Here is my update regarding all things Higgsfield. Buckle Up! https://x.com/i/article/2116082568290549760
Higgsfield, Nine Months Later: The Receipts Since February
The Company That Named a Feature “Steal” Just Sent a Lawyer Over Its CEO’s Face
In February I wrote that Higgsfield was a company built on rage bait, stolen likenesses, and sexual exploitation. Forbes published its investigation six days later. X suspended their account. The CEO posted a statement about "internal processes." The company told Forbes it would require mandatory legal and senior leadership review of everything it put out. Then it raised $400 million at a $5.4 billion valuation, told Bloomberg it crossed a $1 billion run rate, took a check from NVIDIA, and on Tuesday night sent a cease and desist to the people who open sourced its product.So here is the nine month review. Everything below links to a source. Where something is my own account, I say so. Where something is my opinion, I say that too, because this company now has lawyers with stationery.
The short version: they fixed the wording and kept the behavior. The long version is more fun.
February: the apology bowed, then slid into your DMs
The timeline of the week after my article is worth laying out, because it is the whole company in miniature.
February 4: Higgsfield posted that its new motion tool "ended 20 creative jobs." As a flex. To an audience of creatives. The post came down after the backlash. The attitude didn't.
February 5: my article.
February 6: instead of fixing anything, Higgsfield opened its DMs. It messaged creators asking for supportive quotes, said the backlash was "driven by competitors," and claimed it had been "working to change" for three months. I posted it live. The message itself is archived in the public evidence repo: the claims were "either exaggerated to the harshest interpretation, outdated, or simply untrue. However, there is some truth there as well." Some truth. There as well. A sentence written by someone backing slowly toward an exit.
The "three months of change" collided with their own calendar. Two months earlier they had posted a spoof of a viral Japanese corporate apology, employees bowing on camera, built around a 65 percent price cut framed as giving up November paychecks. That was the apology. A bit.
February 9: X suspended the account. Forbes reported that X told the company the reason was "inauthentic behavior."
February 11: Forbes. Promo kits handed to creators containing racist and obscene clips of Shrek, Moana and Mickey Mouse, and nonconsensual deepfakes of Sydney Sweeney, Zendaya and Donald Trump. Envato stock templates with the Higgsfield logo pasted on, sold to creators as AI. Cofounder and chief strategy officer Mahi de Silva, on the record: "We fully admit that we push the envelope... very explicitly, it's more controversial content that gets attention."
Read that quote again. It is not a confession extracted under pressure. It is a strategy memo, delivered to Forbes, by the executive who runs strategy. He still runs it.
The scorecard
On February 10 I listed what the CEO's statement skipped and what an actual apology would look like. The company also made one promise of its own to Forbes. Here is the table, nine months on.
Rename the feature called Steal. They did, quietly. The launch was "Introducing Higgsfield Steal... When we say anything, we MEAN anything." Around June it became the "Image Reference Tool" with a "Reference Extension," now in the Chrome Web Store. The company's own description of the renamed tool: "If you can find it, you can recreate it." No announcement, no acknowledgment, no change in what it does. The name was the problem. The name got fixed.
Apologize to the people deepfaked in the promo kits. No public apology to anyone named in the Forbes piece.
Consent verification for real faces. None announced. In July the terms claimed a perpetual license to uploaded faces instead.
Stop buying cover, change behavior. Sent a cease and desist to ComfyUI this week. The strategy officer who said controversy is the strategy is still listed as a cofounder in the October press release.
Their own promise: mandatory legal and leadership review of all external materials. Three months later the CEO announced a Cannes premiere that Cannes had to publicly deny.
Pay the creators in Earn. The company's answer, per Qazinform, was that the program faced fraud and compliance checks could result in rejected payments.
Six lines. Zero resolved. They did not fix the problems. They got quieter about them.
"Unlimited" means unlimited
This is the boring part, which is why it's the part that could actually cost them money.
Black Friday 2025: a 65 percent discount promising unlimited access to models like Google's Nano Banana for $25 a month. Users told Forbes that after a few generations a day the app became "unusable" unless you bought credits. "They just completely throttle your access."
The throttle has a name. The battery. A hidden system that queues unlimited mode generations while credit based requests process instantly. On mobile, the unlimited toggle resets after every generation, so you can accidentally pay for what you were promised for free. In July the terms made it official: section 10.6, "dynamic throttling" for usage the company deems "excessive." Excessive is not defined. Unlimited is.
Refunds: initial purchase only, within seven days, zero credits used, minus up to a 6 percent fee. Renewals, never. Ian Hudson summed it up for The Register: the only way to qualify is to never touch the thing. Higgsfield's own help center says the same thing in its own words.
December and January: the company shut down around 40,000 accounts as "mechanized attacks," claimed 99.5 percent accuracy, and says it refunded $1.35 million to the humans caught in the net. Take them at their word. Half a percent of 40,000 is 200 paying customers they admit they banned by mistake, during the holidays, on an unlimited plan.
For scale: the FTC took $60 million from AT&T for throttling unlimited data plans without adequate disclosure. The agency's own summary: "The issue here is simple: 'unlimited' means unlimited." Different product. Same word. Same trick.
May: Cannes, population not them
Three months after promising legal review of everything it says in public, the CEO went on LinkedIn: "We just premiered in Cannes our first 95-minute feature film made entirely on Higgsfield," adding, per one review of the post, that "for decades, Cannes has been the room where new cinema gets legitimized." The Wall Street Journal ran it under the headline "This Cannes Film Cost $500,000 to Make. $400,000 Was AI Compute Costs," reporting the film as a Cannes debut and that every character, setting and prop in it was AI generated. The Journal got the production figures right and the venue wrong, which is the outcome the LinkedIn post was built to produce.
A Cannes spokesperson told Futurism: "We can confirm that 'Hell Grind' was not screened as part of the official Festival de Cannes program." The film played at a commercial cinema in town during the Marché, the trade market. The festival has banned wholesale AI generated films, so Hell Grind could not have been in the room even if the room had wanted it. The AV Club's headline: "AI movie hallucinates 'Cannes' debut." Higgsfield's defense was that the market is an accredited component of the Cannes ecosystem. The LinkedIn post stayed up.
The film cost $500,000, about $400,000 of it compute, took 15 people 14 days, and Variety's critic found the plot nonsensical. That last part is taste. This part isn't: it is the exact move as the Envato templates. Borrow a name you didn't earn, let the press repeat it, clarify only when forced, and not even then.
