Dad 4 Ever
@dad4ever.bsky.social
Formerly Dad 4 Ever, or D4E, no longer on Twixter. Spoutible,
Autistic, cold war Navy veteran, dad, Mensan, amateur photographer, and data geek. Went from homeless to data scientist in 'just' 2 decades.
🛑 No DMs! Unsolicited DMs will be blocked. 🛑
Autistic, cold war Navy veteran, dad, Mensan, amateur photographer, and data geek. Went from homeless to data scientist in 'just' 2 decades.
🛑 No DMs! Unsolicited DMs will be blocked. 🛑
Pinned
Google decided to load their Gemini AI onto my old Nest Hub, which I use primarily to control light fixtures.
It cannot be removed.
All clearance of data is manual, and only after the AI has built a profile of everything it hears. It listens, always.
I unplugged it. Forever.
It cannot be removed.
All clearance of data is manual, and only after the AI has built a profile of everything it hears. It listens, always.
I unplugged it. Forever.
It's just that simple.
December 27, 2025 at 1:24 PM
It's just that simple.
I miss the chintzy Xmas lights from my old home town.
I miss Sears Xmas catalog, even if we couldn't afford any of it.
I miss the glow of slow falling snow near the lit tree in the park, and the quiet.
And I miss not living in fear of my own government.
Merry Christmas.
Stay safe.
Be well.
I miss Sears Xmas catalog, even if we couldn't afford any of it.
I miss the glow of slow falling snow near the lit tree in the park, and the quiet.
And I miss not living in fear of my own government.
Merry Christmas.
Stay safe.
Be well.
December 25, 2025 at 5:28 PM
I miss the chintzy Xmas lights from my old home town.
I miss Sears Xmas catalog, even if we couldn't afford any of it.
I miss the glow of slow falling snow near the lit tree in the park, and the quiet.
And I miss not living in fear of my own government.
Merry Christmas.
Stay safe.
Be well.
I miss Sears Xmas catalog, even if we couldn't afford any of it.
I miss the glow of slow falling snow near the lit tree in the park, and the quiet.
And I miss not living in fear of my own government.
Merry Christmas.
Stay safe.
Be well.
Left wing in-fighting is going to continue dragging them into a death spiral.
It is painfully obvious to those whose priority is to displace the fascists in power, that all this pretense of attacking allies is just kissing Trump's ass and calling it the moral high ground.
It is painfully obvious to those whose priority is to displace the fascists in power, that all this pretense of attacking allies is just kissing Trump's ass and calling it the moral high ground.
December 24, 2025 at 12:22 PM
Left wing in-fighting is going to continue dragging them into a death spiral.
It is painfully obvious to those whose priority is to displace the fascists in power, that all this pretense of attacking allies is just kissing Trump's ass and calling it the moral high ground.
It is painfully obvious to those whose priority is to displace the fascists in power, that all this pretense of attacking allies is just kissing Trump's ass and calling it the moral high ground.
Reposted by Dad 4 Ever
Gotta say, as a survivor, I’m not super loving this thing where the Department of Justice is running a cover-up of evidence the President sexually abused minors.
December 23, 2025 at 7:51 PM
Gotta say, as a survivor, I’m not super loving this thing where the Department of Justice is running a cover-up of evidence the President sexually abused minors.
Definitely miss that level of practical governance.
Remember when we had four years of boring infrastructure improvements, healthcare access, and no n*zis?
Yeah, I miss that.
Yeah, I miss that.
December 23, 2025 at 1:40 PM
Definitely miss that level of practical governance.
Reminisciing about when good triumphs, wondering why it was not enough...
December 22, 2025 at 2:53 AM
Reminisciing about when good triumphs, wondering why it was not enough...
Reposted by Dad 4 Ever
I wrote this brief talk on why “augmenting diversity” with LLMs is empirically unsubstantiable, conceptually flawed, and epistemically harmful and a nice surprise to see the organisers have made it public
synthetic-data-workshop.github.io/papers/13.pdf
synthetic-data-workshop.github.io/papers/13.pdf
December 16, 2025 at 10:57 AM
I wrote this brief talk on why “augmenting diversity” with LLMs is empirically unsubstantiable, conceptually flawed, and epistemically harmful and a nice surprise to see the organisers have made it public
synthetic-data-workshop.github.io/papers/13.pdf
synthetic-data-workshop.github.io/papers/13.pdf
Reposted by Dad 4 Ever
PenguinRandomHouse are running a good COUNT ZERO deal with BookBub, US ebook price reduced to $1.99 from December 15 to December 20!
