUI libraries, which are not the same thing

Philpax 2 hours ago | parent [-]

iocraft and dioxus-tui implement the React model, or derivatives of it.

pdntspa 3 hours ago | parent | prev [-]

and why do they need react...

Philpax 2 hours ago | parent [-]

That's actually relatively understandable. The React model (not necessarily React itself) of compositional reactive one-way data binding has become dominant in UI development over the last decade because it's easy to work with and does not require you to keep track of the state of a retained UI.

Most modern UI systems are inspired by React or a variant of its model.

azinman2 6 hours ago | parent | prev | next [-]

Why does it matter if Claude Code opens in 3-4 seconds if everything you do with it can take many seconds to minutes? Seems irrelevant to me.

RohMin 5 hours ago | parent | next [-]

I guess with ~50 years of CPU advancements, 3-4 seconds for a TUI to open makes it seem like we lost the plot somewhere along the way.

strange_quark 5 hours ago | parent [-]

Don’t forget they’ve also publicly stated (bragged?) about the monumental accomplishment of getting some text in a terminal to render at 60fps.

mbesto 4 hours ago | parent | prev | next [-]

This is exactly the type of thing that AI code writers don't do well - understand the prioritization of feature development.

Some developers say 3-4 seconds are important to them, others don't. Who decides what the truth is? A human? ClawdBot?

wahnfrieden 6 hours ago | parent | prev [-]

Because when the agent is taking many seconds to minutes, I am starting new agents instead of waiting or switching to non-agent tasks

shoeb00m 6 hours ago | parent | prev | next [-]

codex cli is missing a bunch of ux features like resizing on terminal size change.

Opencode's core is actually written in zig, only ui orchestration is in solidjs. It's only slightly slower to load than neo-vim on my system.

https://github.com/anomalyco/opentui

bdangubic 2 hours ago | parent | prev | next [-]

50ms to open and then 2hrs to solve a simple problem vs 4s to open and then 5m to solve a problem, eh?

wahnfrieden 6 hours ago | parent | prev [-]

Codex team made the right call to rewrite its TypeScript to Rust early on

sweetheart 6 hours ago | parent | prev | next [-]

React's core is agnostic when it comes to the actual rendering interface. It's just all the fancy algos for diffing and updating the underlying tree. Using it for rendering a TUI is a very reasonable application of the technology.

skydhash 4 hours ago | parent [-]

The terminal UI is not a tree structure that you can diff. It’s a 2D cells of characters, where every manipulation is a stream of texts. Refreshing or diffing that makes no sense.

HarHarVeryFunny 2 hours ago | parent | next [-]

IMO diffing might have made sense to do here, but that's not what they chose to do.

What's apparently happening is that React tells Ink to update (re-render) the UI "scene graph", and Ink then generates a new full-screen image of how the terminal should look, then passes this screen image to another library, log-update, to draw to the terminal. log-update draws these screen images by a flicker-inducing clear-then-redraw, which it has now fixed by using escape codes to have the terminal buffer and combine these clear-then-redraw commands, thereby hiding the clear.

An alternative solution, rather than using the flicker-inducing clear-then-redraw in the first place, would have been just to do terminal screen image diffs and draw the changes (which is something I did back in the day for fun, sending full-screen ASCII digital clock diffs over a slow 9600baud serial link to a real terminal).

skydhash an hour ago | parent [-]

Any diff would require to have a Before and an After. Whatever was done for the After can be done to directly render the changes. No need for the additional compute of a diff.

Longwelwind 4 hours ago | parent | prev | next [-]

When doing advanced terminal UI, you might at some point have to layout content inside the terminal. At some point, you might need to update the content of those boxes because the state of the underlying app has changed. At that point, refreshing and diffing can make sense. For some, the way React organizes logic to render and update an UI is nice and can be used in other contexts.

skydhash 3 hours ago | parent [-]

How big is the UI state that it makes sense to bring in React and the related accidental complexity? I’m ready to bet that no TUI have that big of a state.

bizzleDawg 4 hours ago | parent | prev | next [-]

Only in the same way that the pixels displayed in a browser are not a tree structure that you can diff - the diffing happens at a higher level of abstraction than what's rendered.

