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From: Greg Lindahl <greg@commoncrawl.org>
Date: Sat, 1 Aug 2026 14:26:18 -0700
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--000000000000611a5d065802f579
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... by both of those definitions, an AI model that examines the text of a
webpage and produces a pornography score output is AI inference.

And you are saying we should have a preference which says "I'm shooting
myself in the foot, never show my webpages in a search engine result."

On Sat, Aug 1, 2026 at 2:21=E2=80=AFPM Adam and Joanne Gallagher <
inspiredtaste@gmail.com> wrote:

> Apologies for the second email. Here is another definition from IBM:
> https://www.ibm.com/think/topics/ai-inference
>
> "In machine learning, AI inference is the act of using a trained AI model
> to make predictions on new data. Essentially, any instance of an artifici=
al
> intelligence model actually generating outputs or making decisions in a
> real-world AI application constitutes AI inference. In simple terms, AI
> inference entails a trained model applying the patterns it learned from i=
ts
> training data to infer the correct output for a given input."
>
> AI inference is generating the output.
>
> Adam
>
> On Sat, Aug 1, 2026 at 11:18=E2=80=AFAM Adam and Joanne Gallagher <
> inspiredtaste@gmail.com> wrote:
>
>> Happy to hear your definition but this is the definition on the Google
>> document:
>> https://cloud.google.com/discover/what-is-ai-inference#how-does-ai-infer=
ence-work
>>
>> "Think of it this way: if training is like teaching an AI a new skill,
>> inference is that AI actually using the skill to do a job. It takes in n=
ew
>> data (like a photo or a piece of text) and produces an instant output, l=
ike
>> a prediction, generates a photo, or makes a decision. This is where AI
>> delivers business value. For anyone building with AI, understanding how =
to
>> make inference fast, scalable, and cost-effective is the key to creating
>> successful solutions."
>>
>> Adam
>>
>> On Sat, Aug 1, 2026 at 11:14=E2=80=AFAM Greg Lindahl <greg@commoncrawl.o=
rg>
>> wrote:
>>
>>> That's not what AI Inference means.
>>>
>>> On Sat, Aug 1, 2026 at 2:13=E2=80=AFPM Adam and Joanne Gallagher <
>>> inspiredtaste@gmail.com> wrote:
>>>
>>>> No, AI inference is producing AI recipes riddled with errors that use
>>>> our brand name to compete against us in search in the form of AI Overv=
iews
>>>> and AI Mode outputs. I go into this in detail in my post I linked to. =
Here
>>>> is the link again:
>>>> https://www.inspiredtaste.net/101454/ai-recipes-harming-trust/
>>>>
>>>> To review the definition of AI inference that is discussed on this
>>>> Google document: https://cloud.google.com/discover/what-is-ai-inferenc=
e
>>>> . AI inference is the computational process happening behind the
>>>> scenes, and the AI Overview is the final text output of the inference
>>>> process. When someone types a query into Google, the trained model tak=
es
>>>> the query and applies what it learned to generate a unique summary. Th=
is
>>>> execution phase of taking the prompt and producing an output is by
>>>> definition AI inference. Bottom line, AI inference is doing the harm
>>>> and we don't have preferences to stop this from happening. As a publis=
her
>>>> of information this is a major problem and the entire open web current=
ly
>>>> has this problem.
>>>>
>>>> Adam
>>>>
>>>> On Sat, Aug 1, 2026 at 11:00=E2=80=AFAM Greg Lindahl <greg@commoncrawl=
.org>
>>>> wrote:
>>>>
>>>>> > AI inference is what is proactively being used in search at global
>>>>> scales which is causing grave harm to our business.
>>>>>
>>>>> Are you harmed by AI inference intending to suppress pornography in
>>>>> search results?
>>>>>
>>>>> One great thing about the IETF process is that it brings together man=
y
>>>>> communities -- in this case, both publishers and search engine implem=
enters.
