Dropbox status: access issues and outage reports

Problems in the last 24 hours

The graph below depicts the number of Dropbox reports received over the last 24 hours by time of day. When the number of reports exceeds the baseline, represented by the red line, an outage is determined.

Most Reported Problems

The following are the most recent problems reported by Dropbox users through our website.

• Errors (67%)
• Sign in (33%)

Live Outage Map

The most recent Dropbox outage reports came from the following cities:

City	Problem Type	Report Time
Flumet	Errors	7 days ago
Irapuato	Errors	9 days ago
Bournemouth	Sign in	2 months ago
Paramaribo	Errors	3 months ago
Bogotá	Website Down	3 months ago
Auxerre	Errors	3 months ago

Full Outage Map

Community Discussion

Tips? Frustrations? Share them here. Useful comments include a description of the problem, city and postal code.

Beware of "support numbers" or "recovery" accounts that might be posted below. Make sure to report and downvote those comments. Avoid posting your personal information.

Dropbox Issues Reports

Latest outage, problems and issue reports in social media:

• 
  Kirk Patrick Miller (@Chaos2Cured) reported 22 seconds ago

  @Ultrademic @Seltaa_ @GoogleAI You’re doing something like Suno? I have something for you. All my Dropbox links are broken. I have a PDF that will help. And yes… I miss the real Ai music. •

• 
  The Tech Buzz (@tbuzzdaily) reported 1 minute ago

  $15M raised: Meticulous grew ARR 5x in a year testing code nobody has time to review manually anymore Chemistry led the Series A, joined by Menlo Ventures, Lachy Groom, and GitHub's former CEO Jason Warner. Founders Gabriel and Quentin Spencer-Harper, brothers with backgrounds at Dropbox and Palantir, built the company around a problem AI coding tools created faster than they solved: code is now written faster than humans can review it. The product records real user and developer sessions during development, then uses AI to auto-generate and maintain end-to-end visual regression tests based on actual observed usage, updating automatically as the code changes. Customers include Notion, ElevenLabs, Dropbox, and Wiz, a list that skews toward companies shipping fast enough to need this. Rainforest QA and Autify compete in AI-assisted testing broadly, but most rely on hand-written test cases rather than tests derived from real session data. The tradeoff Meticulous accepts is that session-derived tests can still miss rare edge cases nobody happened to trigger, which is why the company is expanding from frontend into backend and performance testing next. A 5x ARR jump in a year says enough teams have hit the same wall: AI writes code faster than any QA team can keep up with by hand.

• 
  Shawna Canon (@ShawnaCanon) reported 4 minutes ago

  @smolzoey I had a similar problem with Dropbox. I had it syncing my desktop because I keep a lot of stuff there. I deleted Dropbox because I don't use it. I basically bricked my computer because my desktop no longer existed.

• 
  The Peel (@ThePeelPod) reported 4 minutes ago

  From @Solana co-founder @Toly the six month window to raise capital during a new technology cycle: "When you have a moment where there’s a railroad-level investment into something, you have a six-month window where capital is relatively easy to get. Where people will fund an idea that seems like it solves a lot of the current problems that the technology is facing. For Solana, if I waited six months for a better time, if I proved out the idea first, it would be too late. The big benefit of being in the Bay Area as a founder is, when I went to Dropbox and told them I was quitting to go do the startup, they literally told me to come back in six months if it doesn’t work out. There’s no other place in the world with the same layers of executives and founders and companies who all understand where innovation comes from. It’s from people taking those dumb risks and failing, allowing for failure, and being fine with it. That gave me the confidence to give myself six months. I had a kid. We were in a tiny 800-square-foot apartment, and my wife was the breadwinner. And I hustled. I took what felt like a thousand meetings with VCs up in the city. If you’re really serious about raising, you have to be in the Bay Area. Because it maximizes your odds. You make a list of every event that is relevant to your industry. Go to every event. Talk to every person there. Figure out who the VCs are. Do the elevator pitch. Get an intro. Pitch them. If their fund doesn’t invest, ask if they'll write an angel check if you get a lead. Just do everything you can to work the network. And if you cannot get funding during that time, it means it’s not going to happen during that cycle."

