Bonum Certa Men Certa

All Patents on 'Artificial Intelligence' (or Machine Learning) Are Basically Fake Patents Waiting for Rejection by Courts

Scientific-sounding hype for very old algorithms, which are simply not patent-eligible

They tell me AI (Artificial Intelligence) is a buzzword; So now I just say Machine Learning instead



Summary: Patents on maths/stats are not legal; but when the media uses all sorts of other words, or non-abstractions that over-complicate matters (making simple things sound more magical than they really are) we're supposed to think that magic defies patent law, too

WE ARE, as usual, still filing a lot of patent news in Daily Links, especially news pertaining to particular cases and US policy. Why do we do this? Simple. Lack of time. We don't have enough time to cover these things like we did in prior years. Moreover, it certainly seems like some time around 2017 there was active discussion/debating about/around 35 U.S.C. €§ 101 and its handling by the American courts. That's not the case anymore (or barely). It's often assumed abstract patents will perish, based on the prosecution (or lack thereof) track record.



"It's often assumed abstract patents will perish, based on the prosecution (or lack thereof) track record."One item, however, caught our attention and merits special/lengthy commenting. Patent Trial and Appeal Board (PTAB) inter partes reviews (IPRs) have, in recent years, helped squash a lot of software patents -- to the point where many parties were reluctant to file lawsuits or make demands with these (fearing a petition would be filed with PTAB). Seeing that the Federal Circuit had increasingly affirmed PTAB in this area, serial bullies nearly gave up and many went out of 'business'. And this is where spying operations crept in, offering ways around PTAB, first by analysing IPRs and later -- seeing that IPRs statistics could not support their propaganda (Mr. Loney apparently left his job over it) -- they went on to analysing Ex Parte Reexaminations instead. We have been mentioning this, at least in passing, in past Daily Links.

"But these are software-implemented. They're software patents. They should not be granted."Anticipat is the largest culprit in that regard. It now says "3600 art units are well known for applying knee-jerk Section 101 patent-ineligible rejections" as if applying the law and rejecting software patents is "knee-jerk"; this is the expected kind of response from the anti-PTAB (and therefore anti-patent quality) collective known as Anticipat (they seem to be very small judging by this new booth photo, taken at an event of patent extremists [1, 2]). Anticipat is basically promoting software patents in the European Patent Office (EPO -- not just the USPTO -- under the guise of “hey hi” (still maths/stats, plus buzzwords and hype). So we wish to respond to that.

My credentials in this domain are a matter of public record (it's all online). When I was 20 I implemented a computer game with so-called "hey hi" (game theory) and its Web site has been online for over 15 years. Later, when I did my Ph.D., I formally studied Machine Learning (way back in 2003), wrote papers about it, and carried on in this field for about a decade, first as a Ph.D. student and later as a postdoc. This whole "hey hi" nonsense (obscure buzzword and a vague, catch-all phrase) isn't new to me. But the media as well as law firms want us to think it's very new and exciting; in reality that goes back at least half a century. So, let's examine what Anticipat is saying:

One reason why these allowance rates are much lower may depend on the art unit differences. Machine learning inventions typically get assigned to the 2121 or 2122 art units whereas business method inventions get assigned to the 3620s, 3680s and 3690s. The 3600 art units are well known for applying knee-jerk Section 101 patent-ineligible rejections whereas AI art units are not as preoccupied with Section 101. Often times, Examiners in these machine learning art units see the cutting edge technology of machine learning in these applications and generally quickly grant the patents for these inventions.


But these are software-implemented. They're software patents. They should not be granted.

On they go, this time with "hey hi" instead of "machine learning" and the vague term "technical" (e.g. "technical purpose" at the EPO):

But not all AI inventions are as easy to get allowed, especially depending on the jurisdiction. Take Europe, for example. The standard for patent-eligibility at the EPO is somewhat different than the US in that it requires a sufficiently technical nature (i.e., the claim must have a technical implementation or technical application). For image processing and speech recognition, this technical nature can be easily shown. But other types of machine learning tech, such as NLP, have not been so recognized as having a technical purpose.

