Hacker News new | past | comments | ask | show | jobs | submit
For all the potshots about AI, this update is huge even if you take away the AI features. They basically added lightroom to this release. There's some polish before you'd want to change your subscription, but its really tempting. It may be the best photo management/editor on linux. Yes, I know about darktable and rawtherapee and I stand by what I said. They also added a ton of motion graphics stuff which from the beta seem to be enough to undercut a lot of basic uses of after effects out. The later two features are in the free release as well!
> ...before you'd want to change your subscription...

For anyone not in the know, Resolve has an exceptionally capable and feature rich free version. A lot of the AI features (and >4k editing) are locked to the Studio licence which is a one-time payment, but works simultaneously on two computers (including different OS's) and allows upgrades across major versions.

I spent less than $300 on it a decade ago and my licence works fine on new v21 released this week. My least-regretted software purchase in 3 decades.

I was a lightroom user for almost 20 years, and their licensing ridiculousness was enough for me to: - change up my workflow, avoiding raw so I can use simpler editing processes - do way less editing - take way fewer photos

It sucks, but I just can't justify their insane pricing scheme. I've been looking for Linux-capable tools for a while, and Darktable / Rawtherapee are a long way from what I'm after. What you describe sounds like a dream.

loading story #48389810
loading story #48389442
That’s quite reasonable. Props for them for doing it.

Without updates included, buying a lifetime license nowadays feels more like a subscription which expires as soon as your OS upgrades instead. It also creates a lot of friction with different file formats when you try to collaborate. companies know how to exploit this to force you into subscriptions.

It's a bit convoluted to get to but you can also "rent" a license for $30 a month through Blackmagic Cloud. As with many, I'm not a fan of subscription licenses but it was valuable for me to use for a month to evaluate if the Studio features warranted the investment in the permanent license. Specifically some of the Fusion effects are Studio only.
I have become a huge fan of Davinci Resolve. Its free version carried me for a long time!
I made the switch from premier to resolve a few years ago and it feels like such a breath of fresh air. Being able to do the same with Lightroom would be amazing so can't wait to check this out. I've been using the free version and honestly never needed the pro features but I think I'll make the one time purchase today just to support a non-subscription based product of this caliber
Is the Lightroom stuff the same as was discussed on HN a couple months ago? If so, then, see also 296 comments about the new photo mode: https://news.ycombinator.com/item?id=47760529
loading story #48387248
I have both the latest Lightroom and Davinci Resolve.

Recently I edited a few images requiring removing extra people from the frame and I was able to do all editing in Lightroom, in seconds.

As much as I dislike Adobe, Lightroom’s shortcuts and flow are now habits.

I will likely continue using both.

loading story #48390302
I haven't had a chance to look at the non-beta version but in the 21 Beta, the Photo page didn't support Lumix or Olympus raw formats, and I own two cameras: a Lumix and an Olympus. :-(

I assumed they would add them later, I hope I'm right!

edit: nope, still only supports Canon, Fuji, Nikon, Sony and iPhone ProRAW.

loading story #48386736
I was not aware that we could edit photos in DaVinci Resolve in Linux. Thank you for this info, I'll certainly give it a try!
loading story #48386078
loading story #48385525
Can you run batch processing with the same settings over a large sequence of images like in Lightroom as well? And/or make slight changes to some parameters at certain points of time like correcting light intensity during sunsets the transitions smooths when your hardware made a step change when capturing it?
loading story #48387284
loading story #48386709
I run a photography biz on the side, and this is huge tbh.

I already used Davinci to make a custom LUT, blended it with the Adobe camera standard profile to use in lightroom as a base for all my edits as Davinci's color tools are much better, and doing it this way just lets you get tones that you couldn't other wise get with Lighroom/ACR alone. This basically removes the need to have lightroom in there as a finishing step.

The only downside is by now I've got a really solid ImagenAI profile based on the 30k photos I've fed it over time, and that obviously relies on a lightroom catalog, and is also capable of applying my LUT since I've made it a slider in LR. I hate adobe, but I'm not sure I could go back to not using Imagen as now I can turn around a full wedding gallery in about 2 days.