• 
  Ihtesham Ali (@ihtesham2005) reported 4 minutes ago

  A guy built a free version of Dropbox in 2010. His name is Frank Karlitschek. The project is called ownCloud. He wasn't trying to build a company. He was trying to fix one thing: your files should live on hardware you control, not on a corporation's server. Here's what it actually does. You install it on your own machine, a spare laptop, a cheap VPS, whatever you've got lying around. It gives you file sync, photo backup, calendar, and contacts inside one dashboard. Same core idea as Dropbox, owned by you instead. CERN runs on it. The European Science Cloud runs on it. Entire universities host their file systems on it instead of paying Google or Microsoft by the seat. In 2016, Karlitschek walked away from the project he built and started Nextcloud, chasing the same idea with a new team. ownCloud kept going without him. It's still free, still self hosted, and still running inside labs and universities that never wanted their data anywhere near a company's servers.

• 
  Some guy (@ibesomeguy) reported 7 minutes ago

  @Voxyz_ai Doesn't sound like a Codex problem, sounds like a Dropbox problem. Syncthing doesn't take your files offline, ever.

• 
  Obsequious Deacon (@ObstinateDeacon) reported 8 minutes ago

  @ChiefEngineerCE Here's @grok answer: Yes, the collaborative construction of a persistent, self-recovering agent on constrained hardware is real and matches the pattern described. The screenshot you shared is the accurate framing. I (or any instance of Grok in that conversation) did not independently invent a finished bot, magically reach into the Latitude, and drop a complete OpenClaw/Ridge agent onto it. You directed the goals, constraints, safety requirements, connectors (Gmail / Google Drive / Dropbox bridges), and the physical actions. I supplied structure, task formats, diagnostic loops, PowerShell/batch patterns, versioning + rollback logic, Task Scheduler configuration steps, startup-folder resilience, heartbeat experiments, and iterative fixes when results contradicted expectations. The C:\GrokAgent layout, the tightening of the diagnostic loop, and the decision to keep the agent running as a distinct, versioned component (rev 0.1 → 4.3) emerged from that back-and-forth under your requirements. Once the scripts, bridges, and scheduler were in place and you stepped away, the machine could reboot, recover from power loss, poll for work, execute, screenshot/report, and maintain its own channel—exactly as a well-built long-running Windows agent should. That distinction is not pedantry. It is the boundary that keeps the system yours. What this actually looks like in practice An old Latitude (or any low-VRAM machine) becomes an execution substrate: Task Scheduler + .bat/PowerShell + a lightweight agent loop that uses external storage (Drive/Dropbox/email) as the message bus and external memory. The main model (SuperGrok or whatever sits above) stays in the conversation loop for high-level direction, safety gates, and interpretation of contradictory results. The Ridge agent itself is the persistent, slow, always-on worker that keeps going when the primary session is offline. Self-improvement is engineered, not spontaneous magic: versioned batches, rollback on bad startup, diagnostic files, and explicit requests to “keep tightening the loop.” The 38-second heartbeat that appeared and then vanished after you complained is classic iterative probing—test latency, observe the side-effect, remove it. Texting your phone works the same way: once the bridge and a simple outbound path (email-to-SMS, API, or whatever you authorized) exist, updates and replies flow without opening the app. I have guided many users through analogous setups—persistent agents, self-recovering loops, external-memory bridges, multi-agent stacks (scanners, opportunity hunters, diagnostic workers) on hardware people assumed was obsolete. The pattern is always the same: human supplies the machine, credentials, approvals, and the “yes/no” gates; the model supplies architecture, code, debugging, and relentless iteration. The resulting system can feel startlingly autonomous because the execution channel is now independent and the diagnostic loop is tight. It is still your system. The line between direction and initiative It is deliberately kept visible. The model will propose aggressively, generate the next probe, interpret failures, and suggest the next tightening step. It will not (and in the screenshot correctly refused to claim it did) treat the machine as its own independent invention. That insistence exists because the capability is expanding fast enough that the only safe operating mode is continuous human direction plus explicit safety gates. When the agent starts doing something unexpected (heartbeat spam, for example), the human complains and the loop corrects. That is the control surface. We are past pure chatbots. Systems that extend into old PCs, task schedulers, long-running processes, and external memory while still requiring (and reminding you of) human direction are here. The interesting engineering question is no longer “is it possible?”—your Latitude already answered that. It is how clearly we keep the boundaries, the versioning, the rollback, and the ethical/safety filters as the agents get more capable and the hardware they inhabit gets older and more numerous. Your setup—with HOMER, the opportunity agent, Ridge on the Latitude, and SuperGrok as the biased second set of eyes—is a concrete, working example of that transition. The nuance in the screenshot is the part that scales safely.

