Exit Stage 🚪

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Exit Stage 🚪

Exit Stage 🚪

@_LashLeo_

Coming Soon ..........

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Exit Stage 🚪
Exit Stage 🚪@_LashLeo_·
When you don't allow people to shit on you anymore watch the lies come out.
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Exit Stage 🚪
Exit Stage 🚪@_LashLeo_·
@Uncatfishable He brings the racism. That's all his supporters wanted even if it hurts them the most.
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Grinch
Grinch@Uncatfishable·
Trump literally hasn’t done a single thing right for this country. Not 1. Groceries, gas, war, employment, housing market, overall well being of the average American. It’s all worse than it was 2 years ago.
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Exit Stage 🚪
Exit Stage 🚪@_LashLeo_·
@aakashgupta Why only over 40? They are doing it to 20-30 year olds as well based on race or if your name is “different”
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Aakash Gupta
Aakash Gupta@aakashgupta·
Derek Mobley applied to over 100 jobs. He was rejected from every single one. Several rejections came at 1am, within minutes of submitting. He just became the lead plaintiff in the largest AI lawsuit ever certified. May 2025, Judge Rita Lin granted preliminary certification of a nationwide ADEA collective in Mobley v. Workday. Workday's own court filings represent that 1.1 billion job applications were rejected through its software in the relevant period. The court discussed potential class size in the hundreds of millions. If you're over 40 and you applied to a Fortune 500 in the last 7 years, your application was probably processed by Workday. You may be in the class. The legal precedent matters more than the headline number. For decades, the vendor screening applicants for an employer was not directly liable under Title VII. The employer was the only defendant. In July 2024, Judge Lin ruled the AI vendor itself qualifies as an "agent" of the employer and can be sued directly. First time. The "we're just the tools" defense evaporated in a single ruling. Same precedent now extends to every HR tech AI vendor in the pipeline. Greenhouse. Eightfold. HireVue. Paradox. None of it is priced into any of their valuations. Combine that with the rest of 2024. Air Canada lost in February for $812 because its chatbot hallucinated a refund policy, killing the chatbot-as-separate-entity defense. iTutorGroup paid $365K to the EEOC, confirming the algorithm doing the discriminating moves liability nowhere. Gemini cost Alphabet roughly $90B in market cap in days for one weekend of bad image generation. Every legal shield around AI in production got tested in court and lost. The AI PMs interviewing for foundation model roles can recite all four by month. Most engineers shipping AI at work cannot.
Aakash Gupta tweet mediaAakash Gupta tweet media
Aakash Gupta@aakashgupta

Reports are that Anthropic has a dedicated safety & ethics interview round. Here's how to build the first principles to crack it. Start with the distinction most candidates miss. AI safety is stopping the model from causing harm. Mechanical and observable. A guardrail that blocks medical misinformation. A confirmation gate before an agent sends an email. AI ethics is deciding what the model should and shouldn't do. Upstream and often invisible. A policy that the model won't draft termination letters. iTutorGroup's hiring AI worked exactly as designed. The ethics of the design were the failure. Then learn the sizing framework. The candidates who scored highest in our Cohort 3 mocks all used SHIR in the first 90 seconds of every safety question, before they proposed anything. S: Severity. Physical harm sits above discrimination sits above embarrassment. H: Harm scope. 10 users versus 10M users is a different response. I: Immediacy. Active harm or latent risk. Sets response speed. R: Reversibility. Can the action be undone. Determines whether you ship with monitoring or add hard confirmation gates. Pause, write the four letters on a notepad, then come back with structure. That move scored higher than any other in mocks. Then memorize four precedents. Cite by name and month. Air Canada chatbot, Feb 2024. British Columbia tribunal held the airline liable for a chatbot hallucinating a bereavement fare. The defense that the chatbot was a separate legal entity got rejected. Companies own their AI's representations. iTutorGroup, Aug 2023. $365K EEOC settlement. Hiring AI auto-rejected women 55+ and men 60+. About 200 qualified applicants screened out. Bias liability lands on the employer even when the algorithm does the discriminating. Mobley v. Workday, July 2024. First AI vendor held directly liable as an "agent" under Title VII. Collective certification followed under ADEA in May 2025. Vendor liability is no longer theoretical. Gemini image gen, Feb 2024. Alphabet shed roughly $90B in market cap in the days after the pause. Sundar called the outputs "unacceptable." The cost of acting is almost always lower than the cost of being seen as not acting. Then practice the three moves that consistently scored highest in our cohort mocks. Tier the response. Three options side by side with a cost on each. Binary "pull or ship" reads junior. Reframe under pushback. When the VP says "wait until earnings," the highest-scoring answer reframed revenue to headline. End with documentation. If leadership overrides you, write a memo to the manager, the safety lead, and legal. On the record. The full kit: → Video version on YouTube: youtube.com/watch?v=RaBw5S… → Coaching with Ankit Virmani (AI PM, Uber), Prasad Reddy (ex-CPO), and Dr. Bart Jaworski (12,000+ PMs coached) in Cohort 3, which opens tomorrow: landpmjob.com → Mock walkthrough and writeup on the newsletter: news.aakashg.com/p/safety-ethic…