Agreed that the photo editing features are killer. AFAIK no other photo editing app allows the user to selectively desaturate a hue and its ability to adjust scoring to restricted lightness range is world class.
loading story #48393590
Unfortunately they are far from Lightroom, maybe next year they'll be closer. I really would like to ditch Lightroom but there is no alternative
loading story #48389477
loading story #48396308
Also, nobody would have complained about "content aware face fill", "AI" image edition tools have been standard for ten years in Photoshop
loading story #48385864
Laat time I checked, deleting an image on DaVinci didn’t delete on disk. That’s something I’m really missing
loading story #48390803
{"deleted":true,"id":48385294,"parent":48385119,"time":1780500021,"type":"comment"}
It might be best editor on linux but running it on linux is not easy. You basically need pick correct hardware pick right distro. It might be pretty easy on the oficial rocky linux but on other distros good luck. Also no AMD support.

I am pretty experienced linux user and i would have to buy new NVIDIA card and pray things work out.

Sadly i found out it will be much cheaper to buy refurb mac mini. So now i have dedicated machine for editing video.

loading story #48386713
loading story #48387309
Is there any RAW processing software for Linux that works for DJI drone photos?

I have a bunch of photos from a Mini 3 Pro and Mini 4 Pro -- 4 years' worth -- that I haven't published because I don't have a way to process them.

No tools on Linux (RawTherapee, Darktable, RapidRAW) render their colors correctly no matter how you mess with the sliders, and all of the Github issue pages are dismissive of the problem. There is something fundamentally wrong about how Linux RAW libraries are reading DJI photos.

Lightroom on a Mac tested on another computer renders them all correctly, but I don't own a Mac nor Lightroom.

loading story #48386249
loading story #48389493
>They also added a ton of motion graphics stuff which from the beta seem to be enough to undercut a lot of basic uses of after effects out.

I moved my team to Resolve about 2.5 years ago and I can say with absolute confidence Fusion > AE. Resolve Studio is all you need, period. Lightroom is clearly better right now than their Photo editor but like all their other offerings (ehhh except fairlight lol still mediocre), it's only a matter of time

loading story #48386305
> For all the potshots about AI,

Most video is going to be AI in the near future. They see the writing on the wall. Their camera business line is going to sharply decline.

loading story #48385619
loading story #48385535
loading story #48385529
loading story #48385953
loading story #48391133
loading story #48385443
loading story #48385991
loading story #48385400
loading story #48385460
loading story #48386189
loading story #48385664
loading story #48402440
So much respect for Black Magic. They are absolutely World Class and their business model is extremely generous.

Having said that, for all the AI features, the big one would be setting key frames etc. with an agent, driving the general editing workflow with text,etc. I realize this is non trivial but it's certainly viable for a team of this calibre.

I think if BM added a paid for agent which helped execute their traditional video editing tools (even if it "only" supported a subset) then that's a subscription a lot of people would be willing to pay for, especially as their core tool is so generous.

BlackMagic does quite a few innovative things. I have one of their cameras, and thus a paid license for Resolve. It's my primary editing tool. I've even done a music remix in Fairlight just to see if it could be done.

But their priorities are not always well-set. In Resolve, significant problems remain while more and more functionality is hastily slapped on.

The so-called "integration" with Fusion remains very poor. Compositions' presence in timelines is extremely fragile, and inexplicably degrades source material's resolution to that of the target timeline. This means that if one of your timelines is HD but you bring UHD clips into Fusion, they will be degraded to HD upon ENTRY to your Fusion comp, before they ever get to the timeline. So in Fusion all of your keys and other selective image processing will be chunky garbage.

Also: If you start a project, import your footage, and then drag a clip to the timeline... Resolve will offer to change the frame rate of the timeline to match. But NOTHING ELSE. Every other major NLE offers to match the timeline to the first incoming footage in ALL regards. But not Resolve, despite years and years of vociferous complaints in their forum. This is a basic, expected feature but ignored by BMD.

And finally a core issue: multiple, unrelated node views scattered about. Resolve needs to consolidate them into a single node view for all processing. That would flesh out Resolve's half-assed "integration" of four or five other products and provide a game-changing workflow that is long overdue.

loading story #48396633
You might be interested in a tool we're working on which does some of what you're wanting https://sparkfxstudio.com/ It's presently in beta but is an AI tool for helping speed up video workflows using agentic AI.
loading story #48387283
people complaining about AI features have clearly never wasted hours editing video or lost time and money discovering a technical flaw in a rush shot three days ago. For actual workflows, these tools are lifesavers
Because those people see the phrase "AI features" and the first thought is those sloppy generative AI stuff where things shift.