>>>>>
>>>>> This particular topic has come up several times in the past.
>>>>>
>>>>> -- greg
>>>>>
>>>>>
>>>>> On Sat, Aug 1, 2026 at 1:19=E2=80=AFPM Adam and Joanne Gallagher <
>>>>> inspiredtaste@gmail.com> wrote:
>>>>>
>>>>>> I completely agree with Nate on this. AI inference is what is
>>>>>> proactively being used in search at global scales which is causing g=
rave
>>>>>> harm to our business. We currently don't have any inference preferen=
ces to
>>>>>> stop it without removing ourselves from AI outputs entirely. With th=
e lines
>>>>>> between organic index search and AI search being blurred at alarming=
 rates
>>>>>> this would be insane for us to do. It is essentially a hostage situa=
tion
>>>>>> right now. Here is a detailed post that describes how AI inference i=
s
>>>>>> misrepresenting our brand and competing against us with our content =
at
>>>>>> scales never before seen. It is wildly unsustainable. Article link:
>>>>>> https://www.inspiredtaste.net/101454/ai-recipes-harming-trust/
>>>>>>
>>>>>> Our business desperately needs preferences to stop this from
>>>>>> happening as soon as possible. Putting aside the training on our con=
tent
>>>>>> that has already happened without our permission, inference is what =
is
>>>>>> causing (doing) harm to our business in the form of AI misinformatio=
n.
>>>>>>
>>>>>> Publishers need to have much more control of inference. It should be
>>>>>> a core mission of this working group to define inference preferences=
 and
>>>>>> vocabulary.
>>>>>>
>>>>>> --
>>>>>> Adam Gallagher
>>>>>> Inspired Taste <https://www.inspiredtaste.net/>* - *Easy Recipes for
>>>>>> Home Cooks
>>>>>>
>>>>>> --
>>>>>> ai-control mailing list -- ai-control@ietf.org
>>>>>> To unsubscribe send an email to ai-control-leave@ietf.org
>>>>>>
>>>>>
>>>>
>>>> --
>>>> Adam and Joanne Gallagher
>>>> Inspired Taste <https://www.inspiredtaste.net/>* - *Easy Recipes for
>>>> Home Cooks
>>>>
>>>>
>>
>> --
>> Adam and Joanne Gallagher
>> Inspired Taste <https://www.inspiredtaste.net/>* - *Easy Recipes for
>> Home Cooks
>>
>>
>
> --
> Adam and Joanne Gallagher
> Inspired Taste <https://www.inspiredtaste.net/>* - *Easy Recipes for Home
> Cooks
>
>

--000000000000611a5d065802f579
Content-Type: text/html; charset="UTF-8"
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<div dir=3D"ltr">... by both of those definitions, an AI model that examine=
s the text of a webpage and produces a pornography score output is AI infer=
ence.<div><br></div><div>And you are saying we should have a preference whi=
ch says &quot;I&#39;m shooting myself in the foot, never show my webpages i=
n a search engine result.&quot;</div></div><br><div class=3D"gmail_quote gm=
ail_quote_container"><div dir=3D"ltr" class=3D"gmail_attr">On Sat, Aug 1, 2=
026 at 2:21=E2=80=AFPM Adam and Joanne Gallagher &lt;<a href=3D"mailto:insp=
iredtaste@gmail.com">inspiredtaste@gmail.com</a>&gt; wrote:<br></div><block=
quote class=3D"gmail_quote" style=3D"margin:0px 0px 0px 0.8ex;border-left:1=
px solid rgb(204,204,204);padding-left:1ex"><div dir=3D"ltr">Apologies for =
the second email. Here is another definition from IBM:=C2=A0<a href=3D"http=
s://www.ibm.com/think/topics/ai-inference" target=3D"_blank">https://www.ib=
m.com/think/topics/ai-inference</a><div><br><div>&quot;<span style=3D"backg=
round-color:transparent">In machine learning, AI inference is the act of us=