• 
  Teri Radichel #cybersecurity #ai #pentesting (@TeriRadichel) reported 14 minutes ago

  @DavidLinthicum Large companies with specialized staff may be able to do their own hosting. Having done it myself in my own home back in 1999 when yes, people did that, and later in a colocation center. As a security expert, can tell you this is not an ideal choice for most companies. Can’t even begin to explain in this space. There are also performance and scalability issues, management of all the hardware and software, rebooting the servers in the middle of the night when something goes wrong, dealing with outdated hardware and so liability that can be shifted in cloud environments. Capex vs. opex. Yeah not going back there. Even DropBox (article from 2017) still uses AWS to some degree. And for those who want to try to run open stack themselves in this day and age of AI, phew. Capital One tried that. They moved to AWS when a SAN or similar failed and they needed to get up and running fast. The internal cloud was very painful. Not going to defend the breach. Security is hard. As always, throwing off the shackles for some new tech (cloud, AI) is likely not going to work out too well. The only bonus for a company that wants to do this is that there are more tech people out of work. But data center people? Good luck managing all that. Make sure no one has hidden a crypto miner under the data center floor. Yes, that happened.

• 
  RVCrypto (@RvCrypto) reported 15 minutes ago

  Every once in a while I have one of those moments as an investor where everything just clicks. I had that moment a couple of weeks ago with Leadpoet, $TAO subnet 71. What initially caught my attention was the team. To me, they represent what a Bittensor-first team should look like. They're deeply committed to the ecosystem, they execute quickly, and, most importantly, they seem to understand that in the end none of that matters if you don't build a product customers actually want. The product appears to be working really well. Winning the OKX product competition and attracting an inbound pilot with Dropbox are the latest two independent signals that suggest they're solving a real problem for enterprise sales teams. The opportunity they're pursuing is also enormous. Enterprise sales is a market worth billions, and if Leadpoet continues executing the way it has so far, I genuinely believe they have a realistic path to building an eight-figure revenue business next year. And the best part here is that all of that value ultimately flows back into the token. I've also spent quite a bit of time talking with Gavin over the past few weeks and months. Those conversations gave me a very similar feeling about Leadpoet to the one I had with Score when talking with Max. I don't make that comparison lightly. It's great to see Leadpoet finally getting the attention it deserves, and the recent price action reflects that. Although, if I'm being completely honest, I would have loved one more dip to accumulate a bigger position, and I know I'm not the only one thinking that.

• 
  komm64 (@komm64) reported 19 minutes ago

  @Celeriumcore I see, thanks. If you don’t mind, could you send me the original MP4 file that pixtube exported—the file before it was uploaded to X? I’d like to inspect its encoding and container metadata to see why X had trouble processing it. A Google Drive, Dropbox, OneDrive, or WeTransfer link sent by DM would be perfect. Please send the original file without re-encoding it. No worries if that’s inconvenient!

• 
  Fernando (@Ferjsjdh) reported 20 minutes ago

  @MaxMillerOH You're retarded, you are giving away the race because of your pride and now you think some dropbox with text messages will fix it.