Where as marketing at all these corporation is trying to genericize "AI features" into anything using an algorithm. "Content aware fill", something we've had for over a decade is now "AI object removal"

"Noise suppression" is "AI voice extraction"

Motion unblur is now "AI motion unblur".

loading story #48386605
loading story #48387278
{"deleted":true,"id":48385923,"parent":48385109,"time":1780502781,"type":"comment"}
> wasted hours editing

Editing is a craft. You have to watch everything, otherwise you don't know what you have.

A machine organising stringouts and selects can work for interviews, but not for action. But even then it is only parsing your media for semantic intent. It misses the way things are said, which often imparts a different meaning.

You can use AI features for editing. But it is unlikely you will be making anything very intetesting.

loading story #48391206
I really don't understand why people are complaining about the AI features. These all mostly seem like solid quality of life enhancements and CGI-like tweaks.
some of these genuinely excite me, like the slate recognition (chore-reduction), clip search (although I'd want to see how reliable it is), and deblur (a typical PITA post fix). anything that makes masking, tracking, and level-matching easier saves hours on hours, but only if they're either reliable or easy to fix what the automation gets wrong (and it'll always get something wrong by the director, no matter how good it is, because telling editors what they did wrong is how directors make money).

the more SFX-end ones like facial aging and face reshaper, or the talent-replacing ones like speech cloning/ADR, feel both too prescriptive for a director to dial in what they aesthetically want, and also not good enough for the final cut. so I struggle to find where they'd be actually useful in a workflow as opposed to being a trap, looking just fine enough at a glance to sneak into a final cut while looking poor when viewed by the audience.

likewise the focal adjustment and upscaling just feel gross. the kinds of things a good cinematographer can already do, and it'll be so so tempting to use tools instead of taking time to do it right in camera because it'll look good enough in the editing bay, but I feel like it'd really stand out as fake in the final cut unless you're targeting like, heavily compressed social ads. the less you use them the better they'll work, which isn't ideal for a marquee feature.

if the blemish remover really does respect continuity it'd be a nice-to-have, but it also feels like another trap to be careless/cheap on things like makeup or lighting at the shoot, at the expense of looking fake in post

I think that's the broader angle that bugs me the most. all of these tools are convenience tools for editors, but in the end they'll really be justifications for directors/producers/studios/agencies to cheap out and do shittier work faster on the shoot. a cheap, shitty shoot covered in AI bandaids is still going to hit an audience like a cheap, shitty shoot.

loading story #48395933
Artists HATE AI. I fully expect some sort of DaVinci Resolve backlash, artists refusing to cooperate with those using this software.
loading story #48386185
loading story #48386600
loading story #48389737
loading story #48386106
Eventually, in moviemaking, generative AI is going to be seen the way CGI is. That is, how people complain about CGI when it's obvious/distracting/noticeable, but the best usages of it won't be noticeable.
Sure, and like CGI, it will change the nature of the media entirely.

Different stories shown with different treatment. With CGI, scenes zoomed out to wider shots and effects swelled even louder over lighting, intimacy, acting, etc.

Old styles didn't disappear or stop evolving entirely, of course, but the center of attention profoundly shifted and the "big" production money went with jt.

Generative AI will likely drive some kind of analogous shift in dominant film aesthetics. I don't know where, but I'm not particularly excited by it myself yet.

loading story #48386853
loading story #48386409
It really challenges my stance of human supremacy over AI when I only see these rote, shallow, unimaginative defenses of AI.
loading story #48386397
Got a copy of the Studio version a few months later I opened my YouTube channel: among the best money spent in software of my life.
I felt the same when I got Vegas and Sound Forge, but they never got released on any platform other than Windows, so eventually outgrew them. I totally understand what you mean; I use it, but also happy with Blender!
What do you like most about it?
loading story #48385974
The whole first section: 9 features, 9 titles with "AI" in them.

I don't think their use of it is bad at all, I'm just tired.

