Christopher L.
32.6K posts

Christopher L.
@LionLambe
@lionlambe.bsky.social -Metalsmith. Star Citizen. Accidental Political T-shirt Designer. Community Management & Marketing Professional. Dad.
Toronto Katılım Kasım 2009
2.4K Takip Edilen1.2K Takipçiler

@kim_X_artist @FoodProfessor Yes because Galen Weston doesn't currently control what goes into stores already. How does the large corporate cock taste Kim?
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@FoodProfessor They would immediately start banning foods from countries or corporations they don't like 🙄 especially if its owned by a straight white man.
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@covidanger2020 @FoodProfessor Yes Argentina known for it's... Liberal democracy... lol
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@FoodProfessor I come from Argentina, we have seen everything liberals are doing.....nothing will work....expect to suffer much more until people wake up.
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@TruthLion100 @FoodProfessor The more nonsense social media you take in the more you think it isn't.
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@FoodProfessor The more poor people become they more they think this is an option
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@FoodProfessor Canada is not a serious country... a large part of the population may be functionally retarded.
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@ErosVilleneuve @FoodProfessor @TruthLion100 O no, not the dreaded affordable groceries. O lord Galen please stick your cock further down this man's throat so he can gurgle it harder.
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@FoodProfessor @TruthLion100 Communism advancing gradually then suddenly!
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@laprairie @FoodProfessor Things like this and Canada Post aren't supposed to be businesses, governments don't run businesses, they are supposed to run services.
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@FoodProfessor When has the government ever ran a successful business….or will this only be available if you have identity cards?
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@BTozzio @FoodProfessor Yeah so horrible to use tax funds to actually benefit citizens vs. bailing out corporations. Suck harder.
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@FoodProfessor After now 11 years of the Liberal decimation of the Canadian economy and making it so much harder for average people to afford their lives the likelier it is that people embrace more and more socialism.
It’s almost as if it was intentional.
Really horrific.
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Christopher L. retweetledi

BREAKING: 🚨 Someone just tested 35 AI models across 172 billion tokens of real document questions.
The hallucination numbers should end the "just give it the documents" argument forever.
Here is what the data actually showed.
The best model in the entire study, under perfect conditions, fabricated answers 1.19% of the time. That sounds small until you realize that is the ceiling. The absolute best case. Under optimal settings that almost no real deployment uses.
Typical top models sit at 5 to 7% fabrication on document Q&A. Not on questions from memory. Not on abstract reasoning. On questions where the answer is sitting right there in the document in front of it.
The median across all 35 models tested was around 25%.
One in four answers fabricated, even with the source material provided.
Then they tested what happens when you extend the context window. Every company selling 128K and 200K context as the hallucination solution needs to read this part carefully.
At 200K context length, every single model in the study exceeded 10% hallucination. The rate nearly tripled compared to optimal shorter contexts.
The longer the window people want, the worse the fabrication gets. The exact feature being sold as the fix is making the problem significantly worse.
There is one more finding that does not get talked about enough.
Grounding skill and anti-fabrication skill are completely separate capabilities in these models.
A model that is excellent at finding relevant information in a document is not necessarily good at avoiding making things up. They are measuring two different things that do not reliably correlate. You cannot assume a model that retrieves well also fabricates less.
172 billion tokens. 35 models. The conclusion is the same across all of them.
Handing an LLM the actual document does not solve hallucination. It just changes the shape of it.



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Christopher L. retweetledi

An ongoing military investigation has determined that the United States is responsible for a deadly Tomahawk missile strike on an Iranian elementary school, according to US officials and others familiar with the preliminary findings.
nytimes.com/2026/03/11/us/…
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Christopher L. retweetledi
Christopher L. retweetledi

If you are or know a servicemember, including reserves and National Guard, who are concerned about their options in not taking part in a war they feel is illegal or immoral, please contact @CCW4COs or @girights.
Please share.
Center on Conscience & War@CCW4COs
Got a call yesterday from a service member facing deployment who is not only filing for Conscientious Objector now, but reports widespread opposition to Iran War within their unit and will be sharing our number with everyone. Let’s keep reaching them: 1-800-379-2679
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Christopher L. retweetledi

Christopher L. retweetledi

@tasnimnews Iran is experiencing a near-total internet blackout, with connectivity reduced to less than 4%.

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@Mike_from_PA Trump didn't forget about disparaging Women's sports.
greta theft autumn ✿ (4.3% FC)@2007warpedtour
all of them laughing about inviting the women’s team. every single one of them
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@AOCzPooter She was also a white nationalist don't forget that part...
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Transgendered "gun person" goes on a rampage in Canada. 10 deceased, 35 wounded but Canada is largely disarmed so don't let anybody know about this transgendered mass murderer 🤫 that did this in Canada Don't ask why you are not seeing it in the news 🤫
cbc.ca/news/canada/br…
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@jkenney Why would you disparage the Canadian performer... that seems unkind to a fellow Canadian.
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Best Super Bowl half time show ever! 🔥
Celebrating the unbridled joy & energy of Latino culture, which is a big and beautiful part of American culture!
1000 times better than that embarrassing show by the Weeknd a couple years ago.
#SuperBowl #SuperBowlLX #BadBunny
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Welp, since @DenimsTV has me blocked, we'll do it this way.
For the last week or so we have seen attack after attack after attack by people who share in your radical retardation against streamers (both face cam and Vtubers) who don't want to have anything to do with politics and just want to have a fun time streaming.
You do this because you see them as "soft targets" i.e streamers who won't clap back or bitch slap you into the Earth's core because they simply don't want to get involved in drama. Thus, you think you can try and use your rabid, insane internet following to bully and harass them into accepting your position and ideology... see: indoctrination and conversion.
Here's the problem: There is no shortage of people who have zero problem whatsoever with clapping back. There are way more people willing to get themselves dirty defending people like Emiru than there are people like you.
When you attack a princess, you'd better be damn ready to fight her knights.


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