Six days after "Cannes," AI on the Lot ran in Culver City, May 27 and 28, about 2,000 people who do this for a living. My own account: Higgsfield's team was not inside. They were on the sidewalk outside, filming and stopping attendees to pitch the platform. Two of them pitched me without knowing who I was. I let them finish. When they figured it out, I left. Their marketing did not need my help looking like that.
I mention it because of what happened at AI on the Lot five months later. Hold that thought.
July: we would like your face forever
On July 23 Higgsfield sent subscribers new terms granting itself a perpetual, irrevocable, transferable, sub licensable license to everything users made, including the faces they uploaded to build characters. A breakdown thread hit 331,000 views. Three days later the company published a revision.
What they fixed: the perpetual license is gone, rights end when you delete your content, promotional use now needs your consent, and "sole discretion" was softened to "reasonable."
What survived, word for word: the training grant. Higgsfield still trains on everything individual users upload and generate, by default. The only opt out is deleting your work, and whatever they already trained on stays trained on. Enterprise customers get a contractual no training clause. You, on the $19 plan, are the dataset.
What quietly got worse: the privacy policy became part of the binding contract, and a 15 day notice guarantee for terms changes was swapped for undefined "reasonable notice."
So: the company caught distributing nonconsensual deepfakes of real actresses in February responded in July by writing a contract that claimed your face in perpetuity. When caught again, it deleted the word "perpetual," kept the training clause, and shortened how much warning it owes you next time. That is not a company that learned about consent. That is a company that learned to read its own fine print after someone else did.
The film factory
After the sidewalk came the content. Hell Grind in May. The Cully Hill Boys in August. Kök Börü in October, timed to the NVIDIA announcement. Launch films for Cinema Studio, Genjutsu, Soul, and whatever shipped that week. Premieres in a Cannes cinema and a Manhattan screening room. It looks like a studio. It is a marketing department with a premiere budget.
The CEO said as much to Harry Stebbings on 20VC: "an in-house team of over 150 creative professionals... almost half of the whole workforce." Their job, in his words: "product-launch videos and tutorials." Their output is "what's driving most of the revenue." The company spends over $4 million a month on internal model usage, over $10,000 per employee. One employee burned $30,000 in a week. The finance team, he says, thinks he's too loose with it. So the picture is a $48 million a year content operation with no credit meter, whose product is persuading you to buy credits with one.
Now the math on what those films are. For 90 minutes of Hell Grind, the CEO says, "there were over 100 hours of AI-generated content." A Machine Cinema reader worked it out at roughly 108,000 generations, one usable shot per 200 attempts, a 99.5 percent discard rate. Fifteen people and 30 agents fought the tools for two weeks to get a demo reel with a plot, then called it the first AI feature film and screened it for studio buyers.
That is the ceiling. One hundred and fifty salaried creatives, unlimited compute, the CEO's personal attention, and the result is a 99.5 percent miss rate and a review that uses the word nonsensical. If that is what the factory produces with no meter, the $25 subscriber with a battery throttle is not making a movie. They are paying for the ads that say they could.
On borrowed IP, the documented record is enough on its own. The February promo kits: racist and obscene clips of Shrek, Moana and Mickey Mouse, characters owned by DreamWorks and Disney, generated by Higgsfield's own marketing team and handed to creators to post. Envato templates with the logo swapped. An independent artist's animation copied and posted as Higgsfield's own, stapled to a sale. And a browser extension launched under the name Steal, renamed since, function unchanged. You don't need to speculate about their films when the company named the feature.
"Open source," a word they use the way they use "Cannes"
Higgsfield says "open source" a lot. Here is every documented instance and what it actually was.
2024. higgsfield-ai/higgsfield, Apache 2.0. What it was: a GPU training framework. Real open source. Contains no video model and no platform.
August 2026. The Cully Hill Boys, "open-sourced the entire production." What it was: prompts and assets published on higgsfield.ai.
September 2026. Viral claim that the CEO "open sourced his entire $5.4B startup." What it was: a mislabeled link to the training framework. Never corrected by the company.
September 5, 2026. The help center, same month: "Is Higgsfield open source? No." Platform and models proprietary.
September 28, 2026. CEO on 20VC: "community open-source projects" went from 10 to over 10,000 in eight weeks, and that network effect is the moat. What it was: shared prompts you recreate inside the paid app.
October 23, 2026. Higgsfield's press release: Kök Börü "open-sourced." What it was: a free course on Higgsfield Academy.
October 26, 2026. The one real repo: archived, read only. Eleven days into a contest about them not open sourcing anything.
Did they ever say the platform itself would be open? Here is what is on the record, in their own words. At launch, the CEO wrote on LinkedIn: "We believe in the power of community, and we open-source key frameworks that we build along the way." On 20VC the CEO said of the film, "we open sourced all of it," and called open source his network effect moat. Comfy's cofounder stated publicly, in response to a legal letter, that "Higgsfield made a promise to open source its product and never did." And as Comfy describes that letter, Higgsfield's lawyers argued about the name and the CEO's face. They did not argue the promise was never made.
If Higgsfield has a post saying it never promised anything, it can produce it. Until then: a company that calls itself open at launch, open on podcasts, and open in press releases, and then writes "proprietary" into the help center the same month, does not get to be surprised when the community takes it at its word.
Two weeks, one developer, 120 apps
On October 15, Comfy Org, the people behind ComfyUI, opened with one sentence: "Higgsfield promised to open-source their entire platform. They didn't. Let's help them." $25,000 in prizes for open source rebuilds of Higgsfield's apps. $10,000 best overall, an RTX 5090 for most innovative, ten runners up. Listed partners: NVIDIA AI, Runpod, MiniMax. Remember the first one.
Twelve days later one developer shipped Freefield: an MIT licensed studio rebuilding Higgsfield's creative apps as ComfyUI workflows on open weights. 120 app folders, each a manifest and a workflow file. No API nodes, no partner nodes, nothing rented. Build nights ran in San Francisco on the 28th and at AI on the Lot in Culver City on the 29th.
That is the thought I asked you to hold. The room Higgsfield was filming outside of in May is the room that open sourced them in October.
Why this terrifies them is in the CEO's own numbers. On 20VC he said Higgsfield keeps over 80 percent margin on open weights models and 20 to 30 percent on closed ones, and that the company picks the model for you in over 40 percent of jobs. Translation: the most profitable thing Higgsfield does is route you to a free model and charge you credits for it. A free MIT studio that routes to the same free models is a knife aimed at exactly that.
October 28: a likeness complaint from the company that launched Steal
Late Tuesday, two days before the submission deadline, Higgsfield sent Comfy a cease and desist. Per Comfy cofounder Yoland Yan, it demands the challenge come down within 48 hours and argues that using the Higgsfield name and the CEO's likeness is infringement that implies affiliation. Yan's three word review: "man, the irony."