They could remove the word "AI" from each one of those feature titles, and the titles would be just as descriptive without them. At this point, it's just marketing noise, more distracting than informative. Maybe like "cyber" in the 1990s. Would you like some AI tea with your cybercrumpets?
loading story #48386064
Its all local if that helps?
loading story #48385194
loading story #48385366
You're right to be tired of it, and of course I haven't tired these specific features yet, but Davinci was already lowering the barrier to entry for filmmakers, and if 21 works as they say it will, then you're looking at a major lowering of said barrier.
I just pulled in 10 iPhone RAW files. It did a really nice job of processing them, I did the usual pulling-up shadows and highlights, and played with some of the sliders. Noise reduction and sharpening tools are primitive. Yet the photos look great. I finally managed to export ("render") them.

It's a baffling process flow if you're coming from Lightroom or a manual ACR workflow. But I'm excited to see where this goes. Quite simply, the output results are great. And free!

loading story #48397053
I tolerate Resolve, essentially it’s just inertia. It is hard to imagine software could be commercial and so poorly made.

My favorite glitch that has persisted for many versions is how if you background it while it is launching, the GUI becomes frozen and the only way to use it is to kill the process and then launch it again making sure to not switch to any other apps while it loads. The worst one that comes to mind, because it happens all the time when I am using it, is when you hit undo once it could undo multiple recent changes (never know how many exactly, just have to guess), and if you then redo in panic it would only redo one of them, so you have to manually do it (fun when it involves fine color adjustments). For my own sanity will not try remembering all the other ones. In addition, a lot of counter-intuitive design choices, messy color management, etc.

Proprietary cross-platform software for multimedia production tends to be polished but Resolve genuinely feels worse than an Electron app, with subtle delays and micro-freezes in many interactions.

To be fair now with all those “AI” features they could probably say it is optimized for “agents” or something…

loading story #48398309
loading story #48396506
Anecdote time.

I couldn't get Resolve to run on my discrete-GPU-less PC running Fedora. First the lack of RPM or Flatpak were lame, but integrated graphics was the real killer.

I started learning Blender VSE and walked away super impressed. Finally found my editor. (Spent years getting used to Premiere on Mac and PC.) It runs good even though I don't have a dedicated GPU yet, unlike Resolve. (And Blender is a full-on 3D modeller, I should note.)

I'm going to scale up my hardware eventually, but right now my editing needs aren't huge. Just chopping and splicing up stuff for YouTube. Blender's VSE is incredibly good for my use case.

How are the learning resources for Blender VSE? I've tried several open source editors (openshot: not fit for any serious purpose, shotcut: would be great if not bugged out) and ended up on Resolve for the combination of being free for my purposes and good community resources. I've looked at Blender for 3D before and found the good resources tend to be out of date. Is that still an issue?

edit: I may need to give the OpenShot 3.x a chance. The OpenShot release history [1] makes the claim that they have addressed many of my complaints

[1] https://www.openshot.org/blog/

loading story #48397358
loading story #48394766
For all the issues with AI, these features aren't so bad. The "AI" search is possibly one of the more useful ones. That'll save me a fair bit of time.
loading story #48400135
The audio-driven animation stuff here is so nice. A year ago I went on a journey to produce a video podcast waveform based off the audio track, and the process was incredibly painful for no obvious reason. My hope here is that I can now just do this all within Fusion and not need to render this in an external tool.

Also nice is built in loop (ping pong) animations! No more duplicating keyframes!

https://kylekukshtel.com/building-video-podcast-resolve-audi...

One of the rare pieces of software that actually gets you excited with each new release. Moved to Resolve from Final Cut a few years back and I've never been happier. Looks like this release just continues the already great experience.
There's a Linux amd64 version and a Windows arm64 version. However, I use a Linux arm64 machine, and arm64 machines are going to be a lot more common going forward. I wonder if there are plans to release a Linux arm64 build?
Unless you are on Apple silicon, then im not sure the ARM cpu and hardware is powerful enough for you to get a decent experience. It is heavy software, after all. Still, I would expect them to release Linux ARM builds when we inevitably move over to ARM as the common arch. :)
loading story #48396200
Discussion from April when this was announced: https://news.ycombinator.com/item?id=47760529
Those who have moved to Resolve from FCP: would you share a few words about your experience?

I’ve used FCP for a long time but have never loved it. I also have some experience with non-destructive workflows like Blender geonodes and have heard that Resolve adopts a similar paradigm. Definitely curious!

loading story #48397605
Just get Resolve. It is similar to what FCP was before Apple turned it into glorified iMovie. Only it is far more powerful than FCP 7 was back then.