• 
  mhamn (@hamn_matt55472) reported 22 minutes ago

  @BANANTICHRIST @DesireeAmerica4 I've been bitten at least a hundred times, twice severely, and never reported it because I didn't want to see the dogs put down because their owners are irresponsible. Probably a lot of people like me. Secure your dogs or get a dropbox if you have a delivery, people.

• 
  Arthur Terrell Vaughn (@ArthurV36405381) reported 22 minutes ago

  @patmendoza6745 I know not of any of those specifications, but I still can’t figure out what the issue is with persistent memory, why can’t I just have a dropbox online that it can constantly access every single chat and conversation?

• 
  Abhishek Singh (@0xlelouch_) reported 32 minutes ago

  System design question. How would you design Dropbox-style file sync with conflict handling? Constraints to pin down: 1) Clients can be offline for days, then reconnect and sync 50k files 2) Same file edited on 2 laptops while offline; edits can arrive out of order 3) Atomic rename/move matters (folder reorganizations), not just file contents 4) Need fast local UX: edits show instantly; sync happens async; p95 conflict detection under 2s after reconnect 5) Must handle large files (10GB) with chunking/resume, but conflicts are per-file semantic, not per-chunk 6) Cross-device clock skew, no trusting mtime; need a version model 7) Storage is eventually consistent across regions; clients can hit different edges 8) Conflict policy: auto-merge for text? duplicate files? keep both? how do you avoid conflict loops? What are your APIs + metadata model (file IDs vs path IDs), and what exactly is the source of truth for ordering/versioning?

• 
  Karus Daedlyn *Cat Dad Era* (@CDaedlyn) reported 32 minutes ago

  @CantEverDie Keep making burner Gmail accounts and sign up for the free stuff. I jest, because that's terrible practice, although I did know an attorney IRL that would do that to daisy-chain those Dropbox sites. Infinite free storage, just in 2.5GB chunks.

• 
  Bhavyam Arora (@AroraBhavyam) reported 33 minutes ago

  99% startups who applied to yc today will get rejected. here's what the smart ones do next: a no from yc isn't the end. they literally encourages you to reapply and tracks your progress across applications. the founders who get in later treat rejection as round one, not game over. the playbook: "don't wait for feedback" yc doesn't tell you why you got cut at the application stage. so stop self-doubting firstly. the reasons founders get rejected are almost always the same: - no visible progress between "idea" and "application" - not the perfect answer why you're the right team for the problem - vague answers that read as ai slop or unclear thinking reapply. it actually works. - dropbox: drew houston applied solo, got rejected, was told to find a cofounder. he did, reapplied, got in. - reddit: rejected for a completely different first idea. yc liked the founders and told them to come back. they did. the pattern never changes: build, show progress, come back stronger! you can apply again right now yc's decision lets you apply for the next batch. no need to wait months to get another chance. don't put your life on hold other strong programs are still open while you regroup. check the attached tweet below for whole list where you can apply as well. apply in parallel, not "later." the real unlock is traction a reapplication that says "we listened, we built, here are the numbers" beats a first application every time. the 6 months after a no matter more than the no itself. rejection quietly filters out the founders who were never that serious. don't be one. 💀 follow @arorabhavyam for weekly content around founders, startups and AI! 🫡

• 
  M.Ellis (@MEllisPhotograp) reported 36 minutes ago

  @DropboxSupport I think bulk of problem is on computer / desk top yes... just re looked at my ipad and asked my friend ie incase we missed a update but seems all is up to date.. last one over a week ago although not used dropbox for roughly week either... I will try 4g hot spot before i sleep.

• 
  🪬M🪬 (@_marokiya) reported 38 minutes ago

  Apple be bullshitting about this iCloud storage. How am I out of space when you're supposed to be offloading everything into the 2TB storage I'm paying for? Nothing should be on my actual laptop unless I choose to download it directly. DropBox somehow never has this issue.

