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For smaller datasets, annotation can feel straightforward. But once you push past a few tens of thousands of samples, a bottleneck seems to form almost out of nowhere — quality drops, inconsistency spikes, and QA starts lagging.A few common pain points I keep running into: annotation drift between reviewers edge cases that weren’t covered in initial guidelines QC that worked early but collapses under volume scaling human reviews without losing quality I was thinking about where these bottlenecks come from and what steps actually help break through them. This write-up I read framed a lot of the pain points and mitigation steps in a way that made sense to me:https://aipersonic.com/blog/breaking-the-annotation-bottleneck/Not sharing the link

Working with medical data really changed how I think about annotation. Compared to general image or text labeling, the margin for error feels much smaller, and the consequences of inconsistency show up much faster.Some things that stand out to me: tiny annotation differences can change clinical meaning edge cases are common, not rare reviewer agreement is harder to maintain QA needs to be much stricter than usual A lot of problems don’t appear until later, when models are validated or retrained, which makes them harder to trace back to annotation decisions.Looking at structured medical annotation workflows helped me understand where these issues usually come from and how teams try to control them:https://aipersonic.com/medical-annotation/Sharing this for context

When i try to log in the account, it shows that “You've made too many recent attempts. Please try again later.”. What can i do to successfully log in? How long do i need to wait? Any other solutions to fix the problem?

Once I do update on figma i can push to github then if I work locally as developer and send push to github then from figma ai how can i pull those updates codes ?

I have design system and buttons status count too big and need to use variables but need some help

I’m trying to get Cline to ingest Figma files for a variety of use cases. One is to have it run a checklist of design library guidelines on a set of screens that are nearly ready to be passed to Dev. Or, have Cline be a chatbot assistant that understands a very large service blueprint. However, whenever I give it the Figma files, it always locks up as there is way too much information in the files for the model to take on. I’ve tried to parse or chunk this out but nothing seems to work. Can anyone help me understand what I can do differently? I’m using the MCP server, and saw from a YouTube video (22 mins mark) that the MCP should have a way to auto chunk this but I cannot get this to work. TIA

I’m currently setting libraries for multiples teams, all them have the same configuration to be shared only for the team, but there is only one that keeps showing in all teams libraries even with all the “shared” options turned off. I already unpublished and published for team only, but the issue persists. Am I doing something wrog? 

how to remove figma watermark

I cant get the @ on my figma website to connect to godaddy

Hello,I have been unable to use Figma for 5 days already.I constantly get the Connection error: -106, and files do not load.What I have already tried: My internet connection is stable and fast Tried different networks Reinstalled Figma Tried both browser and desktop app Restarted my computer multiple times Nothing has helped so far.Please let me know what is causing this issue and how I can fix it, as I am currently unable to work.Thank you in advance.

Hello,I have accidentally linked Figma Education to the wrong account - I even went ahead and approved it from my student email address via SheerID 🤦🏻I have sent an email 2 weeks ago asking for support but I am not getting any answers. Can you kindly help me?

I have installed figma on PC and created a account and after trying so many times I'm not able to login via email and not receiving authentication code even after so many times 

Hi everyone,I’m trying to publish a Figma plugin that provides a list of UI and Design System items.The idea is simple: users see a list of components inside the plugin UI, and when they click on an item, that component is inserted into their canvas as an Instance.The important part is that these items are components defined in a separate file or library, and the plugin only inserts instances of them into the user’s canvas. When the user clicks “Go to main component”, they should not have access to the original library file.I don’t really care whether the component keys are hard-coded in the plugin or auto-updated.The real problem is that I can’t even list or access those components inside the plugin.From what I understand after reading the Figma API documentation: Component keys from a published library are only accessible to members of the same team.

I’m a freelance developer working with a client. The client has shared Figma files with me. I have a “professional” subscription with the intent to use dev mode to help me build the project.When I hit the dev mode button, I’m told I have to request access.Previously when I tried this, before I had my own professional account, I was told they couldn’t grant me access as there wasn’t a seat for me on their plan.If I now request access, will it use my seat / professional account to give me dev mode access to the project files, or will it insist on the client granting me a dev mode seat on their account? (if the latter, how do I go about requesting a refund for my professional account, as that was the whole point of me signing up this morning).

 have a layout where I am showing an interview originally recorded in english. I have same interview with indian regional languages (i.e. in Hindi, Marathi, Telugu, Tamil and Bengali). I want to switch these videos on language selection

 Hi everyone, I try to attach the number with number variable as I want to make a functional counter. I already do the variable as in the picture below, but when attaching the number with variable, there are no variable detect(Pic 1). So, I need to type the variable. After type it in search box, the variable appear(Pic 2). Which my question is it normal? Because on my first attempted it the variable option was available and the process went smoothly ok. The prototype mode on + and - went smoothly (Pic 3). But when I try to test the prototype, only + and - are functional. “1” are not functional 

Hi all,I have a problem when trying to publish code connect file because the component has a property with an emoji character in its name: ✏️ LabelError is “Validation failed for ...: The property does not exist on the Figma component.”It’s a Compose project.In @FigmaProperty value, I tried to use “✏\uFE0F Label”, “\uFE0F Label”, “✏ Label”, “Label”, but nothing works…Does someone have an solution for this issue?Thank you for your help.

My page not showing the design but in outline it shows all the design elements

I am stuck. My navigation bar doesn’t stick at top though I’ve set it to sticky at top and canvas stacking is set to first on top. Not sure what else I can do.Also Fixed (stay in place) is disabled.Any help? Much appreciated.  

Hi all how to implement Android TV App UI/UX in Figma?, let me know if you have any ideas or suggestions for me Thanks to all

Hi there,  I made an appointment and heard nothing from the agent. I emailed and have no other way to ask about why the appointment didn’t happen. Has this happened to anyone else? Thank you!! 

hi, i find this file from community, i would like to create an effect once i key in all the value in every input section, then the cta button wil become active, i try to make it from scratch but i can’t make it. can someone tell me what i missing?  

We use an Enterprise Full seat token to access Figma files via the REST API (Tier 1 endpoints). Files in our Enterprise workspace work fine, but files in a personal Free plan account hit rate limits. The documentation note mentions file plan affecting limits, but it's unclear how the token owner's seat type and the file's plan interact. Can you clarify? Questions:To get 20/min for Tier 1, are both required?File is in an Enterprise workspaceToken owner has a Full seat in that Enterprise workspaceOr does only the file's plan matter?How are Free plan files handled?When accessing a file in a Free plan account with an Enterprise Full seat token, what rate limits apply?Are Free plan files always treated as View/Collab limits (6/month) regardless of the token's seat type?

MI proyecto de figma mae , s eme desconecto del github,  y ahora no he podido conectarlo nuevamente al proyecto , Que debo hacer? 

Hello, for some reason, my email account has changed from a Chinese one to one in Bosnia and Herzegovina. I can't find the local email website to receive the verification code, which means I can't log in. The information in the account is very important to me, and I would appreciate your help.