Let's enjoy it properly. The company that put Sydney Sweeney, Zendaya and Donald Trump in promo kits without asking. The company that launched a browser extension named Steal, then renamed it and kept it. The company whose July contract claimed your uploaded face in perpetuity. That company has discovered that likeness rights exist, on the single occasion the likeness belongs to its own CEO.
Comfy's answer: the challenge stays open, submissions close October 30, winners announced November 6, prizes paid as promised. Their read on the motive: "When the apps people pay for can be rebuilt in the open in two weeks, that's an uncomfortable thing for a closed platform to watch."
To be precise about what exists: a letter, not a lawsuit. Nothing has been filed and no Higgsfield statement has been found. The 48 hours run out tonight. If they file, they are suing an open source project for building what the CEO spent a year calling his community moat. If they don't, the letter was a bluff timed to a deadline. Same move as the February DMs. Better stationery.
NVIDIA bought both tickets
October 15: NVIDIA AI's logo goes on the poster for a contest premised on Higgsfield breaking an open source promise. October 23: NVIDIA invests in Higgsfield. Undisclosed amount, undisclosed terms, announced the day Jensen Huang made his first visit to Kazakhstan alongside a $10 billion compute package, a 45,000 GPU export license and a meeting with the president. Higgsfield is Kazakhstan's first unicorn and keeps over 300 of its roughly 400 people there. The press release quote: "NVIDIA has powered every generation of our platform."
That is a customer relationship wearing an investment costume. Higgsfield burns over $4 million a month on inference internally. Of course NVIDIA likes them. NVIDIA likes anyone who sets GPUs on fire.
But the diligence question is fair, and it only has two answers. Either nobody at NVIDIA read Forbes, The Register, the X suspension, the July terms backlash and the public evidence repo, all of which were eight months old by the time the check cleared. Or they read all of it and decided Kazakh goodwill plus GPU demand outweighed it. The first is negligence. The second is a message to every AI startup: nonconsensual deepfakes in your marketing, deceptive billing and paying creators for cover are not disqualifying to the most important strategic investor in the industry, as long as you buy enough chips.
Five days after the check, Higgsfield sent a cease and desist to a contest NVIDIA sponsored. Somebody in Santa Clara is going to get asked which logo they meant.
The billion, read slowly
None of this is accounting fraud and I am not saying it is. The revenue is real. The framing is the problem, and the CEO is refreshingly honest about the framing if you listen past the headline. All of the following is from his 20VC interview, September 28.
- "$1 billion annualized" means the last four weeks of revenue times 13. His words. It is a pace, not a year.
- "We don't do paid." Asked whether influencers are paid: "typically there is some fee for video production and then some cost-per-click attribution." That is paid advertising with a different invoice.
- Month one churn is "maybe like a 30% drop," which he concedes is not B2B grade. The business runs on squeezing more out of whoever stays. Throttles and ban waves are not bugs. They are how a $25 unlimited user becomes a credits user.
- His favorite customer went from $99 a month to a $6 million a year contract. The customer type: DTC brands making "hundreds of ads, if not thousands, a week" and Chinese owned short form drama studios making shows "with AI end to end." That is the product. Not cinema. Ad volume.
- Open weights models earn Higgsfield over 80 percent margin; closed models 20 to 30. The platform chooses your model in over 40 percent of jobs. When it chooses, every incentive points at the cheapest engine and the same credit price.
- "390 of the Fortune 500" is a claim that the platform "powers visual production for" them. One seat at one agency on one brand plausibly counts. Nobody has asked them to define it.
And the dependency nobody mentions in the press releases: before OpenAI killed Sora, Higgsfield was Sora's largest customer by spend and usage. Sora is gone; OpenAI shut the API on September 24. Every engine left on the menu belongs to Google, ByteDance, Kuaishou, Alibaba or MiniMax. The only engines Higgsfield owns are the ones a stranger rebuilt in two weeks on ComfyUI.
The laws already exist. Nobody has used them.
First, a correction to a thing people keep saying, because precision is the only armor that works here. Higgsfield is not a foreign company. Its privacy policy calls it "a U.S.-based company" with "a location in Kazakhstan." Headquarters, San Francisco. Roughly 50 staff in California. Over 300 in Kazakhstan, by the CEO's own count. It takes American venture money, earns well over 70 percent of revenue from the West, and says its largest market is the United States. That is the point. It is an American company, subject to American law, and American law has had nine months.
Where your uploads go is a separate and documented question. The privacy policy disclosed that user data may flow to vendors and partners in the US, EU, UK, China and Kazakhstan. Two of the most used models on the platform, Seedance and Kling, belong to ByteDance and Kuaishou. The published subprocessor list does not name Google, Kling's maker or Seedance's maker, even though their models are in the app. The policy's international transfer section, per one audit, names no safeguard at all. So the honest statement is this: 30 million people, most of them American, upload faces and footage to a San Francisco company that routes them to Chinese models under a policy that lists China as a destination and names no protection for the trip. You don't need a flag to make that argument. You need the policy, and it's linked.
Now the laws. Not laws that might someday exist. Laws on the books today, each with an agency attached.
- The TAKE IT DOWN Act, signed May 19, 2025. Platform removal obligations became effective May 19, 2026: 48 hours to take down a nonconsensual intimate depiction, including AI generated "digital forgeries," on notice. The FTC enforces it, and noncompliance is a violation of the FTC Act. Whether "Sydney Sweeney's Breast Growth Progression," Higgsfield's own Vibe Motion branded content, meets the statutory definition is a question for the Commission. It is a question nobody has asked.
- California Civil Code 3344, the right of publicity. Commercial use of a person's likeness without consent, in the state where Higgsfield is headquartered. Forbes documented deepfakes of Sweeney, Zendaya and Trump in promotional material distributed by the company. Promotional material is commercial use by definition. Courts in California, New York and Tennessee have already applied publicity claims to AI likenesses.
- Section 5 of the FTC Act, deceptive practices. The FTC took $60 million from AT&T for selling "unlimited" and throttling it. Higgsfield sold "unlimited," built a throttle, named it the battery, and wrote the throttle into section 10.6 of its terms with no definition of the trigger.
- The FTC Endorsement Guides and the 2024 Consumer Reviews and Testimonials Rule. Paid endorsements must disclose the payment. The CEO says "we don't do paid," then describes production fees and cost per click for influencers. Earn paid 10,000 creators to post. And in February the company DM'd creators asking for supportive quotes to counter criticism. The FTC has called social media advertising its top enforcement priority for 2026.