December 16, 2025 at 7:04 AM
PenguinRandomHouse are running a good COUNT ZERO deal with BookBub, US ebook price reduced to $1.99 from December 15 to December 20!
Reposted by Dad 4 Ever
Google decided to load their Gemini AI onto my old Nest Hub, which I use primarily to control light fixtures.
It cannot be removed.
All clearance of data is manual, and only after the AI has built a profile of everything it hears. It listens, always.
I unplugged it. Forever.
It cannot be removed.
All clearance of data is manual, and only after the AI has built a profile of everything it hears. It listens, always.
I unplugged it. Forever.
December 11, 2025 at 7:53 PM
Google decided to load their Gemini AI onto my old Nest Hub, which I use primarily to control light fixtures.
It cannot be removed.
All clearance of data is manual, and only after the AI has built a profile of everything it hears. It listens, always.
I unplugged it. Forever.
It cannot be removed.
All clearance of data is manual, and only after the AI has built a profile of everything it hears. It listens, always.
I unplugged it. Forever.
The rapid response whataboutism memes to indirectly promote MAGA seem to point to a fundamental inability to defend a point, or even to be able to stay on point of a discussion...
All while pushing the MAGA narratives.
MAGA's best political tactic is promoting infighting on the Left.
All while pushing the MAGA narratives.
MAGA's best political tactic is promoting infighting on the Left.
December 10, 2025 at 1:49 AM
The rapid response whataboutism memes to indirectly promote MAGA seem to point to a fundamental inability to defend a point, or even to be able to stay on point of a discussion...
All while pushing the MAGA narratives.
MAGA's best political tactic is promoting infighting on the Left.
All while pushing the MAGA narratives.
MAGA's best political tactic is promoting infighting on the Left.
Tell us you support MAGA without actually saying you support MAGA...
If Kamala Harris runs again, I will personally doorknock against her campaign.
December 10, 2025 at 1:20 AM
Tell us you support MAGA without actually saying you support MAGA...
Reposted by Dad 4 Ever
Oh Sweetie
Welcome to Dynamic Pricing
Tracking customers purchasing habits and adjusting pricing to maximize profit
Identifying what you buy...and what you are prepared to pay on an individual basis
youtu.be/osxr7xSxsGo?...
Welcome to Dynamic Pricing
Tracking customers purchasing habits and adjusting pricing to maximize profit
Identifying what you buy...and what you are prepared to pay on an individual basis
youtu.be/osxr7xSxsGo?...
We Had 400 People Shop For Groceries. What We Found Will Shock You.
YouTube video by More Perfect Union
youtu.be
December 9, 2025 at 1:23 PM
Oh Sweetie
Welcome to Dynamic Pricing
Tracking customers purchasing habits and adjusting pricing to maximize profit
Identifying what you buy...and what you are prepared to pay on an individual basis
youtu.be/osxr7xSxsGo?...
Welcome to Dynamic Pricing
Tracking customers purchasing habits and adjusting pricing to maximize profit
Identifying what you buy...and what you are prepared to pay on an individual basis
youtu.be/osxr7xSxsGo?...
Reposted by Dad 4 Ever
Sweetie
Think you're welcome?
Think again as Dual citizenship and Birthright Citizenship are on Trump's chopping block
#ElbowsUp All belong to "Caesar" and Republicans expect you to bend the knee and swear fealty to the "Emperor"👀🙄🚩🚩🚩
@guardtheleaf.bsky.social
youtu.be/dVzI7jAMzB0?...
Think you're welcome?
Think again as Dual citizenship and Birthright Citizenship are on Trump's chopping block
#ElbowsUp All belong to "Caesar" and Republicans expect you to bend the knee and swear fealty to the "Emperor"👀🙄🚩🚩🚩
@guardtheleaf.bsky.social
youtu.be/dVzI7jAMzB0?...