ing a trained AI model to make predictions on new data. Essentially, any in=
stance of an artificial intelligence model actually generating outputs or m=
aking decisions in a real-world AI application constitutes AI inference. In=
 simple terms, AI inference entails a trained model applying the patterns i=
t learned from its training data to infer the correct output for a given in=
put.&quot;</span></div></div><div><span style=3D"background-color:transpare=
nt"><br></span></div><div><span style=3D"background-color:transparent">AI i=
nference is generating the output.=C2=A0</span></div><div><span style=3D"ba=
ckground-color:transparent"><br></span></div><div><span style=3D"background=
-color:transparent">Adam</span></div></div><br><div class=3D"gmail_quote"><=
div dir=3D"ltr" class=3D"gmail_attr">On Sat, Aug 1, 2026 at 11:18=E2=80=AFA=
M Adam and Joanne Gallagher &lt;<a href=3D"mailto:inspiredtaste@gmail.com" =
target=3D"_blank">inspiredtaste@gmail.com</a>&gt; wrote:<br></div><blockquo=
te class=3D"gmail_quote" style=3D"margin:0px 0px 0px 0.8ex;border-left:1px =
solid rgb(204,204,204);padding-left:1ex"><div dir=3D"ltr">Happy to hear you=
r definition but this is the definition on the Google document:=C2=A0<a hre=
f=3D"https://cloud.google.com/discover/what-is-ai-inference#how-does-ai-inf=
erence-work" target=3D"_blank">https://cloud.google.com/discover/what-is-ai=
-inference#how-does-ai-inference-work</a><div><br></div><div>&quot;Think of=
 it this way: if training is like teaching an AI a new skill, inference is =
that AI actually using the skill to do a job. It takes in new data (like a =
photo or a piece of text) and produces an instant output, like a prediction=
, generates a photo, or makes a decision. This is where AI delivers busines=
s value. For anyone building with AI, understanding how to make inference f=
ast, scalable, and cost-effective is the key to creating successful solutio=
ns.&quot;</div><div><br></div><div>Adam</div></div><br><div class=3D"gmail_=
quote"><div dir=3D"ltr" class=3D"gmail_attr">On Sat, Aug 1, 2026 at 11:14=
=E2=80=AFAM Greg Lindahl &lt;<a href=3D"mailto:greg@commoncrawl.org" target=
=3D"_blank">greg@commoncrawl.org</a>&gt; wrote:<br></div><blockquote class=
=3D"gmail_quote" style=3D"margin:0px 0px 0px 0.8ex;border-left:1px solid rg=
b(204,204,204);padding-left:1ex"><div dir=3D"ltr">That&#39;s not what AI In=
ference means.</div><br><div class=3D"gmail_quote"><div dir=3D"ltr" class=
=3D"gmail_attr">On Sat, Aug 1, 2026 at 2:13=E2=80=AFPM Adam and Joanne Gall=
agher &lt;<a href=3D"mailto:inspiredtaste@gmail.com" target=3D"_blank">insp=
iredtaste@gmail.com</a>&gt; wrote:<br></div><blockquote class=3D"gmail_quot=
e" style=3D"margin:0px 0px 0px 0.8ex;border-left:1px solid rgb(204,204,204)=
;padding-left:1ex"><div dir=3D"ltr">No, AI inference is producing AI recipe=
s riddled with errors that use our brand name to compete against us in sear=
ch in the form of AI Overviews and AI Mode outputs. I go into this in detai=
l in my post I linked to. Here is the link again: <a href=3D"https://www.in=
spiredtaste.net/101454/ai-recipes-harming-trust/" target=3D"_blank">https:/=
/www.inspiredtaste.net/101454/ai-recipes-harming-trust/</a><div><br></div><=
div>To review the definition of AI inference that is discussed on this Goog=