None of this has been adjudicated. I am not a court and I am not saying they have been found guilty of anything. I am saying the statutes are written, the agencies are funded, the evidence is public, and the file is empty.
Here is the part that should bother anyone who says they want America to lead in AI. Eight days ago the United States granted an export license for 45,000 NVIDIA GPUs to Kazakhstan, NVIDIA's CEO met Kazakhstan's president, and NVIDIA announced its investment in Higgsfield on the same stage. American chips, American capital, American customers, American press. The engineering jobs, the 15 percent tax rate and the government subsidy are in Almaty, by the CEO's own description. The deepfaked faces, the throttled subscribers and the unpaid creators are mostly here. If leadership means anything beyond a GPU count, it means the FTC and the California Attorney General opening a file on a company that has handed them one. My opinion: a government serious about AI leadership would have done it in February.
The pattern
Line the nine months up and it's the same six beats every time.
1. Borrow credibility you didn't earn. Envato templates with your logo. A "Cannes premiere" in a commercial cinema. "Open source" on a prompt pack. A viral post crediting you with open sourcing the company, left uncorrected.
1. Get caught. Forbes. The festival spokesperson. The 331,000 view terms thread. ComfyUI.
1. Blame something that isn't a decision. An employee. "Processes." Bots. Heavy traffic. Competitors. "External communications."
1. Fix the wording, keep the thing. Rename Steal, keep the extension. Delete "perpetual," keep the training grant. Delete the tweet, keep the strategy. Rewrite Earn, keep the discretion. Write "proprietary" in the help center, keep saying "open source" on podcasts.
1. Push the cost downhill. Subscribers get trained on; enterprise doesn't. Small creators get $20 offers and vanished payouts; agencies get $6 million contracts. The actresses in the promo kits got nothing. The CEO's face got a lawyer.
1. Buy the next round of legitimacy. Earn. DMs for quotes. An investment timed to a state visit.
My opinion, labeled as such: Higgsfield is not a technology company with a conduct problem. It is a growth machine whose conduct is the technology. The models are rented. The creative team is a cost center for ads. The moat the CEO describes is a community that just rebuilt his product for free and got a legal letter for its trouble.
The same four asks, plus three
In February I asked for four things. They are still open. Nine months earned three more.
1. Say publicly why Steal was renamed, and what changed besides the name. Based on your own product page, nothing.
1. A public apology to the people whose likenesses were used without consent, and a consent system for real faces.
1. A training opt out toggle for individual users. "Delete your work" is not an opt out.
1. Withdraw the cease and desist to Comfy, publicly.
1. Stop selling the word "unlimited," or stop throttling it. Refunds that survive a trial.
1. An independent, published audit of Earn payouts and the December to January ban wave.
1. From NVIDIA: the check size, and whether anyone read February before signing it.
1. From the FTC and the California Attorney General: open the file. The evidence is public and it is linked below.
To Higgsfield's lawyers, since you're clearly reading: every claim above links to a public source, or is labeled as my opinion, or is labeled as my own account of a sidewalk in Culver City. Your cofounder gave Forbes the quote. Your CEO gave 20VC the numbers. Your help center says "proprietary." Your GitHub shows the archive date. Your contract is public. If any of it is wrong, say which line and I will print the correction above the fold. The best apology is still changed behavior. The second best is a retraction with a source. A letter is neither.
To the creators still cashing the checks: you are the distribution. Without you there is no "we don't do paid." You get to decide what your name is under.
Sources
Press and primary documents, in date order.
- The Register, Feb 6: "ended" jobs post, unlimited, refunds
- BLVCKL!GHT, Feb 6: DM campaign and spoof apology
- BLVCKL!GHT, Feb 10: response to the CEO statement
- Alex Mashrabov on X, Feb 10: the CEO statement
- Forbes, Feb 11: Racist Videos And Payment Problems
- Noir on X, Feb 11: the bowing apology campaign
- Qazinform, Feb: company response on Earn fraud checks
- GitHub evidence repo, including the archived damage control DM
- Made by Ade: artwork copied and posted as Higgsfield's
- Futurism, May: Cannes denies Hell Grind was in the program, and the WSJ claim
- AV Club, May: AI movie hallucinates "Cannes" debut
- World of Reel, May 24: the LinkedIn quote
- Firethering: Higgsfield's accreditation defense
- Agent Autopsies: Hell Grind, the good, the bad, the ugly
- Variety, June: Hell Grind review
- Hell Grind: budget and compute figures
- Machine Cinema: the 108,000 generation estimate
- AI on the Lot 2026 fact sheet: May 27 and 28, Culver City
- MindStudio, July 28: terms of service backlash
- BGR, July 2025: Higgsfield Steal
- Higgsfield blog: Image Reference Tool and browser extension
- Chrome Web Store: the extension Higgsfield's footer labels "Reference Extension"
- Higgsfield help center: refund conditions
- gStory: battery throttling
- FTC, 2014: AT&T unlimited data complaint
- KuCoin, Aug: Cully Hill Boys production open sourced
- TechCrunch, Aug 17: $400M Series B
- Higgsfield help center, Sept 5: "Is Higgsfield open source? No."
- Nowrap, Sept 19: the viral open source claim
- Alex Mashrabov on LinkedIn: launch post, "we open-source key frameworks"
- Higgsfield on X, Sept 24: the $1 billion run rate announcement
- 20VC with Alex Mashrabov, Sept 28, full transcript
- makeyourmind/up, Oct 7: Higgsfield taken apart, Sora shutdown, model owners
- Comfy, Oct 15: Open Source Higgsfield challenge
- ComfyUI on X, Oct 15 and 17: announcement
- ComfyUI Wiki, Oct 15: contest prizes and rules
- CNBC, Oct 23: Huang in Kazakhstan, NVIDIA invests
- Higgsfield blog, Oct 23: Series B extension press release
- Times of Central Asia, Oct 24: $10B package, 45,000 GPU license, Tokayev meeting
- higgsfield-ai/higgsfield repo, archived Oct 26
- ComfyUI Wiki, Oct 27: Freefield
- AI on the Lot build night, Oct 29
- Yoland Yan, Oct 29: the cease and desist
- ComfyUI, Oct 29: the challenge stays up
- Explainx, Oct 30: C&D claimed vs verified
- Aliteq: Higgsfield privacy policy, "U.S.-based company," subprocessor gaps
- VerifyWise: privacy audit, no transfer safeguard named
- TAKE IT DOWN Act, Public Law 119-12
- SAG-AFTRA: TAKE IT DOWN removal obligations effective May 19, 2026
- Skadden: TAKE IT DOWN Act platform obligations
- AI Vortex: right of publicity applied to AI likenesses
- Audit Socials: FTC enforcement priority for 2026
So here is the nine month review. Everything below links to a source. Where something is my own account, I say so. Where something is my opinion, I say that too, because this company now has lawyers with stationery.
