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

Andy Burnham as National Leader Would be Excellent for Techrights
Burnham has envisioned a British "centre of power" (or gravity) that moves northwards, isn't concentrated in the southeast anymore
In Defence of Courts' Privacy Policies
If you want friends, go offline. Meet real people and share real experiences.
Why I Quit Academic Career (or Academia) Nearly 15 Years Ago
I am told by people who stayed that it has only gotten worse
EPO "Cocaine Communication Manager" - Part XV - Nazi-Like Thinking at the European Patent Office (EPO) Not a Thing of the Past
antisemitism inside the EPO
Daniel Pocock Running for Office Again, Clacton-on-Sea By-election
By-election - code name "Pocock-on-Sea"
Links 17/07/2026: Microsoft is Cutting OneDrive Coverage, Larry Ellison Sued by Paramount Investor
Links for the day
 
IBM Already Tentatively Down for Next Week (Monday) After Its Worst-Ever Week
What a week for IBM!
Daniel Pocock as Independent Candidate, Now in The London Standard
"Daniel Pocock is an independent candidate."
Links 17/07/2026: Protests Erupt Throughout Ukraine and Anthropic Caught Secretly Spying on Users
Links for the day
Gemini Links 17/07/2026: "Silence Doesn't Mean Abandoned", Revisiting PalmOS in 2026
Links for the day
Farage Out, Daniel Pocock in?
Can Pocock beat his previous voting record?
Layoffs at Microsoft Are Massive, Go Under the Radar for the Most Part
Microsoft is in a really bad shape
One Heck of a Week for IBM, the 'Grandpa' of 'High-Tech', International Business Machines Corporation (NYSE:IBM) Under Investigation by Bronstein, Gewirtz & Grossman, LLC
If IBM gets busted or might be busted, will the CEO jump, get pushed, or be arrested?
“Why Open Source Misses the Point of Free Software”
As Dr. Richard Stallman once put it
GNU/Linux Grows at the Expense of Microsoft Windows in Croatia, Now Close to 8%
Croatia has been mentioned a lot lately in relation to EPO "lobbying" (vote-rigging)
27-Year IBM Veteran on IBM: "Worse than the Titanic and Perhaps Just Like Madoff, Enron, etc."
several comments we saw today envisioned the CEO of IBM in an orange suit (in US prison)
ServiceNow/ServiceLine and Slop at the EPO is Becoming a Health Risk to Staff
PD44 has historically been the oppressor at the EPO
IBM Can Burn Pensioners to Appease Wall Street and Protect the Billionaire CEO With His Humongous Bonuses
Its stock it set to open 2.82% in the red
IBM SHAREHOLDER INVESTIGATION: Potential Securities Claims Involving International Business Machines (IBM)
there's a risk of criminal action against executives
Tux Machines Moving Onwards and Upwards
"...tasks expand to fill the time available"
The Register MS is Publishing Spam for Gartner Group to Spread Hype About "AI", Mentioned 30 Times in the Paid (Fake) Article
One sure thing is, the so-called 'tech media' is profoundly compromised by American corporations
"Market Share" of GNU/Linux Nearly Trebled in Cambodia This Month
GNU/Linux is still measured at 8% by statCounter
GitHub is Dying (Traffic Down Despite Bots and Slop), Microsoft Will Eventually Cull it - Just Like XBox - to Limit the Losses
Do not stay on GitHub (Microsoft) under the false assumption that it is "free hosting" or will always be around
Teaser: Daniel Pocock is About to Go Mainstream Again
Stay tuned, Pocock has something in store
Microsoft Has Just Been Sued Over Layoffs
If the rumours are true, there is yet another wave of layoffs at Microsoft
Richard Stallman Always Cautioned, Upfront, That His Political Views Were Wholly Separate From His Scientific Work or GNU
Notice that he already spoke a lot about politics
Nichirei and Asahi Beer Need to Take Cyberattacks as Hint of Opportunity to Move to Free Software
Windows TCO
Over at Tux Machines...