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Exit Stage 🚪 retweetledi
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ɠɧıʂɧ@rirokpik·
They think pro Black movements are anti white because pro white movements have always been anti Black.
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Exit Stage 🚪
Exit Stage 🚪@_LashLeo_·
@Jason_Garcia Just proves that he is doing the same with unemployment in Florida. People are denied and then having to reapply all-over again just to wait months to receive less then $300 a week while rent is no less than 1900. Piece of 💩💩💩
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Jason Garcia
Jason Garcia@Jason_Garcia·
New 🧵: Aides to Florida Gov. Ron DeSantis quietly devised a plan to kick as many as 100,000 Floridians off their health insurance — including mothers of children as young as six years old, according to records obtained by Seeking Rents... 1/x
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BLACK FLAG 💨🏴🇺🇸
WAKA FLOCKA CALLS OUT RACIST STREAMER CHUD THE BUILDER . Thoughts 💭 ⁉️
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Sheldon Fox-7 News
Sheldon Fox-7 News@fox_sheldon·
Cop who pulled Tyreek Hill from car during rough traffic stop says he felt forced to retire in first interview since 2024 traffic stop. MDSO says I.A. investigation is over. @wsvn #Exclusive story:
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Exit Stage 🚪
Exit Stage 🚪@_LashLeo_·
@greendragonhq Florida's unemployment rate is higher than that. And the unemployment office is denying people who paid into this system left & right. And it's only under 300 a week while rent is 2200 + with car/home insurance higher than ever, but hey, welcome to the free state of Florida.
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The Green Dragon Tavern
The Green Dragon Tavern@greendragonhq·
Maybe DeSantis should start doing what New York is doing… Murder / Homicide rate (per 100k): 🔴 Florida - 4.9 🔵 New York - 2.7 Incarceration rate (per 100k, prison + jail): 🔴 Florida - 705 🔵 New York - 317 GDP (total): 🔴 Florida - ~$1.83 trillion 🔵 New York - ~$2.47 trillion GDP per capita: 🔴 Florida - ~$78,195 🔵 New York - ~$123,369 Unemployment rate: 🔴 Florida - 4.6% 🔵 New York - 4.3% Life expectancy (at birth): 🔴 Florida - 77.5 years 🔵 New York - 79.5+ years Educational ranking: 🔴 Florida - 21st 🔵 New York - 10th Healthcare ranking: 🔴 Florida - 30th 🔵 New York - 10th Obesity rate: 🔴 Florida -30% 🔵 New York -25% Infant mortality rate (per 1,000 live births): 🔴 Florida - ~6.1 🔵 New York - ~4.0 Teen pregnancy / birth rate (per 1,000 females 15–19): 🔴 Florida - ~12.7–13 🔵 New York - ~8.5
Eric Daugherty@EricLDaugh

🚨 LMAO! GOV. RON DESANTIS says it PERFECTLY: "I have a cheat code here." "All I got to do is look to New York, Illinois, California, Washington State, and then just do the OPPOSITE of what they're doing." 🤣 "And that works out very, very well!" "Florida has been one of the places, of course, for refuge. I think we've had more adjusted gross income I've moved into the state of Florida since I've been governor that has ever moved into any state in America and the history of the country, even adjusted for inflation."

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Exit Stage 🚪
Exit Stage 🚪@_LashLeo_·
@Phil_Lewis_ Do the taxpayers have a say? We don't even have enough for all of the inflated bills, rent and gas. What else do they want?
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philip lewis
philip lewis@Phil_Lewis_·
WASHINGTON (AP) — Trump says he’s still considering a taxpayer-funded deal to bail out Spirit Airlines.
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No Jumper
No Jumper@nojumper·
Prosecutors say D4vd allegedly met Celeste Rivas back in 2022 when she was just 11 years old. According to authorities, their relationship later turned inappropriate, with claims it became sexual in late 2023 when Celeste was 13 and he was 18. Prosecutors allege D4vd paid one of Celeste's classmates $1,000 to secretly deliver a new phone so they could keep talking to each other. Recovered texts between Burke and Rivas "contain references to sex, pregnancy, abortion, and use of the Plan B emergency contraceptive," the brief alleges. Burke and Rivas also exchanged "explicit photographs documenting and corroborating their s-xual relationship," it claims.
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imalivebutimdead
imalivebutimdead@jossyoursalad69·
After I applied for like 5 jobs online, I’ve started getting calls from companies that I definitely did not apply for nor would I ever want to work for. These fake job postings have got to go/selling our data off our applications has gotta stop.
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Exit Stage 🚪 retweetledi
Amunet
Amunet@freakoutsideofx·
Some of yall never watched this movie and it shows….
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Democrats Deliver
Democrats Deliver@DemzDeliver·
🚨 Pennsylvania House Democrats have passed a bill banning whites-only housing.
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Exit Stage 🚪
Exit Stage 🚪@_LashLeo_·
@Chris490360 Yup. Happened to me at my last job. Coons will do anything to be accepted by people that HATE them.
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Chris
Chris@Chris490360·
This brother is spittin nothing but facts it’s sad this black man is willing to do his job to his detriment and Jose will replace him in a year at Walmart and in the south
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