[...]

The [US] Board viewed the claim holistically by stating that “[t]aken as a whole, claim 1 recites a set of steps for a particular query- and hypothesis-based processing sequence and set of rules, executed by a QA system.” Then citing McRO, the Board held that this amounts to “us[ing] the limited rules in a process specifically designed to achieve an improved technological result in conventional industry practice,” i.e., to improve the technology of QA systems.” After coming to this determination, the Board found that the claim imposes meaningful limits on the application of the recited judicial exception for generating candidate answers to a question and thus are not directed to a patent-ineligible abstract idea.

AI will continue to transform all sectors of industry and patentability standards across jurisdictions will continue to change. Patentability standards across jurisdictions should continue to evolve to balance the growing impact of AI on society. As it does so, it is important to anticipate prosecution strategy internationally with the best patent data.


OK, this is complete waffle. They move on from discussion about machine learning and particular families of algorithms to this vague thing they've dubbed "hey hi" -- the same thing nontechnical management does at the EPO and USPTO.

"We'll continue to blast patent offices that resort to buzzwords instead of patents."It does not seem like this hype wave is going away from the media and from patent offices. It's not a passing fad if it can persist for years. They totally exploit misconceptions to associate just about anything -- automation, computers, algorithms -- with "hey hi". We've written over a dozen articles about this one pattern of misinformation. Even if we did dozens more, people would still name-drop these buzzwords. Examiners would still be compelled -- by guidelines that mention these buzzwords -- to grant patents on these algorithms (or use of such algorithms in particular contexts, e.g. neural networks for spam filtering).

This will hopefully be the last post on this particular subject because it has gotten somewhat repetitive. We'll continue to blast patent offices that resort to buzzwords instead of patents. But explaining why this is wrong won't put an end to it. That much is pretty clear by now.

Recent Techrights' Posts

SLAPP Censorship - Part 163 Out of 200: Attack on Computer Science and on Computer Security (or Associating Back Doors and Kill Switches With "Security")
Nowadays there are many who pretend to be security professionals
No Allure in Omarchy, the Political Hyenas Only Give it More Free Publicity
To me, Omarchy seems like a weak project because of the slop (an HR problem)
Don't Let Bastards and Haters Grind You Down
They say "jealousy is the sincerest form of flattery"
Goodbye, Dolly
This week we say "goodbye, Dolly."
 