Industry-standard NLE's like Premiere or Avid are probably the closest to Resolve. But even those are legacy programs that rest on their moats, whereas Resolve takes far more chances and does far less dumb shit than Adobe and Avid.

The seamless integration with industry-standard grading software is also... um mindblowing. Premiere has Lumetri and FCP has it'd colour correction tab, both of which are like MS Paint compared to Resolve's colour capabilities.

It's also free. The paid version unlocks mostly things to do with grading.

loading story #48395936
I moved to Resolve from Premiere and wanted to commit seppuku. Of course, Premiere also made me feel that way.
For people using Resolve, would you recommend someone already quite well-versed in KDenLive to switch, for some non-profit work on cutting together educational content with some animations, some talks etc?

Will it allow me to drastically improve my workflow (save time for some tedious tasks), increase quality of the outputs etc?

If you're organizing/having hundreds of clips you want to put together, or overall want a more opinionated workflow, then I'd say give it a try at least, the free version doubles as a trial :)

I'm a Premiere migrant to Resolve (Studio) some years ago, biggest hurdle is the opinionated workflow, it basically wants you to use the tabs in the bottom to go from "Media > Cut > Edit > Color > Fusion > Audio > Deliver" (simplified) so different tools available in different areas, made for different use cases, but in general once you've learnt the overall and high-level concepts, it makes editing really easy and smooth.

Besides, it's probably the most stable video editor that runs natively on Linux since ever, I think I've had it crash once, and the Fusion 3D text doesn't work properly for me, but besides that, runs like a dream and UX is miles ahead anything else available.

loading story #48386370
Resolve was a much better experience for me than kdenlive. But you can easily try it out for yourself because most of it is completely free (in fact you probably won't ever need the paid features for what you do)
loading story #48386377
I'm no expert (relatively new to the field myself), but I was trying to put together some simple videos with animations in Final Cut Pro and decided to try DaVinci Resolve, and I'm glad I did. The Fusion stuff bundled into it is incredibly powerful for animations.

It does take some getting used to, but the amount of tutorial content on YouTube is another reason I'm happy I made the switch. A lot of really good stuff on there. (Search on 'DaVinci Resolve Fusion' to see some examples of it in action if you want to get a feel).

loading story #48386387
The only thing wrong with Resolve is there is no "just get out of my way and let me get something done" mode. No easy/beginner mode. This is a very sizable, complicated piece of a software that has little bounds on what you can do with it. The learning curve is as steep and tall as the granite walls of El Capitan.

That's not really a critique on the software -- it's not trying to be what it's not. But the criticism of the software is painted by the fact that it's hard to get good at it. Well ok I will critique it: the user interface is garbage. Like they studied old versions of Gimp and thought, "let's do even worse".

The metaphor isn't perfect, but it's got some of that ol' TIMTOWTDI Perl feeling to it.

Resolve isn't software for beginners, and is completely unashamed of that fact. Its designed from the ground up for professionals who are using it on a daily basis and have entirely forgotten what its like to be new to the field of video editing, color grading, audio mixing, and whatever else people are using Resolve for.

As you say, that does mean the learning curve is pretty steep, but it's not as bad as some professional grade software. I was able to get to a point of being able to do some basic video editing/export with it in a few hours of watching YouTube videos and reading documentation. By no means am I an expert but I really appreciate that this is actually software designed to get out of your way and allow focusing on the task at hand without constant popups asking if I've tried some feature I don't have any interest in.

>just get out of my way and let me get something done

Funny, that's how I think of easy/beginner modes: "in the way, preventing me from getting something done".

loading story #48390987
> The learning curve is as steep and tall as the granite walls of El Capitan.

Have you read the beginners guide? https://documents.blackmagicdesign.com/UserManuals/DaVinci-R...

At 643 pages it's surprisingly short for how many subjects it introduces. Going further you'll of course want to read In the Blink of an Eye.(978-1879505629) and the Color Correction Handbook (978-0133435542).

And the actual Resolve manual is also really really good. https://documents.blackmagicdesign.com/UserManuals/DaVinci_R...

loading story #48392991
Just last week I made some automations for my recording and editing process in Resolve. Using Python to script initial editing.

It works pretty well. I tried it this morning and in about 15 minutes I had recorded and edited a three minute video.