The short version: they fixed the wording and kept the behavior. The long version is more fun.
February: the apology bowed, then slid into your DMs
The timeline of the week after my article is worth laying out, because it is the whole company in miniature.
February 4: Higgsfield posted that its new motion tool "ended 20 creative jobs." As a flex. To an audience of creatives. The post came down after the backlash. The attitude didn't.
February 5: my article.
February 6: instead of fixing anything, Higgsfield opened its DMs. It messaged creators asking for supportive quotes, said the backlash was "driven by competitors," and claimed it had been "working to change" for three months. I posted it live. The message itself is archived in the public evidence repo and reproduced by Caimera: the claims were "either exaggerated to the harshest interpretation, outdated, or simply untrue. However, there is some truth there as well." Some truth. There as well. A sentence written by someone backing slowly toward an exit.
The "three months of change" collided with their own calendar. Two months earlier they had posted a spoof of a viral Japanese corporate apology, employees bowing on camera, built around a 65 percent price cut framed as giving up November paychecks. That was the apology. A bit.
February 9: X suspended the account. Forbes reported that X told the company the reason was "inauthentic behavior."
February 11: Forbes. Promo kits handed to creators containing racist and obscene clips of Shrek, Moana and Mickey Mouse, and nonconsensual deepfakes of Sydney Sweeney, Zendaya and Donald Trump. Envato stock templates with the Higgsfield logo pasted on, sold to creators as AI. Cofounder and chief strategy officer Mahi de Silva, on the record: "We fully admit that we push the envelope... very explicitly, it's more controversial content that gets attention."
Read that quote again. It is not a confession extracted under pressure. It is a strategy memo, delivered to Forbes, by the executive who runs strategy. He still runs it.
The scorecard
On February 10 I listed what the CEO's statement skipped and what an actual apology would look like. The company also made one promise of its own to Forbes. Here is the table, nine months on.
Rename the feature called Steal. Still Steal. Still a browser extension you install from outside the Chrome Web Store. Tagline unchanged: "When we say anything, we MEAN anything."
Apologize to the people deepfaked in the promo kits. No public apology to anyone named in the Forbes piece.
Consent verification for real faces. None announced. In July the terms claimed a perpetual license to uploaded faces instead.
Stop buying cover, change behavior. Sent a cease and desist to ComfyUI this week. The strategy officer who said controversy is the strategy is still listed as a cofounder in the October press release.
Their own promise: mandatory legal and leadership review of all external materials. Three months later the CEO announced a Cannes premiere that Cannes had to publicly deny.
Pay the creators in Earn. Earn rules rewritten March 21: automated rejection, one appeal.
Six lines. Zero resolved. They did not fix the problems. They got quieter about them.
"Unlimited" means unlimited
This is the boring part, which is why it's the part that could actually cost them money.
Black Friday 2025: a 65 percent discount promising unlimited access to models like Google's Nano Banana for $25 a month. Users told Forbes that after a few generations a day the app became "unusable" unless you bought credits. "They just completely throttle your access."
The throttle has a name. The battery. A hidden system that queues unlimited mode generations while credit based requests process instantly. On mobile, the unlimited toggle resets after every generation, so you can accidentally pay for what you were promised for free. In July the terms made it official: section 10.6, "dynamic throttling" for usage the company deems "excessive." Excessive is not defined. Unlimited is.
They also sold "Unlimited Kling 3.0." When users asked Kling, Kling said there is no such thing.
Refunds: initial purchase only, within seven days, zero credits used, minus up to a 6 percent fee. Renewals, never. Ian Hudson summed it up for The Register: the only way to qualify is to never touch the thing. Someone was refused with 99 percent of credits unused. The 1 percent was enough.
December and January: the company shut down around 40,000 accounts as "mechanized attacks," claimed 99.5 percent accuracy, and says it refunded $1.35 million to the humans caught in the net. Take them at their word. Half a percent of 40,000 is 200 paying customers they admit they banned by mistake, during the holidays, on an unlimited plan.
For scale: the FTC took $60 million from AT&T for throttling unlimited data plans without adequate disclosure. The agency's own summary: "The issue here is simple: 'unlimited' means unlimited." Different product. Same word. Same trick.
May: Cannes, population not them
Three months after promising legal review of everything it says in public, the CEO went on LinkedIn: "We just premiered in Cannes our first 95-minute feature film made entirely on Higgsfield," adding, per one review of the post, that "for decades, Cannes has been the room where new cinema gets legitimized." The Wall Street Journal ran it under the headline "This Cannes Film Cost $500,000 to Make. $400,000 Was AI Compute Costs," reporting the film as a Cannes debut and that every character, setting and prop in it was AI generated. The Journal got the production figures right and the venue wrong, which is the outcome the LinkedIn post was built to produce.
A Cannes spokesperson told Futurism: "We can confirm that 'Hell Grind' was not screened as part of the official Festival de Cannes program." The film played at a commercial cinema in town during the Marché, the trade market. The festival has banned wholesale AI generated films, so Hell Grind could not have been in the room even if the room had wanted it. The AV Club's headline: "AI movie hallucinates 'Cannes' debut." Higgsfield's defense was that the market is an accredited component of the Cannes ecosystem. The LinkedIn post stayed up.
The film cost $500,000, about $400,000 of it compute, took 15 people 14 days, and Variety's critic found the plot nonsensical. That last part is taste. This part isn't: it is the exact move as the Envato templates. Borrow a name you didn't earn, let the press repeat it, clarify only when forced, and not even then.
Six days after "Cannes," AI on the Lot ran in Culver City, May 27 and 28, about 2,000 people who do this for a living. My own account: Higgsfield's team was not inside. They were on the sidewalk outside, filming and stopping attendees to pitch the platform. Two of them pitched me without knowing who I was. I let them finish. When they figured it out, I left. Their marketing did not need my help looking like that.
I mention it because of what happened at AI on the Lot five months later. Hold that thought.
July: we would like your face forever
On July 23 Higgsfield sent subscribers new terms granting itself a perpetual, irrevocable, transferable, sub licensable license to everything users made, including the faces they uploaded to build characters. A breakdown thread hit 331,000 views. Three days later the company published a revision.
What they fixed: the perpetual license is gone, rights end when you delete your content, promotional use now needs your consent, and "sole discretion" was softened to "reasonable."