Clownflare Sees GNU/Linux and ChromeOS at Over 13% in Bahamas
Narrowing down to desktops and laptops, and judging by Web requests that go through Clownflare, many people there use GNU/Linux or Google's 'bastardised' version of it (with spyware preloaded)
Richard Stallman Complains That Linux Gives a Bad Name to GNU and Asks for Feedback on What's Wrong with Systemd (and Wayland)
Maybe some people want to send him a detailed, polite explanation
GNU/Linux Does Not Need Social Control Media to Succeed
When it comes to Social Control Media, Richard Stallman was right
Increasing Focus on Patent Injustices
We'll soon cover the EPO a lot more
There's No "Next XBox"
Nothing comes ahead except layoffs and price hikes
Over at Tux Machines...
GNU/Linux news for the past day
IRC Proceedings: Wednesday, August 26, 2026
IRC logs for Wednesday, August 26, 2026
Gemini Links 27/08/2026: Conditioning, Lagrange 1.21, and Computer Games
Links for the day
Links 26/08/2026: Patent Troll InterDigital Utilises Software Patents in Unconstitutional Court, "WikiHow Launches Copyright Infringement Suit Against" LLM Plagiarism
Links for the day
The Register MS Has New Fake Article ("SPONSORED FEATURE") With "AI" 21 Times In It
The Register MS is one among many culprits
Gemini Links 26/08/2026: “Doomsday Clock”, Rwanda Genocide, and Boasting About Using LLMs Instead of Writing Code (Due to Employer's Pressure)
Links for the day
Twitter is Not an API or a Communication Site, It's a Really Bad Site That Forces You to be Enslaved by Its Algorithm (Amplifying Its Owner's Worldviews)
the crackdown on Nitter means we should all avoid accessing or linking to x.com (Twitter)
GNU/Linux Rose in Caribbean Islands
combined population is measured at 44,182,048
IBM's Quantum Computing Lies Explained Again by Sabine Hossenfelder
To become a CEO at IBM one must lie
Controlling Culture and Social Behaviour by Digital Locks
if you don't fully control the technology in your possession, then you're not using that technology, this technology covertly uses you
Links 26/08/2026: Election Bribery (aka Vote-Buying) Deemed "OK" in the US, "Nitter is Shutting Down After a Cease and Desist Letter" by MElon
Links for the day
Analogue So Much Better and Faster
From what we can gather, the tram ticketing system does not use Windows; we never saw it crashing or rebooting (or showing some Windows logo) in decades, so we assume it runs some kind of Linux
Linux Today Dumped All Social Control Media Last December
Linux Today seems to have concluded that all Social Control Media is just a waste of time
Don't Say X.com is OK Because People Can Access It by Alternative Means
Can Mozilla please clarify who inside Mozilla greenlit a return to X.com?
The Reach of techrights.org Is Increasing
We are on the side of women victims
SLAPP Censorship - Part 162 Out of 200: An Outline of Events
An outline of events
Pushed to Live
We still have some other work - stuff related to the editing of pages - which is work in progress and has been subjected to testing for many months
GNU/Linux Measured at 10% in Germany, Based on Cloudflare
It's peaking late at night
Richard Stallman's GNU Project Began 42 Years Ago With GNU Emacs and More
GNU Project announced almost 43 years ago (next month it's the anniversary)
Fake Articles "Sponsored by HPE" Published in The Register MS
Selling proprietary products as 'alternatives' to other proprietary products
Over at Tux Machines...
GNU/Linux news for the past day
IRC Proceedings: Tuesday, August 25, 2026
IRC logs for Tuesday, August 25, 2026
Gemini Links 26/08/2026: Journal Plans and Extending Finger Protocol
Links for the day
How Many Web Requests From "Linux"...
If one was to assert that "Linux == Android" or "Android == Linux" (it's not that simple), then "Linux" already accounts for about 30% of Web requests
An Explainer About Injunctions Done Wrong - Part I - Saving Money Where Money Cannot be Saved
Of course Garrett not being able to afford his own case is a key factor here
Links 25/08/2026: "U.S. Marines Cancel Drill With South Korea", "UK Prime Minister Burnham Arrives in Ukraine"
Links for the day
Not for the First Time This Week, Site Called "It's FOSS" is Promoting Software That is NOT FOSS (And It Knows It)
Is this an editorial choice? Advertising? What is it?
Gemini Links 25/08/2026: Geometry and FidoNet History, "Goodbye I2P and Yggdrasil, Welcome Telnet!"
Links for the day
Links 25/08/2026: Microsoft Salaries Leaked Again, "Oasis Photograph Sparks Copyright Lawsuit"
Links for the day
Microsoft Trots Out Its Propaganda Agent Preston Gralla to Make It Sound Like Microsoft Breaks Up With China (Reality: Microsoft Got Dumped by China)
This discredits any publisher that plays along
GNU/Linux Did Not Start in 1991 and America Wasn't Discovered by Europeans
it'll be 43 next month
SLAPP Censorship - Part 161 Out of 200: Low Standards in Defamation Cases Just Muddy the Waters and Distract From Legitimate Cases
The judge at the trial said that Garrett's case was a waste of the court's money
Rolling Out Some Changes Soon
To the regular reader no change will be seen
Over at Tux Machines...
GNU/Linux news for the past day
IRC Proceedings: Monday, August 24, 2026
IRC logs for Monday, August 24, 2026
Gemini Links 25/08/2026: Separated by Plexiglass, Low-Tech Information Networks, Jörg Rippel Comes to Geminispace
Links for the day