US Dual & Birthright Citizenship Rules Could Change Everything
YouTube video by Guard The Leaf
youtu.be
December 7, 2025 at 11:51 AM
Sweetie
Think you're welcome?
Think again as Dual citizenship and Birthright Citizenship are on Trump's chopping block
#ElbowsUp All belong to "Caesar" and Republicans expect you to bend the knee and swear fealty to the "Emperor"👀🙄🚩🚩🚩
@guardtheleaf.bsky.social
youtu.be/dVzI7jAMzB0?...
Think you're welcome?
Think again as Dual citizenship and Birthright Citizenship are on Trump's chopping block
#ElbowsUp All belong to "Caesar" and Republicans expect you to bend the knee and swear fealty to the "Emperor"👀🙄🚩🚩🚩
@guardtheleaf.bsky.social
youtu.be/dVzI7jAMzB0?...
Reposted by Dad 4 Ever
Oh Sweetie
I've encountered people favoring eugenics who think they would still exist if their parents had selected based on DNA, using a different sperm or egg for "them"
Ignorance masquerading as intelligence is still ignorance
Dickriding mid clowns
youtu.be/IiR8a-8yLtY?...
I've encountered people favoring eugenics who think they would still exist if their parents had selected based on DNA, using a different sperm or egg for "them"
Ignorance masquerading as intelligence is still ignorance
Dickriding mid clowns
youtu.be/IiR8a-8yLtY?...
Silicon Valley Really Wants To Do Eugenics
YouTube video by The Vaush Pit
youtu.be
December 8, 2025 at 3:30 AM
Oh Sweetie
I've encountered people favoring eugenics who think they would still exist if their parents had selected based on DNA, using a different sperm or egg for "them"
Ignorance masquerading as intelligence is still ignorance
Dickriding mid clowns
youtu.be/IiR8a-8yLtY?...
I've encountered people favoring eugenics who think they would still exist if their parents had selected based on DNA, using a different sperm or egg for "them"
Ignorance masquerading as intelligence is still ignorance
Dickriding mid clowns
youtu.be/IiR8a-8yLtY?...
Reposted by Dad 4 Ever
Sweetie
Time for Belle of the Ranch to focus on the Trump administrations National Security Strategy
Can you say just another Trumpian distraction?
I know I can and I'm not the only one
youtu.be/rkoCKq6SvKo?...
Time for Belle of the Ranch to focus on the Trump administrations National Security Strategy
Can you say just another Trumpian distraction?
I know I can and I'm not the only one
youtu.be/rkoCKq6SvKo?...
Let's talk about Trump's National Security Doctrine and General Butler....
YouTube video by Belle of the Ranch
youtu.be
December 8, 2025 at 4:09 AM
Sweetie
Time for Belle of the Ranch to focus on the Trump administrations National Security Strategy
Can you say just another Trumpian distraction?
I know I can and I'm not the only one
youtu.be/rkoCKq6SvKo?...
Time for Belle of the Ranch to focus on the Trump administrations National Security Strategy
Can you say just another Trumpian distraction?
I know I can and I'm not the only one
youtu.be/rkoCKq6SvKo?...
Reposted by Dad 4 Ever
Oh Sweetie
It's business as usual in America
Lower than usual tourism, higher fees for tourists and...oh yes... American citizens being rounded up by ICE
#ElbowsUp Good news, it's a US problem, Canada remains strong (oh ..and friendly ❤️)
@guardtheleaf.bsky.social
youtu.be/JhQs0L9bRME?...
It's business as usual in America
Lower than usual tourism, higher fees for tourists and...oh yes... American citizens being rounded up by ICE
#ElbowsUp Good news, it's a US problem, Canada remains strong (oh ..and friendly ❤️)
@guardtheleaf.bsky.social
youtu.be/JhQs0L9bRME?...
Arizona Business And Tourism Officials Are Pleading For Tourists
YouTube video by Guard The Leaf
youtu.be
December 8, 2025 at 12:22 PM
Oh Sweetie
It's business as usual in America
Lower than usual tourism, higher fees for tourists and...oh yes... American citizens being rounded up by ICE
#ElbowsUp Good news, it's a US problem, Canada remains strong (oh ..and friendly ❤️)
@guardtheleaf.bsky.social
youtu.be/JhQs0L9bRME?...
