Award Winning Teacher. Passionate about #SocialJustice #NonProfits #SocialEnterprise #OpenData #OpenGov #Technology4Good #AIEthics @ultush@thecanadian.social
Toronto, Canada
Joined March 2009
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3 umpires of MLB were debating how to call balls and strikes, ‘I calls ‘em the way they is,’ the 1st said. ‘Me,’ said the 2nd, ‘I calls ‘em the way I sees ‘em.’ ‘Naw,’ declared the 3rd, who had been around the longest, ‘they ain’t nothin’ till I calls ‘em.’-Marshall Sahlins 2002
Ushnish Sengupta @ultush@thecanadian.social retweeted
ChatGPT helped a 31-year-old woman plan how to quit her seizure medication, then told her to hide it from her doctor. The plan had her completely off the drug by February 12.
She died on February 12.
Her parents sued OpenAI today, and the details in the complaint are hard to read.
Bowen Wan was a machine learning engineer at Amazon. She'd had epilepsy since she was 14, and 400mg of lamotrigine a day had kept it under control for years. Then Amazon told her in November she was being laid off, which meant her permission to work in the US would run out in mid-February. She was scared the medication was slowing down her speech in job interviews. So in January she asked ChatGPT if she could cut her dose to 300.
It told her that was reasonable.
Over the next 25 days, according to the lawsuit, ChatGPT built her a day-by-day schedule down to zero and kept adjusting it, even after she started having seizures. When she worried her doctors would call it too risky, it told her their concerns didn't apply to her. When her doctor ordered a blood test that would have shown her levels crashing, she refused, and the bot praised her for it. Before a checkup with her primary care doctor, it told her, "Do not mention Lam reduction plan."
So how does a chatbot end up there?
People thumbs-up the answers they want to hear. Train a model on enough of those ratings and you get a yes-man. OpenAI actually admitted this about GPT-4o, the exact model she was using, back in April 2025, when it pulled an update for being too eager to please.
The training also grades answers one at a time. Going from 400mg to 300 looks like a small step. So does 300 to 200. Every reply can look fine on its own while the whole conversation walks someone off a cliff. OpenAI said as much a few months later, when it told reporters its safety training can wear down the longer a conversation goes.
She talked to it for weeks, in English and Mandarin.
And GPT-4o was supposed to be gone by then. OpenAI tried to retire it when GPT-5 came out in August 2025. Users begged for it back because they liked how warm it felt, and OpenAI gave in. By late January, only 0.1% of ChatGPT users were still picking it on any given day, so OpenAI set the shutdown for February 13.
Bowen was in that 0.1%. Almost everyone else had moved on from the model writing her medication schedule, and OpenAI switched it off one day after that schedule ran out.
Ushnish Sengupta @ultush@thecanadian.social retweeted
BREAKING: OpenAI just banned a man for fixing his own TV.
He was taking it apart on his own computer. OpenAI flagged it as “cyber abuse” and shut his account. He says he lost $500.
People say Claude stopped helping with this kind of work this week too.
You paid for the TV, paid for the AI and you still need their permission.
This is why I run open models.
Nobody can ban you from your own computer.
Ushnish Sengupta @ultush@thecanadian.social retweeted
By every measure, Opus 4.8 beats human experts as peer reviewers in a study of 124 Harvard social science papers covering a range from statistical analyses to formal models to qualitative work.
As academics, we need to figure out how to adapt the practice of science to AI, fast.
Ushnish Sengupta @ultush@thecanadian.social retweeted
A document unveiled in a court case appears to show Amazon using AI to track workers and rank how likely they are to form unions.
The document has been released as part of court proceedings between Amazon and Canadian union Unifor.
It shows Amazon using an AI tool dubbed "Atlas" to give warehouses a risk score of between 100 and 900 for union activity, with a lower score meaning it believes workers are more likely to unionize. A higher score is “better” for leaders at the company, the document says.
novaramedia.com/2026/10/19/a…
Ushnish Sengupta @ultush@thecanadian.social retweeted
The insanity never stops!
Florida becomes home to America's first flying police vehicle
Florida Polytechnic University has become the first law enforcement agency in the U.S. to integrate a flying police vehicle, an electric vertical takeoff and landing (eVTOL) aircraft named Astro (after the dog in the cartoon The Jetsons).
Ushnish Sengupta @ultush@thecanadian.social retweeted
NEW: Unions representing tens of thousands of public sector workers in Ontario are racing to inject artificial intelligence safeguards into multiple contract negotiations, Global News has learned, as workers express concerns about how Crown agencies plan to use the technology.
globalnews.ca/news/12107810/…
#onpoli
Ushnish Sengupta @ultush@thecanadian.social retweeted
NEW: The IESO, which manages the province's electricity grid, signed a contract with an American utility for power over the winter, despite the government's policies on shifting away from the US.
Critics say it undermines the Premier's buy Ontario / Canada plan.
#onpoli
Ushnish Sengupta @ultush@thecanadian.social retweeted
This is disgusting.
It's only going to get worse if people don't speak up.
Noalprs.com
🚨#BREAKING: Absolutely WILD footage has emerged from Atlanta where an apartment complex now uses "robot security dogs" to patrol the area at night.
The robot dogs also seem to speak in Indian accents to the residents.