le document: <a href=3D"https://cloud.google.com/discover/what-is-ai-infere=
nce" target=3D"_blank">https://cloud.google.com/discover/what-is-ai-inferen=
ce</a>.=C2=A0<span style=3D"background-color:transparent">AI inference is t=
he computational process happening behind the scenes, and the AI Overview i=
s the final text output of the inference process.=C2=A0When someone types a=
 query into Google, the trained model takes the query and applies what it l=
earned to generate a unique summary. This execution phase of taking the pro=
mpt and producing an output is by definition AI inference. Bottom line,=C2=
=A0</span><span style=3D"background-color:transparent">AI inference is doin=
g the harm and we don&#39;t have preferences to stop this from happening. A=
s a publisher of information this is a major problem and the entire open we=
b currently has this problem.=C2=A0</span></div><div><br>Adam</div></div><b=
r><div class=3D"gmail_quote"><div dir=3D"ltr" class=3D"gmail_attr">On Sat, =
Aug 1, 2026 at 11:00=E2=80=AFAM Greg Lindahl &lt;<a href=3D"mailto:greg@com=
moncrawl.org" target=3D"_blank">greg@commoncrawl.org</a>&gt; wrote:<br></di=
v><blockquote class=3D"gmail_quote" style=3D"margin:0px 0px 0px 0.8ex;borde=
r-left:1px solid rgb(204,204,204);padding-left:1ex"><div dir=3D"ltr">&gt; A=
I inference is what is proactively being used in search at global scales wh=
ich is causing grave harm to our business.<div><br></div><div>Are you harme=
d by AI inference intending to suppress pornography in search results?</div=
><div><br></div><div>One great thing about the IETF process is that it brin=
gs together many communities -- in this case, both publishers and search en=
gine implementers.</div><div><br></div><div>This particular topic has come =
up several times in the past.</div><div><br></div><div>-- greg</div><div><b=
r></div></div><br><div class=3D"gmail_quote"><div dir=3D"ltr" class=3D"gmai=
l_attr">On Sat, Aug 1, 2026 at 1:19=E2=80=AFPM Adam and Joanne Gallagher &l=
t;<a href=3D"mailto:inspiredtaste@gmail.com" target=3D"_blank">inspiredtast=
e@gmail.com</a>&gt; wrote:<br></div><blockquote class=3D"gmail_quote" style=
=3D"margin:0px 0px 0px 0.8ex;border-left:1px solid rgb(204,204,204);padding=
-left:1ex"><div dir=3D"ltr"><div dir=3D"ltr"><div>I completely agree with N=
ate on this. AI inference is what is proactively being used in search at gl=
obal scales which is causing grave harm to our business. We currently don&#=
39;t have any inference preferences to stop it without removing ourselves f=
rom AI outputs entirely. With the lines between organic index search and AI=
 search being blurred at alarming rates this would be insane for us to do. =
It is essentially a hostage situation right now. Here is a detailed post th=
at describes how AI inference is misrepresenting our brand and competing ag=
ainst us with our content at scales never before seen. It is wildly unsusta=
inable. Article link: <a href=3D"https://www.inspiredtaste.net/101454/ai-re=
cipes-harming-trust/" target=3D"_blank">https://www.inspiredtaste.net/10145=
4/ai-recipes-harming-trust/</a></div><div><br></div><div>Our business despe=
rately needs preferences to stop this from happening as soon as possible. P=
utting aside the training on our content that has already happened without =
our permission, inference is what is causing (doing) harm to our business i=