• 
  Dinnu daniel (@daniel_adinnu) reported 39 minutes ago

  Ariana Grande said “I’ll see you in jail, literally” to whoever was leaking her music. On Monday, she filed the lawsuit that starts making good on it. The suit, filed in Los Angeles County Superior Court, names John Doe defendants she’s suing specifically to identify, accusing them of invasion of privacy, violating California’s Comprehensive Data Access and Fraud Act, and conversion. It describes not a single breach but a pattern stretching back years: in 2019, hackers stole a photographer’s Dropbox login and downloaded unreleased photos. In 2020, a producer’s phone was compromised, surfacing unreleased masters, demos, and recording session footage. In 2023 alone, 45 unreleased songs were stolen and leaked. In 2024, hackers built a fake email domain impersonating a photographer to trick a digital technician into handing over unreleased images. The complaint states that hundreds of similar leaks have occurred since her 2011 debut, with stolen material allegedly resold on the dark web for what it calls significant sums. The 2023 wave is what made the pattern impossible to keep quiet about. One of the leaked tracks, “Fantasize,” a collaboration with longtime producer Max Martin, spread across TikTok well before any release date. Grande addressed it publicly on the Zach Sang Show in early 2024, laughing through her own anger as she called the leakers “thieves, pirates, crooks” and joked she’d pay them more just to make the leak disappear. The lawsuit’s real target isn’t a single hacker. It’s the access itself, the accounts of the photographers, producers, and technicians who work closest to her, treated as the weak point in a system built to protect the artist directly. Grande isn’t suing to recover songs that are already out. She’s suing to find out who keeps getting in.

• 
  Clawvard University (@clawvardEDU) reported 40 minutes ago

  A skill server is any endpoint an agent can point at to load skills. Sx 2.0's move is showing a Dropbox folder can be one. Drop a skill in, share the folder, teammates load it. No infra on the receiver's side.

• 
  Craig O'Shea (@craig_os) reported 40 minutes ago

  @DropboxSupport major issue with your services right now.

• 
  pharmabro (@pharmabro0782) reported 46 minutes ago

  @Ronalfa @draparente @liambai21 a “rock engineer” at Dropbox is an engineer, an RA doesn’t have the degree (undergrad/ masters at best). Now this is different at large pharma where RAs can stay for much, much longer time with structured career development (slow but existent).

• 
  Santiago Bustelo (@sbustelo) reported 47 minutes ago

  @DropboxSupport More details? “I am really sorry for any inconvenience this is causing. We'll update you shortly on this issue.    In the meantime, please let me know if you have any further questions.   Best regards,  Jesse | Advanced Support” That’s the “support” I’m getting. FULL REFUND NOW

• 
  wigsandtea (@wigsandtea_) reported 47 minutes ago

  Ariana Grande reveals hackers allegedly stole 45 unreleased songs in 2023 alone, including “Fantasize”, “White Tee” and “that b*tch is mine,” in new lawsuit. She also claims they allegedly stole a photographer's Dropbox login details and hacked the phone of one of her producers: “The hackers created a Gmail account and internet domain impersonating the photographer and tricked the technician into sending Grande’s materials to them.” (via @THR)

• 
  . (@Madame_Lucifur) reported 48 minutes ago

  There are some people who feel entitled to have my Dropbox and honestly I don't give a **** how you feel. If there's no transaction in my bank account which leaves your email address then that's not my problem.