(I've used AI transcription in resolve before, not this is actually editing the transcript with an llm and then inserting the clips. I also did breath detection and b roll placement. The Python scripting later is poorly documented and only supports a subset of the functionality of Resolve.)

Anyone using this headlessly got a read on how much of this an agent could do without human intervention? Would love to have a gut check on "sure, spend the $295 and you'll get some benefits for free if you have an agent run your videos through this before shipping them"

To be clear, my use case is making weekly online videos suck a little less - not grading feature films :)

You can use the free version (no need to pay), and it should be possible to drive Resolve using the Python API -- see this MCP server built on top of that API:

https://github.com/mhadifilms/dvr/

You can also try pointing Claude to the API surface directly.

The result might be chaotic, but you should be able to automate editing... maybe. :-) Ha. (You'd need a good loop to make sure Claude can see what it's doing..? Beyond screenshots I mean - ie how would Claude know its doing a good job editing?)

Does it support phone recorded video without conversion?

That was the blocker for me. Kdenlive does

I like that it runs on Linux but coming from Lightroom, it is a challenge to use. I don’t even know how to import photos that are added to a previously imported folder
I used lightroom over a decade and besides the initial quirks i fucking love darktable. After 6 month I actually like it more than lightroom and never looked back.
loading story #48397832
Excited to see Resolve continue to improve. Hopefully this encourages more improvement in the wider ecosystem as well. Adobe really could do some amazing stuff with Premiere and After Effects.
so, it looks like all the AI features run locally (via DaVinci AI Neural Engine)?
Makes sense, as Netflix grade 12k RAW broadcast quality video already takes up a lot of storage space. It would be ridiculous to Ape that into a cloud SaaS. =3
Does someone know if Blackmagic Pocket Cinema Camera is a good camera since it comes with the resolve studio ? Instead of buying a separate camera in the same price rangen (sony) for studio or indoor recording ?
loading story #48397151
I still can't believe this software is free.
Resolve is an incredible tool, and I wish they improved the Linux support especially on AMD. It's the last reason why I have a windows machine, and Win11 made it unbearable to use.
Still a public beta?! Not sure why this is news ... the AI features?
I think it actually released today. I keep an eye on the forums to see the updates - https://forum.blackmagicdesign.com/viewtopic.php?f=21&t=2369...

(Can confirm - I just opened it on my laptop (I had the latest beta installed) and it prompted me to download the release version)

The Lightroom competitor would be a big (and welcome) change to the market if it delivers.
loading story #48385560
Hey Blackmagic, just be sure you're not in violation of Illinois BIPA with the face search thing. They can and will come after you.
Pretty sure that does not cover a face database indexing your own photos/videos, running locally on your own computer. If it did, that would be extremely silly.
loading story #48386154
loading story #48386167
loading story #48386351
Face search? What do you mean?
Doesn't seem to apply here.

> BIPA establishes standards for how companies must handle Illinois consumers’ biometric information. In addition to its notice and consent requirement, the law prohibits any company from selling or otherwise profiting from consumers’ biometric information.

https://www.aclu-il.org/campaigns-initiatives/biometric-info...

Extreme Quality AI UltraSharpen is a Bourgeois Concept
could use a little more AI. have they considered replacing users altogether?
I think this is my sign to learn video editing.
I despise AI generated no-effort art as much as the next person but what they are offering here is fine-grained application of AI tools which is completely different to one-shot do the art for me. Does anyone have experience with the processing cost it takes to run these effects locally? Topaz takes a minutes to do superresolution on a single picture and this has to work for many frames so I'd assume it is faster?

Also excited about the picture stuff. I'm on an aging Lightroom version and wouldn't mind something that works well on Linux. Also huge plus point is the licensing model.

Do they need to say AI for everything? I am so sick of even a basic plugin being named AI. The word has lost its meaning. Give up already.
[flagged]
The release announcement on the forum at https://forum.blackmagicdesign.com/viewtopic.php?f=21&t=2369... lists what is new. AI is obviously a lot of the focus when it comes to talking about the product, (and in the current environment that is no surprise), but is still only a small portion of what is new in this release.
who is going to use all this stuff to make what movies... where is the audience for any of it?
Wrong kind of “resolve” haha. This one is more “please don’t let my AI-generated code leak keys before deploy” than video editing.