GNU/Linux news for the past day
IRC Proceedings: Thursday, July 16, 2026
IRC logs for Thursday, July 16, 2026
Gemini Links 17/07/2026: Sunlight in the Clouds, Techno-Therapy, and Sloppifying Original Text
Links for the day
Links 16/07/2026: Slop Recognised as a Waste of Energy, Hong Kong Cracking Down on Dissent/Opposition Some More
Links for the day
GNU/Linux Approaching 5% "Market Share" in Oceania, Almost Trebling in 12 Months
It is difficult to ignore the gains made by GNU/Linux this month
Microsoft Whistleblowers Explain How Brutal the Latest Cull is (Layoffs in Seconds-Long Calls, Mass Elimination of Whole Studios and High-Level Officials)
we see anonymous leakers or whistleblowers in the media today
Gemini Links 16/07/2026: esp32-gemserv, Slop-Contaminated Free Software, and Moving Systems
Links for the day
Last Summer Microsoft Mass Layoffs Came in Two Large Waves, Rumours Say Next Week Another Large Wave is Coming
If many more Microsoft layoffs are formally admitted next week we will not be surprised
Tomorrow is Another Strike Day at Europe's Second-Largest Institution, the Media is Still Deliberately Ignoring It
Fridays are now recommended “anchor days" for EPO strikes
Public Interest News Foundation Shows News Drought or News Deserts in the United Kingdom
Public Interest News Foundation shows that we should be deeply concerned
Illusions of Choice
Choices can be differently bad or equally bad
Windows Down to 10% in India
Windows is a "burning platform"
One Year Has Passed
Our aim is to repair an injured system wherein "abuse of process" can be turned into a weapon, leveraged even by foreigners who are funded by affluent third parties
Techrights is Annoying People Who Work for (and Serve) People Who Annoy (and Abuse) Society
Working against us (instead of with us) has historically been a bad strategy
No Skinnerboxes, No Slop, No False Idols or Corporate Prophets
Torvalds does not understand the everyday struggles of tech workers and tech users because he is a millionaire
IBM's Next Stop: $199 (Market Cap Already Under 2.5 Times IBM's Debt)
Don't rush to call us "sensationalist" over it
Links 16/07/2026: Solar Greenwashing by Energy-Wasting GAFAM and Growing Concerns About Harm by Social Control Media
Links for the day
Gemini Links 16/07/2026: Photography, Agility, and "Today I have Truly Become a Linux User."
Links for the day
Rebellion Brewing at Microsoft
As always, we welcome Microsoft whistleblowers
Technology Against Human Nature
Losing a sense of what it means to be alive
Over at Tux Machines...
GNU/Linux news for the past day
IRC Proceedings: Wednesday, July 15, 2026
IRC logs for Wednesday, July 15, 2026
IBM Down to $211.20, the Market in General is Up
No recovery for IBM today
UEFI 'Secure Boot' Still Not Secure in 2026, New Holes (or Bypasses) Still Being Found
In 2026 there are still many people who call it "secure" and pretend to themselves that it is about security. It's not. It never was.
Gemini Links 15/07/2026: Lab 6, Retrospective 2, and "Getting Back Into Gemini"
Links for the day
Links 15/07/2026: "Gianni Infantino Under Fire" and "Todd Blanche's Record Raises Alarming Questions About the Future of the US DOJ"
Links for the day
Allegedly More IBM RAs (Mass Layoffs) Same Day the Stock Crashed
No paper trail, so it never happened, right?
Techrights Was Right: Microsoft's Layoffs Tally Was False, Far More People Are Being Sacked
"The Xbox Bloodbath Is Actually Way Bigger Than It Seems"
Get Ready for Increase in PIPs and RAs at IBM, Red Hat, and Other Companies Devoured by IBM
IBM's "market cap" has just fallen to 199 billion dollars and it has about 70 billion dollars in debt
IBM Sinking to Lowest Levels Since 2024, But Will Any Executives Be Arrested for Securities Fraud?
52-week high of $332.46 and now down to $212.94
Microsoft Whistleblowers Say "The Entire Thing is Going to Fall Apart" and There Are "No Benefits" to Being Part of Microsoft
"Multiple sources, who chose to remain anonymous for fear of reprisal"
IBM's Crash Continues Today
Stocks go up and down, but they don't typically go down by over 25% in a single day
Like Kyndryl, Multiple Securities Fraud Investigations Into IBM
Remember what happened to Kyndryl
How Long Before GNU/Linux is Measured at 20% in Chad?
The main way to get people to adopt Vista 11 is to sell them a new PCs and in poor countries it happens a lot less
Making Techrights Faster Down Under (Australia and New Zealand)
there's more to life than speed
Strikes at the EPO Approved for the Rest of the Year, "€1,3 Billion Taken From Staff Income"
Intensity can be revised and increased over time
Focusing on What We Really Ought to Focus on
Today we'll focus mostly on EPO affairs
Violence is Not a Joke
"Police say Widdecombe killing was targeted but motive remains unclear"
How to Properly Measure the Performance of a Patent Office
A "contribution from staff [which] is published by SUEPO Munich."
Who Next After IBM? (Bubbles Don't Last Forever)
the demise of companies with "ai" in their name/domain
EPO "Cocaine Communication Manager" - Part XIV - "Not One of Us" (How the Group Dubbed by EPO Insiders "Alicante Mafia" Pushes Out Talent, Replacing It With Friends)
misuses the EPO's budget like it is a fountain of money for his friends
LibreTech Collective Abandons Microsoft GitHub and All Other Proprietary Software
Each time a project eliminates control by a hostile party it stands to gain
GNU/Linux Estimated at 8% "Market Share" Today (in statCounter)
Days ago it said 7.1%, then 7.3% or 7.4%
Links 15/07/2026: US Regime "Cuts Two Utah National Monuments by More Than 90%", "Hormuz is Less Crucial Than It Was"
Links for the day
Gemini Links 15/07/2026: Old Computer Challenge, "Trial by Fire", LLM Slop Destroying Companies
Links for the day
Over at Tux Machines...
GNU/Linux news for the past day
IRC Proceedings: Tuesday, July 14, 2026
IRC logs for Tuesday, July 14, 2026