n the form of AI misinformation.=C2=A0</div><div><br></div><div>Publishers =
need to have much more control of inference. It should be a core mission of=
 this working group to define inference preferences and vocabulary.=C2=A0</=
div><div><br></div><span class=3D"gmail_signature_prefix">-- </span><br><di=
v dir=3D"ltr" class=3D"gmail_signature"><div dir=3D"ltr"><div dir=3D"ltr"><=
div dir=3D"ltr"><div dir=3D"ltr"><div dir=3D"ltr"><div dir=3D"ltr"><font fa=
ce=3D"arial, helvetica, sans-serif"><div>Adam Gallagher</div><div><a href=
=3D"https://www.inspiredtaste.net/" target=3D"_blank">Inspired Taste</a><i>=
=C2=A0-=C2=A0</i><font color=3D"#282828"><span style=3D"line-height:15px">E=
asy Recipes for Home Cooks</span></font></div><div><br></div></font></div><=
/div></div></div></div></div></div></div>
</div>
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</blockquote></div>
</blockquote></div><div><br clear=3D"all"></div><div><br></div><span class=
=3D"gmail_signature_prefix">-- </span><br><div dir=3D"ltr" class=3D"gmail_s=
ignature"><div dir=3D"ltr"><div dir=3D"ltr"><div dir=3D"ltr"><div dir=3D"lt=
r"><div dir=3D"ltr"><div dir=3D"ltr"><font face=3D"arial, helvetica, sans-s=
erif"><div>Adam and Joanne Gallagher</div><div><a href=3D"https://www.inspi=
redtaste.net/" target=3D"_blank">Inspired Taste</a><i>=C2=A0-=C2=A0</i><fon=
t color=3D"#282828"><span style=3D"line-height:15px">Easy Recipes for Home =
Cooks</span></font></div><div><img width=3D"200" height=3D"54" src=3D"https=
://ci3.googleusercontent.com/mail-sig/AIorK4zuZ_3TkRNyUIqT3wMS--0qWpUAZoy8y=
ls_zgGuFXTEYFSMAMu4zo-GVt-BqbLy7HboWMWVYjU"><br></div></font></div></div></=
div></div></div></div></div>
</blockquote></div>
</blockquote></div><div><br clear=3D"all"></div><div><br></div><span class=
=3D"gmail_signature_prefix">-- </span><br><div dir=3D"ltr" class=3D"gmail_s=
ignature"><div dir=3D"ltr"><div dir=3D"ltr"><div dir=3D"ltr"><div dir=3D"lt=
r"><div dir=3D"ltr"><div dir=3D"ltr"><font face=3D"arial, helvetica, sans-s=
erif"><div>Adam and Joanne Gallagher</div><div><a href=3D"https://www.inspi=
redtaste.net/" target=3D"_blank">Inspired Taste</a><i>=C2=A0-=C2=A0</i><fon=
t color=3D"#282828"><span style=3D"line-height:15px">Easy Recipes for Home =
Cooks</span></font></div><div><img width=3D"200" height=3D"54" src=3D"https=
://ci3.googleusercontent.com/mail-sig/AIorK4zuZ_3TkRNyUIqT3wMS--0qWpUAZoy8y=
ls_zgGuFXTEYFSMAMu4zo-GVt-BqbLy7HboWMWVYjU"><br></div></font></div></div></=
div></div></div></div></div>
</blockquote></div><div><br clear=3D"all"></div><div><br></div><span class=
=3D"gmail_signature_prefix">-- </span><br><div dir=3D"ltr" class=3D"gmail_s=
ignature"><div dir=3D"ltr"><div dir=3D"ltr"><div dir=3D"ltr"><div dir=3D"lt=
r"><div dir=3D"ltr"><div dir=3D"ltr"><font face=3D"arial, helvetica, sans-s=
erif"><div>Adam and Joanne Gallagher</div><div><a href=3D"https://www.inspi=
redtaste.net/" target=3D"_blank">Inspired Taste</a><i>=C2=A0-=C2=A0</i><fon=
t color=3D"#282828"><span style=3D"line-height:15px">Easy Recipes for Home =
Cooks</span></font></div><div><img width=3D"200" height=3D"54" src=3D"https=
://ci3.googleusercontent.com/mail-sig/AIorK4zuZ_3TkRNyUIqT3wMS--0qWpUAZoy8y=
ls_zgGuFXTEYFSMAMu4zo-GVt-BqbLy7HboWMWVYjU"><br></div></font></div></div></=
div></div></div></div></div>
</blockquote></div>

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