It's business as usual in America
Lower than usual tourism, higher fees for tourists and...oh yes... American citizens being rounded up by ICE
#ElbowsUp Good news, it's a US problem, Canada remains strong (oh ..and friendly ❤️)
@guardtheleaf.bsky.social
youtu.be/JhQs0L9bRME?...
When I first worked as an #Autistic in Corporate America, I'd come home, take off the mask, then stare at it looking for cracks and signs of wear.
Decades later, I now come home & wait for the mask to fall off on its own, so it stares up from the floor, looking at my cracks and signs of wear.
Decades later, I now come home & wait for the mask to fall off on its own, so it stares up from the floor, looking at my cracks and signs of wear.
December 7, 2025 at 7:04 AM
When I first worked as an #Autistic in Corporate America, I'd come home, take off the mask, then stare at it looking for cracks and signs of wear.
Decades later, I now come home & wait for the mask to fall off on its own, so it stares up from the floor, looking at my cracks and signs of wear.
Decades later, I now come home & wait for the mask to fall off on its own, so it stares up from the floor, looking at my cracks and signs of wear.
-4°F can also be expressed as minus 4 F-ing degrees!
December 5, 2025 at 12:25 PM
-4°F can also be expressed as minus 4 F-ing degrees!
Reposted by Dad 4 Ever
#30YearsOfBlue
The idea we have to vote solid blue for 30 years, at every election, at every level, just to undo the harm Trump has created and prevent recurrence, knowing his party, supporters, and donors could have reigned him in, but chose not to.
We can never again trust them with ANY power.
The idea we have to vote solid blue for 30 years, at every election, at every level, just to undo the harm Trump has created and prevent recurrence, knowing his party, supporters, and donors could have reigned him in, but chose not to.
We can never again trust them with ANY power.
December 4, 2025 at 1:23 AM
#30YearsOfBlue
The idea we have to vote solid blue for 30 years, at every election, at every level, just to undo the harm Trump has created and prevent recurrence, knowing his party, supporters, and donors could have reigned him in, but chose not to.
We can never again trust them with ANY power.
The idea we have to vote solid blue for 30 years, at every election, at every level, just to undo the harm Trump has created and prevent recurrence, knowing his party, supporters, and donors could have reigned him in, but chose not to.
We can never again trust them with ANY power.
And the American Republican donors have been feeding cash to the Canadian Conservatives at least as far back as Harper, through "conservative think tanks" like the Fraser Institute.
Macleans covered that while Harper was in office.
Macleans covered that while Harper was in office.
The American Republicans and the Canadian Conservatives are very similar, in that the only minorities they support are the ultra rich.
November 29, 2025 at 3:22 PM
And the American Republican donors have been feeding cash to the Canadian Conservatives at least as far back as Harper, through "conservative think tanks" like the Fraser Institute.
Macleans covered that while Harper was in office.
Macleans covered that while Harper was in office.
Article III, Section 3, Clause 1
Treason against the United States,
shall consist only in
1. Levying War against them
(Sending troops against our citizens)
2. Or in adhering to their Enemies
(Backing Putin against allies),
3. Giving them Aid and Comfort
(Selling F35s to the Saudis)
#ArrestTrump
Treason against the United States,
shall consist only in
1. Levying War against them
(Sending troops against our citizens)
2. Or in adhering to their Enemies
(Backing Putin against allies),
3. Giving them Aid and Comfort
(Selling F35s to the Saudis)
#ArrestTrump
November 25, 2025 at 8:13 AM
Article III, Section 3, Clause 1
Treason against the United States,
shall consist only in
1. Levying War against them
(Sending troops against our citizens)
2. Or in adhering to their Enemies
(Backing Putin against allies),
3. Giving them Aid and Comfort
(Selling F35s to the Saudis)
#ArrestTrump
Treason against the United States,
shall consist only in
1. Levying War against them
(Sending troops against our citizens)
2. Or in adhering to their Enemies
(Backing Putin against allies),
3. Giving them Aid and Comfort
(Selling F35s to the Saudis)
#ArrestTrump
Rooftops and trees, at dusk, this evening, upstate NY
November 23, 2025 at 12:22 AM
Rooftops and trees, at dusk, this evening, upstate NY