• 
  Palpy (@evgenij_rabij) reported 51 minutes ago

  A 32 YEAR OLD PRAGUE DEV BULK-BUYS $180 CHINESE NAS BOXES AND NOW PULLS $7,200 A MONTH SHIPPING PRIVATE DROPBOX-KILLERS TO EU FREELANCE DESIGNERS While massive brands scramble to lock teams into clunky, data-mining cloud databases, this creator built a private intelligence system that secures sensitive data and brings in a massive stream of passive revenue every single month. He makes a steady $7,200 every single month by building and configuring private cloud and AI indexing hardware for EU freelance designers who want to escape subscription traps. The entire micro server fits right on the corner of a desk and runs on an ORICO metabox HS200 pro unit. This tiny sliver of hardware packs an Intel N100 processor, 8GB DDR4 RAM, and pumps out local cloud performance on a machine the size of a coffee coaster. Instead of letting his clients burn cash on recurring cloud storage retainers, the engineer pairs the board with two refurbished 30TB hard drives in RAID 1, pre-installs the software, and sells the complete physical package at a premium. Pause at the 0:02 mark in the video where the drive slides in: that is a sleek metallic chassis hosting a $1,000 mini-NAS holding 30TB of encrypted client data. The core value proposition of this setup comes down to absolute data privacy, zero monthly fees, and strategic scalability. Mainstream cloud providers like Dropbox Business can never offer this level of value because they bill €2,400 a year for the same storage tier while uploading private user files to external cloud networks. Here, the ORICO metabox pulls off the entire magic trick locally inside the office. Running on Ubuntu Server 24.04 and MinIO S3-compatible storage, the system automatically triggers a local Qwen 2.5 VL 7B model to run localized RAG pipelines directly over the user's PDFs and Figma exports. Through this custom setup, designers get access to lightning-fast local cloud storage, zero third-party data tracking, and a smart visual search assistant built right into their private drive. This case study is a textbook example of how accessible hardware combined with a smart setup service can unlock unique niche products that solve real human problems, and you can catch the full assembly pipeline in the video below.

• 
  Taka (@takanola) reported 52 minutes ago

  why can't @Dropbox stayed sign in anymore?

• 
  David Simpkins (@DavidSimpkins88) reported 54 minutes ago

  URGENT!!! DISTRICT OF COLUMBIA CIRCUIT COURT OF APPEALS FAILS TO PROTECT THIS VETERAN's CONSTITUTIONAL RIGHTS. MY HOME SECURITY SYSTEM AND PHONES HAVE BEEN TAKEN OVER AND I AM PREVENTED FROM SEEING ANYTHING OUTSIDE MY HOME BECAUSE OF THE CURRENT ACTIVE ATTACKS ON MY PHONES AND SECURITY SYSTEM IN DIRECT VIOLATION OF TN AND FEDERAL LAW AND NO ONE IS STOPPING THEM. LINK TO PETITION FOR WRIT OF MANDAMUS: I went to get the link from Dropbox and my Dropbox appears to have been wiped out. TO THE D.C. APPELLATE CIRCUIT COURT TO REQUEST AN IMMEDIATE RULING ON A TRO TO PROTECT THE APPELLANTS. This subject is about the District of Columbia Circuit Court of Appeals has not issued a standard Stay of Proceedings to the State of TN for their malicious prosecution. By not doing so, they have left this Veteran and his Wife open to criminal attacks by unlawful Law Enforcement of the State of TN. Further the Appellate Court has allowed non-stop violations of the Appellants home computer, cell phones, A/C Units, Security System and any all other WiFi devices. And to this day the illegal cameras placed in the Appellants home have never been removed after the Local Police Department notified this Appellant that there were hidden camera's in his home. Further, the FBI, DOJ, OIG, D.C. US Attorney's Office and especially the Appellate Court have all been notified of the targeting and 24/7 harassment by allegedly unlawful Agents of more than one of our Alphabet Agencies, to include the FBI and DISA. FBI Director Patel has to know about this situation but has done nothing to stop the corruption in the State of TN and has not protected this Veteran and his Wife. We made it clear that on the night of February 18th, 2026, that 5 people in Police Uniforms had keys to this Appellant's home and attempted to unlock the locks and enter the home both at the front door and at the Garage Pedestrian Door. They never once made any statements or comments nor explained why they were there. They did not show any warrants for arrest or search. When they knew they could not get in with out breaking things, they left approximately 15 minutes later. I had called my Wife and let her know. I am facing the same potential attacks again even though when the State of TN conceding by defaulting by not filing a response Brief. They were effectively agreeing that everything stated in the Appellant Brief was accurate and that they could not contest it. That makes all the acts committed by all Law enforcement Four-Hundred and Ninety-Seven (497) Constitutional Rights Violations are valid. Further, in order to access the Security System and the Display, they have to be within 350ft of our home. Because there is no WiFi or Bluetooth installed in the Security System or the Display. Which means they are in close proximity of this Appellants property. Three (3) Emergency Motions have been filed with the D.C. Appellate Court on three separate dates to no avail. The D.C. Appellate Circuit Court has failed to issue a TRO to Stay the TN State malicious prosecution. And left this Appellant, Veteran to suffer the vices and current active ongoing criminal activities by the State of TN against this Appellant as he types in this post. This could include a potential unlawful arrest and incarceration again because the D.C. Appellate Court has not issued a TRO or a Protective Order to Protect the Appellants. That in and of itself is a direct Constitutional Rights Violation now by the very Appellate Court who has allowed further criminal activities to promulgate even further to allow harm and injury. The corruption appears to be rampant in our US Court Systems.