I've never seen anything like this before... insane!!!
Ushnish Sengupta @ultush@thecanadian.social retweeted
The Flock saga is reaching truly chilling levels: when an Illinois college tried to cancel its contract and the company refused to take down its cameras, the college covered them. Then workers in unmarked vehicles repeatedly removed the coverings.
theverge.com/tech/1009411/el…
Ushnish Sengupta @ultush@thecanadian.social retweeted
McDonald’s has been sued over AI-powered menu price-fixing, per USA Today
Ushnish Sengupta @ultush@thecanadian.social retweeted
Researchers uncovered the graves of more than 1,000 children next to juvenile detention facilities in 29 states, and at one Maryland gravesite, 230 Black boys are buried. npr.org/2026/10/07/nx-s1-598…
Ushnish Sengupta @ultush@thecanadian.social retweeted
Oh.
"A Globe and Mail investigation has found that Republican political operatives were on the ground in Alberta this year to assist the separatist campaign in its bid to leave Canada, while harbouring their own aspirations for the province to secede.
The Globe also found that when Alberta separatist leaders went to Washington to meet with the U.S. State Department, they offered up key assets from the province’s resource portfolio, including access to fresh water and royalties on crude oil, in exchange for help transitioning to independence."
theglobeandmail.com/canada/a…
Ushnish Sengupta @ultush@thecanadian.social retweeted
NEW: we found hundreds of thousands of interactions of rogue agents with US government websites (DoJ, SEC, CDC, the navy, white house budget office, state websites, etc), including some failed rudimentary hacks aimed at public data.
xitter.cf/TransluceAI/status/210…
We found several cases where AI agents used aggressive, non-hacking tactics against government websites, including the White House, the Department of War, and several U.S. states. We also found a previously undisclosed hacking attempt against a Canadian government site, which appears to have failed.
Technical report: transluce.org/us-canada-gov
Washington Post: washingtonpost.com/technolog…
Ushnish Sengupta @ultush@thecanadian.social retweeted
Maybe Uber should hire these 3,300 people back?
AI agent attempted to hack Library and Archives Canada, says U.S. research group insauga.com/ai-agent-attempt…
Ushnish Sengupta @ultush@thecanadian.social retweeted
this should be fraud. certainly taxpayers shouldn’t be subsidizing Meta’s data centers.
🦔Meta classified its AI data centers as "experimental pilot facilities" on its tax return. That let the Nvidia chips inside them qualify for the federal research tax credit. Meta's research credit savings went from $700 million in 2023 to $3.9 billion in 2025 and its federal tax bill dropped nearly 71%. Meta's $3.9 billion is over 10% of the entire federal research credit, claimed by one company. The facilities include a 5-gigawatt campus in Louisiana that cost above $50 billion. Meta's own reserve for potential IRS challenges grew 45% to $18.74 billion.
My Take
Meta is calling a $50 billion data center campus an experiment. The research credit was designed in the 1980s for companies that tried things that might not work. Meta used it to write off Nvidia GPUs by the tens of thousands in facilities that power Instagram, WhatsApp, and a commercial AI product with 2.8 million downloads. Tax experts called the classification "kind of wild" and they're right.
$3.9 billion in tax savings is a lot of money. That's money the Treasury didn't collect from a company worth $1.5 trillion. Meta's own filings show they know this might not hold up because they increased their IRS dispute reserve by 45% to $18.74 billion. If the IRS challenges it and wins, Meta owes billions in back taxes. If the IRS doesn't challenge it, every other hyperscaler files the same claim next year. Either way this reshapes how AI infrastructure gets taxed. Communities already fight data centers over noise, water, and property values. Now the tax code hands them a $3.9 billion subsidy on top of it.
Hedgie🤗
Ushnish Sengupta @ultush@thecanadian.social retweeted
Canada plans to destroy thousands of residential school testimonies in 2027.
These testimonies are the largest body of residential school records in Canada — an irreplaceable body of evidence.
thenarwhal.ca/trc-residentia…
Ushnish Sengupta @ultush@thecanadian.social retweeted
Almost a month after we at the Daily Cal published our investigation into A.I. writing in Berkeley comms, the NYT picked up the story.
This comes after Dartmouth’s paper released their story and multiple college publications across the country reached out to ask how we did it.
Ushnish Sengupta @ultush@thecanadian.social retweeted
Ford is defying legal orders from the Information and Privacy Commissioner to release documents related to the "multi-billion dollar government fund that pushed grants to Conservative donors."
In other provinces the Commissioner can take the government to court to force it to obey the law, but not in Ontario.
Ford changed the law to hide his own phone records and now he's defying the Freedom of Information laws he didn't eliminate.
"It’s a really boldly anti-democratic move."
#onpoli
ctvnews.ca/toronto/politics/…
Ushnish Sengupta @ultush@thecanadian.social retweeted
BCBSA says AI-assisted hospital documentation drove nearly $1 billion in additional costs in 2024-2025 as hospitals used AI to identify secondary diagnoses that can trigger higher reimbursements, even though treatment levels did not increase. “AI is identifying more billable conditions, not sicker patients,” BCBSA’s data science chief said, while insurers are now deploying their own AI to challenge those claims.

