What survived, word for word: the training grant. Higgsfield still trains on everything individual users upload and generate, by default. The only opt out is deleting your work, and whatever they already trained on stays trained on. Enterprise customers get a contractual no training clause. You, on the $19 plan, are the dataset. The Team plan card says "No training on your data." The individual plans say the opposite.
What quietly got worse: the privacy policy became part of the binding contract, and a 15 day notice guarantee for terms changes was swapped for undefined "reasonable notice."
So: the company caught distributing nonconsensual deepfakes of real actresses in February responded in July by writing a contract that claimed your face in perpetuity. When caught again, it deleted the word "perpetual," kept the training clause, and shortened how much warning it owes you next time. That is not a company that learned about consent. That is a company that learned to read its own fine print after someone else did.
The film factory
After the sidewalk came the content. Hell Grind in May. The Cully Hill Boys in August. Kök Börü in October, timed to the NVIDIA announcement. Launch films for Cinema Studio, Genjutsu, Soul, and whatever shipped that week. Premieres in a Cannes cinema and a Manhattan screening room. It looks like a studio. It is a marketing department with a premiere budget.
The CEO said as much to Harry Stebbings on 20VC: "an in-house team of over 150 creative professionals... almost half of the whole workforce." Their job, in his words: "product-launch videos and tutorials." Their output is "what's driving most of the revenue." The company spends over $4 million a month on internal model usage, over $10,000 per employee. One employee burned $30,000 in a week. The finance team, he says, thinks he's too loose with it. So the picture is a $48 million a year content operation with no credit meter, whose product is persuading you to buy credits with one.
Now the math on what those films are. For 90 minutes of Hell Grind, the CEO says, "there were over 100 hours of AI-generated content." A Machine Cinema reader worked it out at roughly 108,000 generations, one usable shot per 200 attempts, a 99.5 percent discard rate. Fifteen people and 30 agents fought the tools for two weeks to get a demo reel with a plot, then called it the first AI feature film and screened it for studio buyers.
That is the ceiling. One hundred and fifty salaried creatives, unlimited compute, the CEO's personal attention, and the result is a 99.5 percent miss rate and a review that uses the word nonsensical. If that is what the factory produces with no meter, the $25 subscriber with a battery throttle is not making a movie. They are paying for the ads that say they could.
On borrowed IP, the documented record is enough on its own. The February promo kits: racist and obscene clips of Shrek, Moana and Mickey Mouse, characters owned by DreamWorks and Disney, generated by Higgsfield's own marketing team and handed to creators to post. Envato templates with the logo swapped. An independent artist's animation copied and posted as Higgsfield's own, stapled to a sale. And a shipping product called Steal. You don't need to speculate about their films when the company named the feature.
"Open source," a word they use the way they use "Cannes"
Higgsfield says "open source" a lot. Here is every documented instance and what it actually was.
2024. higgsfield-ai/higgsfield, Apache 2.0. What it was: a GPU training framework. Real open source. Contains no video model and no platform.
August 2026. The Cully Hill Boys, "fully open-sourced." What it was: prompts and assets published on higgsfield.ai.
September 2026. Viral claim that the CEO "open sourced his entire $5.4B startup." What it was: a mislabeled link to the training framework. Never corrected by the company.
September 5, 2026. The help center, same month: "Is Higgsfield open source? No." Platform and models proprietary.
September 28, 2026. CEO on 20VC: "community open-source projects" went from 10 to over 10,000 in eight weeks, and that network effect is the moat. What it was: shared prompts you recreate inside the paid app.
October 23, 2026. NVIDIA press release: Kök Börü "open-sourced." What it was: a free course on Higgsfield Academy.
October 26, 2026. The one real repo: archived, read only. Eleven days into a contest about them not open sourcing anything.
Did they ever say the platform itself would be open? Here is what is on the record, in their own words. At launch, the CEO wrote on LinkedIn: "We believe in the power of community, and we open-source key frameworks that we build along the way." On September 16 the company's own API launch post read: "Build your own Higgsfield with the best prices in GenAI industry." On 20VC the CEO said of the film, "we open sourced all of it," and called open source his network effect moat. Comfy's cofounder stated publicly, in response to a legal letter, that "Higgsfield made a promise to open source its product and never did." And as Comfy describes that letter, Higgsfield's lawyers argued about the name and the CEO's face. They did not argue the promise was never made.
If Higgsfield has a post saying it never promised anything, it can produce it. Until then: a company that calls itself open at launch, open on podcasts, open in press releases and open in its own API tagline, and then writes "proprietary" into the help center the same month, does not get to be surprised when the community takes it at its word.
Two weeks, one developer, 95 of 129 tools
On October 15, Comfy Org, the people behind ComfyUI, opened with one sentence: "Higgsfield promised to open-source their entire platform. They didn't. Let's help them." $25,000 in prizes for open source rebuilds of Higgsfield's apps. $10,000 best overall, an RTX 5090 for most innovative, ten runners up. Listed partners: NVIDIA AI, Runpod, MiniMax. Remember the first one. The post cleared 420,000 views on day one.
Twelve days later one developer shipped Freefield: an MIT licensed studio rebuilding 95 of Higgsfield's 129 tools as ComfyUI workflows on open weights. 117 apps. Each one a manifest and a workflow file. No API keys, no partner nodes, nothing rented. Build nights ran in San Francisco on the 28th and at AI on the Lot in Culver City on the 29th.
That is the thought I asked you to hold. The room Higgsfield was filming outside of in May is the room that open sourced them in October.
Why this terrifies them is in the CEO's own numbers. On 20VC he said Higgsfield keeps over 80 percent margin on open weights models and 20 to 30 percent on closed ones, and that the company picks the model for you in over 40 percent of jobs. Translation: the most profitable thing Higgsfield does is route you to a free model and charge you credits for it. A free MIT studio that routes to the same free models is a knife aimed at exactly that.
October 28: a likeness complaint from the company that ships Steal
Late Tuesday, two days before the submission deadline, Higgsfield sent Comfy a cease and desist. Per Comfy cofounder Yoland Yan, it demands the challenge come down within 48 hours and argues that using the Higgsfield name and the CEO's likeness is infringement that implies affiliation. Yan's three word review: "man, the irony."
Let's enjoy it properly. The company that put Sydney Sweeney, Zendaya and Donald Trump in promo kits without asking. The company whose browser extension is literally named Steal. The company whose July contract claimed your uploaded face in perpetuity. That company has discovered that likeness rights exist, on the single occasion the likeness belongs to its own CEO.
Comfy's answer: the challenge stays open, submissions close October 30, winners announced November 6, prizes paid as promised. Their read on the motive: "When the apps people pay for can be rebuilt in the open in two weeks, that's an uncomfortable thing for a closed platform to watch."