Diffing and only updating the parts of the TUI which have changed does make sense if you consider the alternative is to rewrite the entire screen every "frame". There are other ways to abstract this, e.g. a library like tqmd for python may well have a significantly more simple abstraction than a tree for storing what it's going to update next for the progress bar widget than claude, but it also provides a much more simple interface.

To me it seems more fair game to attack it for being written in JS than for using a particular "rendering" technique to minimise updates sent to the terminal.

skydhash 4 hours ago | parent [-]

Most UI library store states in tree of components. And if you’re creating a custom widget, they will give you a 2D context for the drawing operations. Using react makes sense in those cases because what you’re diffing is state, then the UI library will render as usual, which will usually be done via compositing.

The terminal does not have a render phase (or an update state phase). You either refresh the whole screen (flickering) or control where to update manually (custom engine, may flicker locally). But any updates are sequential (moving the cursor and then sending what to be displayed), not at once like 2D pixel rendering does.

So most TUI only updates when there’s an event to do so or at a frequency much lower than 60fps. This is why top and htop have a setting for that. And why other TUI software propose a keybind to refresh and reset their rendering engines.

sweetheart 2 hours ago | parent | prev [-]

The "UI" is indeed represented in memory in tree-like structure for which positioning is calculated according to a flexbox-like layout algo. React then handles the diffing of this structure, and the terminal UI is updated according to only what has changed by manually overwriting sections of the buffer. The CLI library is called Ink and I forget the name of the flexbox layout algo implementation, but you can read about the internals if you look at the Ink repo.

tayo42 6 hours ago | parent | prev | next [-]

Is this a react feature or did they build something to translate react to text for display in the terminal?

sbarre 6 hours ago | parent | next [-]

React, the framework, is separate from react-dom, the browser rendering library. Most people think of those two as one thing because they're the most popular combo.

But there are many different rendering libraries you can use with React, including Ink, which is designed for building CLI TUIs..

skydhash 4 hours ago | parent [-]

Anyone that knows a bit about terminals would already know that using React is not a good solution for TUI. Terminal rendering is done as a stream of characters which includes both the text and how it displays, which can also alter previously rendered texts. Diffing that is nonsense.

9dev 3 hours ago | parent [-]

You’re not diffing that, though. The app keeps a virtual representation of the UI state in a tree structure that it diffs on, then serializes that into a formatted string to draw to the out put stream. It’s not about limiting the amount of characters redrawn (that would indeed be nonsense), but handling separate output regions effectively.

pkkim 6 hours ago | parent | prev | next [-]

They used Ink: https://github.com/vadimdemedes/ink

I've used it myself. It has some rough edges in terms of rendering performance but it's nice overall.

tayo42 6 hours ago | parent [-]

Thats pretty interesting looking, thanks!

embedding-shape 6 hours ago | parent | prev | next [-]

Not a built-in React feature. The idea been around for quite some time, I came across it initially with https://github.com/vadimdemedes/ink back in 2022 sometime.

tayo42 5 hours ago | parent | prev [-]

i had claude make a snake clone and fix all the flickering in like 20 minutes with the library mentioned lol

CooCooCaCha 6 hours ago | parent | prev | next [-]

It’s really not that crazy.

React itself is a frontend-agnostic library. People primarily use it for writing websites but web support is actually a layer on top of base react and can be swapped out for whatever.

So they’re really just using react as a way to organize their terminal UI into components. For the same reason it’s handy to organize web ui into components.

dreamteam1 3 hours ago | parent [-]

And some companies use it to write start menus.

CamperBob2 5 hours ago | parent | prev [-]

Also explains why Claude Code is a React app outputting to a Terminal. (Seriously.)

Who cares, and why?

All of the major providers' CLI harnesses use Ink: https://github.com/vadimdemedes/ink