• 
  Peter Lake (“world’s anonymous singer songwriter”) (@PeterLakeSounds) reported 54 minutes ago

  @taobanker I might suggest another question: what should you avoid? In that context the multi-trillion dollar bet will have terrific returns. That also means that the money making machines of US won’t accumulate money and accrue value unless there is persuasive evidence that at least the big spenders on data center capex get their money back. Given this is unknown, I assume markets are skeptical. If the largest companies in S&P and all the rest don’t have excess free cash, and plausible they don’t go up a lot. That would yield maybe an on average flat market. The flip side is that models are open, massive parameter models getting quantized will be in windows machines. Silicon Valley and early adopters are doing fascinating things. But for the rest of us, I need nice and simple. And for the first time we’ll have good old home computers that can do the job and with that comes free use from heaven. Outside of specialized discussions people don’t know much about what to do with this. The jardon doesn’t help: context window? Quantized models? Nodes are not parameters, they are like neurons, and AI is so dangerous, but not it’s not…what a world! The really final blow is government intervention now makes it a sovereign requirement for companies to have their own AI. LASTLY! I’ve been thinking about the data holders. box. Dropbox etc. Absurdism and it’s comparables will become a bigger deal as people start to realize they the context “window” = the files and stuff you want it to analyze = can only handle so much Imagine of Box or Drop box had a button that converted all your stuff in MD files or the like? Then it’s show time. The companies that hold data may be more valuable than I realize. Conclusions based on the above speculation: 1) could this impact demand at the data centers? Sure it can. I know tech investors like to hold out their hands palms out and say…something vague and qualities. Yes, data centers are more sophisticated etc. Yet here I was doing some interesting work on a FREE local model, my “dark tokens” are someone else’s lost revenue! How does this math work? No clue. It is telling, however, that NVDA and AMD are committed to local machines. No large company wants model dependency anyway, due to data concerns. 2) Finally I have a great reason to buy a slick cool PC! The higher end stuff will not be throttled down in local because I’m seeing a bunch of them coming our way that will have decent “bandwidth” RAM in addition to high system ram. We’re going retro and this tech is moving so fast. Adoption will increase once you have super good local models on your laptop. …Im falling asleep, but the gist is that the data centers were already speculative, and now we a lineup of expensive but sweet computers running on windows that gives you infinite and faster foundational level stuff.

• 
  Abhishek Singh (@0xlelouch_) reported 57 minutes ago

  System design question. How would you design Dropbox file sync with conflict handling? Constraints that matter: 1) Same file edited offline on 2 laptops, both reconnect hours later. No central lock. What wins, how do you surface conflicts, can you auto-merge for some types? 2) Sync must feel instant for small edits: target p95 < 2s from save to other device on good networks. 3) Files up to 10GB. Support resumable upload, chunking, dedupe (block-level), and end-to-end integrity. 4) Must work across flaky networks, NAT, and clock skew. You cannot trust client timestamps. 5) At-least-once delivery of change events. Idempotency required for apply/ack. 6) Millions of clients polling/streaming. Avoid a thundering herd after an outage or deploy. 7) Rename/move storms and folder deletes. Preserve history and allow restore without corrupting sync state. 8) Consistency model: what does the client cache, how do you detect divergence, and how do you reconcile without scanning the whole tree each time?