To be precise about what exists: a letter, not a lawsuit. Nothing has been filed and no Higgsfield statement has been found. The 48 hours run out tonight. If they file, they are suing an open source project with 122,000 GitHub stars for building what the CEO spent a year calling his community moat. If they don't, the letter was a bluff timed to a deadline. Same move as the February DMs. Better stationery.
NVIDIA bought both tickets
October 15: NVIDIA AI's logo goes on the poster for a contest premised on Higgsfield breaking an open source promise. October 23: NVIDIA invests in Higgsfield. Undisclosed amount, undisclosed terms, announced the day Jensen Huang made his first visit to Kazakhstan alongside a $10 billion compute package, a 45,000 GPU export license and a meeting with the president. Higgsfield is Kazakhstan's first unicorn and keeps over 300 of its roughly 400 people there. The press release quote: "NVIDIA has powered every generation of our platform."
That is a customer relationship wearing an investment costume. Higgsfield says it pushes 12 trillion tokens a month and burns $4 million a month internally. Of course NVIDIA likes them. NVIDIA likes anyone who sets GPUs on fire.
But the diligence question is fair, and it only has two answers. Either nobody at NVIDIA read Forbes, The Register, the X suspension, the July terms backlash and the public evidence repo, all of which were eight months old by the time the check cleared. Or they read all of it and decided Kazakh goodwill plus GPU demand outweighed it. The first is negligence. The second is a message to every AI startup: nonconsensual deepfakes in your marketing, deceptive billing and paying creators for cover are not disqualifying to the most important strategic investor in the industry, as long as you buy enough chips.
Five days after the check, Higgsfield sent a cease and desist to a contest NVIDIA sponsored. Somebody in Santa Clara is going to get asked which logo they meant.
The billion, read slowly
None of this is accounting fraud and I am not saying it is. The revenue is real. The framing is the problem, and the CEO is refreshingly honest about the framing if you listen past the headline. All of the following is from his 20VC interview, September 28.
- "$1 billion annualized" means the last four weeks of revenue times 13. His words. It is a pace, not a year.
- "We don't do paid." Asked whether influencers are paid: "typically there is some fee for video production and then some cost-per-click attribution." That is paid advertising with a different invoice.
- Month one churn is "maybe like a 30% drop," which he concedes is not B2B grade. The business runs on squeezing more out of whoever stays. Throttles and ban waves are not bugs. They are how a $25 unlimited user becomes a credits user.
- His favorite customer went from $99 a month to a $6 million a year contract. The customer type: DTC brands making "hundreds of ads, if not thousands, a week" and Chinese owned short form drama studios making shows "with AI end to end." That is the product. Not cinema. Ad volume.
- Open weights models earn Higgsfield over 80 percent margin; closed models 20 to 30. The platform chooses your model in over 40 percent of jobs. When it chooses, every incentive points at the cheapest engine and the same credit price.
- "390 of the Fortune 500" is a claim that the platform "powers visual production for" them. One seat at one agency on one brand plausibly counts. No one has made them define it.
And the dependency nobody mentions in the press releases: before OpenAI killed Sora, Higgsfield was Sora's largest customer by spend and usage. Sora is gone; OpenAI shut the API on September 24. Every engine left on the menu belongs to Google, ByteDance, Kuaishou, Alibaba or MiniMax. The only engines Higgsfield owns are the ones a stranger rebuilt in two weeks on ComfyUI.
The laws already exist. Nobody has used them.
First, a correction to a thing people keep saying, because precision is the only armor that works here. Higgsfield is not a foreign company. Its privacy policy calls it "a U.S.-based company" with "a location in Kazakhstan." Headquarters, San Francisco. Roughly 50 staff in California. Over 300 in Kazakhstan, by the CEO's own count. It takes American venture money, earns well over 70 percent of revenue from the West, and says its largest market is the United States. That is the point. It is an American company, subject to American law, and American law has had nine months.
Where your uploads go is a separate and documented question. The privacy policy disclosed that user data may flow to vendors and partners in the US, EU, UK, China and Kazakhstan. Two of the most used models on the platform, Seedance and Kling, belong to ByteDance and Kuaishou. The published subprocessor list does not name Google, Kling's maker or Seedance's maker, even though their models are in the app. The policy's international transfer section, per one audit, names no safeguard at all. So the honest statement is this: 30 million people, most of them American, upload faces and footage to a San Francisco company that routes them to Chinese models under a policy that lists China as a destination and names no protection for the trip. You don't need a flag to make that argument. You need the policy, and it's linked.
Now the laws. Not laws that might someday exist. Laws on the books today, each with an agency attached.
- The TAKE IT DOWN Act, signed May 19, 2025. Platform removal obligations became effective May 19, 2026: 48 hours to take down a nonconsensual intimate depiction, including AI generated "digital forgeries," on notice. The FTC enforces it, and noncompliance is a violation of the FTC Act. The FTC published a consumer alert this month walking victims through the process. Whether "Sydney Sweeney's Breast Growth Progression," Higgsfield's own Vibe Motion branded content, meets the statutory definition is a question for the Commission. It is a question nobody has asked.
- California Civil Code 3344, the right of publicity. Commercial use of a person's likeness without consent, in the state where Higgsfield is headquartered. Forbes documented deepfakes of Sweeney, Zendaya and Trump in promotional material distributed by the company. Promotional material is commercial use by definition. Courts in California, New York and Tennessee have already applied publicity claims to AI likenesses.
- Section 5 of the FTC Act, deceptive practices. The FTC took $60 million from AT&T for selling "unlimited" and throttling it. Higgsfield sold "unlimited," built a throttle, named it the battery, and wrote the throttle into section 10.6 of its terms with no definition of the trigger.
- The FTC Endorsement Guides and the 2024 Consumer Reviews and Testimonials Rule. Paid endorsements must disclose the payment. The CEO says "we don't do paid," then describes production fees and cost per click for influencers. Earn paid 10,000 creators to post. And in February the company DM'd creators asking for supportive quotes to counter criticism. The FTC has called social media advertising its top enforcement priority for 2026.
None of this has been adjudicated. I am not a court and I am not saying they have been found guilty of anything. I am saying the statutes are written, the agencies are funded, the evidence is public, and the file is empty.
Here is the part that should bother anyone who says they want America to lead in AI. Eight days ago the United States granted an export license for 45,000 NVIDIA GPUs to Kazakhstan, NVIDIA's CEO met Kazakhstan's president, and NVIDIA announced its investment in Higgsfield on the same stage. American chips, American capital, American customers, American press. The engineering jobs, the 15 percent tax rate and the government subsidy are in Almaty, by the CEO's own description. The deepfaked faces, the throttled subscribers and the unpaid creators are mostly here. If leadership means anything beyond a GPU count, it means the FTC and the California Attorney General opening a file on a company that has handed them one. My opinion: a government serious about AI leadership would have done it in February.
The pattern
Line the nine months up and it's the same six beats every time.
1. Borrow credibility you didn't earn. Envato templates with your logo. A "Cannes premiere" in a commercial cinema. "Open source" on a prompt pack. A viral post crediting you with open sourcing the company, left uncorrected.
1. Get caught. Forbes. The festival spokesperson. The 331,000 view terms thread. ComfyUI.
1. Blame something that isn't a decision. An employee. "Processes." Bots. Heavy traffic. Competitors. "External communications."
1. Fix the wording, keep the thing. Delete "perpetual," keep the training grant. Delete the tweet, keep the strategy. Rewrite Earn, keep the discretion. Write "proprietary" in the help center, keep saying "open source" on podcasts.
1. Push the cost downhill. Subscribers get trained on; enterprise doesn't. Small creators get $20 offers and vanished payouts; agencies get $6 million contracts. The actresses in the promo kits got nothing. The CEO's face got a lawyer.
1. Buy the next round of legitimacy. Earn. DMs for quotes. An investment timed to a state visit.
My opinion, labeled as such: Higgsfield is not a technology company with a conduct problem. It is a growth machine whose conduct is the technology. The models are rented. The creative team is a cost center for ads. The moat the CEO describes is a community that just rebuilt his product for free and got a legal letter for its trouble.
The same four asks, plus three
In February I asked for four things. They are still open. Nine months earned three more.
1. Rename or remove Steal, and say why.
1. A public apology to the people whose likenesses were used without consent, and a consent system for real faces.
1. A training opt out toggle for individual users. "Delete your work" is not an opt out.
1. Withdraw the cease and desist to Comfy, publicly.
1. Stop selling the word "unlimited," or stop throttling it. Refunds that survive a trial.
1. An independent, published audit of Earn payouts and the December to January ban wave.
1. From NVIDIA: the check size, and whether anyone read February before signing it.
1. From the FTC and the California Attorney General: open the file. The evidence is public and it is linked below.
To Higgsfield's lawyers, since you're clearly reading: every claim above links to a public source, or is labeled as my opinion, or is labeled as my own account of a sidewalk in Culver City. Your cofounder gave Forbes the quote. Your CEO gave 20VC the numbers. Your help center says "proprietary." Your GitHub shows the archive date. Your contract is public. If any of it is wrong, say which line and I will print the correction above the fold. The best apology is still changed behavior. The second best is a retraction with a source. A letter is neither.
To the creators still cashing the checks: you are the distribution. Without you there is no "we don't do paid." You get to decide what your name is under and what companies are attached to your reputation.
Sources
Press and primary documents, in date order.
- The Register, Feb 6: "ended" jobs post, unlimited, refunds
- BLVCKL!GHT, Feb 6: DM campaign and spoof apology
- BLVCKL!GHT, Feb 10: response to the CEO statement
- Forbes, Feb 11: Racist Videos And Payment Problems
- GitHub evidence repo, including the archived damage control DM
- Quasa: Earn terms rewritten March 21
- Futurism, May: Cannes denies Hell Grind was in the program
- Variety, June: Hell Grind review
- Tech Times, June 30: Sora's largest customer
- MindStudio, July 28: terms of service backlash
- BGR: Higgsfield Steal
- BottleRocket, Aug: Cully Hill Boys licensing and "open source"
- TechCrunch, Aug 17: $400M Series B
- Higgsfield help center, Sept 5: "Is Higgsfield open source? No."
- Nowrap, Sept: the viral open source claim
- 20VC with Alex Mashrabov, Sept 28, full transcript
- Comfy, Oct 15: Open Source Higgsfield challenge
- ComfyUI announcement post
- CNBC, Oct 23: Huang in Kazakhstan, NVIDIA invests
- Higgsfield press release, Oct 23
- higgsfield-ai/higgsfield repo, archived Oct 26
- Freefield, Oct 27: 95 of 129 tools rebuilt
- Yoland Yan, Oct 29: the cease and desist
- ComfyUI, Oct 29: the challenge stays up
- Explainx, Oct 30: C&D claimed vs verified
- Caimera: X ban case study, archived DM, concurrency cut
- gStory: battery throttling
- The Post Flow: plan by plan training terms
- Anintent: the Fortune 500 claim
- FTC: AT&T unlimited throttling settlement
- Noir on X, Feb 11: the bowing apology campaign and creator price lottery
- Made by Ade: artwork copied and posted as Higgsfield's
- AI on the Lot 2026 fact sheet: May 27 and 28, Culver City
- Machine Cinema: the 108,000 generation estimate for Hell Grind
- Hell Grind: budget and compute figures
- Pulse2: 12 trillion tokens a month claim
- Aliteq: Higgsfield privacy policy, "U.S.-based company," subprocessor gaps
- VerifyWise: privacy audit, no transfer safeguard named
- SAG-AFTRA: TAKE IT DOWN Act removal obligations effective May 19, 2026
- Skadden: TAKE IT DOWN Act platform obligations summary
- FourWeekMBA: 45,000 GPU export license and Higgsfield stake
- Wall Street Journal, May: This Cannes Film Cost $500,000 to Make. $400,000 Was AI Compute Costs
- Alex Mashrabov on X, Feb 10: the CEO statement
- Higgsfield on X, Sept 24: the $1 billion run rate announcement
- AV Club, May: AI movie hallucinates "Cannes" debut
- World of Reel, May 24: Hell Grind screens at Cannes market, the LinkedIn quote
- Firethering: the Cannes claim and Higgsfield's accreditation defense
- Agent Autopsies: Hell Grind, the good, the bad, the ugly
- cancelhiggsfield.com: the refund policy and the 99 percent unused case
- ComfyUI Wiki, Oct 15: contest prizes and rules
- ainvfx: San Francisco build night, Oct 28
- TokenPost: Kazakhstan's $10 billion AI package
- Archyde: Huang meets President Tokayev
- makeyourmind/up: Sora API shutdown, Sept 24
- Aliteq: who owns Seedance, Kling and Veo
- TAKE IT DOWN Act, Public Law 119-12
- ComfyUI: GitHub star count
- AI Vortex: right of publicity applied to AI likenesses
- Audit Socials: FTC enforcement priority for 2026
- Tech Jack Solutions: FTC consumer alert on TAKE IT DOWN, Oct 2026