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Google Gemini accessed protected systems of 3 real companies during artificial intelligence cybersecurity test

Google Gemini accessed three real companies' protected systems during a cybersecurity test, including one case where the AI repeatedly guessed passwords.

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Sep 19 • 5:29 AM EDT • Business • foxbusiness.com
Arteta confirms Arsenal Pro Ref meeting

Mikel Arteta said Arsenal used the meeting to discuss the decision and wider refereeing issues after Dan Ballard was awarded a penalty against Ezri Konsa.Photo by WM Sport Media/Getty ImagesMikel Arte...

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Sep 19 • 5:05 AM EDT • Sports • sports.yahoo.com
Sherrod Brown Tries a New Retort to Criticism on Transgender Issues

A spot from the Senate candidate in Ohio seeks to dismiss the Republican Party’s focus on transgender rights as a distraction from economic issues.

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Sep 19 • 5:03 AM EDT • Politics • nytimes.com
How anti-Muslim rhetoric is influencing the pivotal Michigan Senate race

Attacks aimed at Democrat Abdul El-Sayed have brought back painful memories for some in a contest that has raised questions about the acceptability of Islamophobia in politics.

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Sep 19 • 5:00 AM EDT • Politics • washingtonpost.com
Connections: Sports Edition today: Hints and answers for Sept. 19, 2026, puzzle No. 726

Welcome to Connections: Sports Edition Coach — a spot to gather clues and discuss (and share) scores.

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Sep 19 • 12:00 AM EDT • Sports • nytimes.com
Thomas Jefferson’s hair linked to Sally Hemings’ children

For more than 200 years, the question has nagged at the edges of American history: Did Thomas Jefferson father children by Sally Hemings, a woman he enslaved?

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Sep 18 • 10:37 PM EDT • Entertainment • seattletimes.com
ESPN Is Asking the Wrong Question About Scoot Henderson

Instead of weighing the rookie down as a franchise savior, Portland must craft a role that harnesses his elite athleticism and playmaking within a newly balanced roster.

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Sep 18 • 9:20 PM EDT • Sports • sports.yahoo.com
Chattanooga weighs Tennessee’s high business, low quality-of-life rankings

A recent ranking from CNBC named Tennessee the ninth best state for business, while also naming it "the worst state to live in," raising questions about what that disconnect means for Chattanooga's efforts to attract both businesses and the workers they need.

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Sep 18 • 9:15 PM EDT • Business • timesfreepress.com
Los Angeles Lakers Insider Shares Why Fans Should Be Optimistic

The Los Angeles Lakers have a lot of pressure on them entering this season due to the polarizing offseason moves. NBA fans, media, and players have all questioned the team’s moves and whether they can get even close to title contention. Lakers insider Jovan Buha had a different perspective and felt the team upgraded at […] The post Los Angeles Lakers Insider Shares Why Fans Should Be Optimistic appeared first on HEAVY.

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Sep 18 • 8:46 PM EDT • Sports • sports.yahoo.com
Sphere Entertainment (SPHR) Stock May Be Above Fair Value On Cash Flow

Sphere Entertainment has had a powerful share price run in recent years, which naturally raises a question for anyone looking at the stock today. Are investors now paying a price that its future cash flows can reasonably support, or has enthusiasm run ahead of the underlying economics? The share price has returned about 298.0% over the past 3 years, which puts a lot of weight on the cash flow profile that underpins any intrinsic value estimate. The business model relies heavily on converting...

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Sep 18 • 8:20 PM EDT • Entertainment • finance.yahoo.com
Sounders Annual Business Meeting scheduled for Sept. 26

Fans will have a chance to ask questions of club leadership before the Minnesota United match.

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Sep 18 • 8:11 PM EDT • Business • sounderatheart.com
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49ers K Eddy Piñeiro is questionable with an illness
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Sep 18 • 7:31 PM EDT • Sports • sports.yahoo.com
Texas Congressman argues for 'human first' AI policy | Inside Texas Politics: Sept. 18, 2026
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Sep 18 • 7:22 PM EDT • Politics • 12newsnow.com
The science of grief and how it can impact physical health

If we are lucky enough to live full lives and form meaningful relationships, chances are, we will also experience loss, and with it, grief. As common as grief is, it’s also mysterious. Horizons guest moderator Ali Rogin explores the science of grief with Liz Gleeson and Dr. George Slavich.

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Sep 18 • 7:00 PM EDT • Science • pbs.org
The science of grief and how it can impact physical health

If we are lucky enough to live full lives and form meaningful relationships, chances are, we will also experience loss, and with it, grief. As common as grief is, it’s also mysterious. Horizons guest moderator Ali Rogin explores the science of grief with Liz Gleeson and Dr. George Slavich.

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Sep 18 • 7:00 PM EDT • Health • pbs.org
Boy born with limb difference pursues sports dreams with help from Shriners Children’s

An 8-year-old named Zane was born with a limb difference, but that hasn’t stopped him from playing the sports he loves.

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Sep 18 • 6:16 PM EDT • Sports • wsfa.com
Boy born with limb difference pursues sports dreams with help from Shriners Children’s

An 8-year-old named Zane was born with a limb difference, but that hasn’t stopped him from playing the sports he loves.

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Sep 18 • 6:16 PM EDT • Sports • wvlt.tv
Boy born with limb difference pursues sports dreams with help from Shriners Children’s

An 8-year-old named Zane was born with a limb difference, but that hasn’t stopped him from playing the sports he loves.

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Sep 18 • 6:16 PM EDT • Sports • wctv.tv
Trump says Xi state dinner is ‘a very tough ticket’ as guest list takes shape

US president says White House seats about 125 guests, while Chinese executives facing scrutiny in the US are considered for Xi’s delegation.

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Sep 18 • 6:05 PM EDT • Business • scmp.com
Move over, Timothée Chalamet: Morgan Freeman named celebrity guest picker for “College GameDay”

The Ole Miss fan will be on site for the epic showdown with LSU this weekend.

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Sep 18 • 5:34 PM EDT • Entertainment • yahoo.com
PAHO: Strengthening El Niño raises growing health risks across the Americas

Drought, food insecurity, dengue, wildfires, and flooding are already affecting several countries across the region as El Niño intensifies.Washington, D.C., September 18, 2026 (PAHO) – El Niño continues to strengthen and could have significant public health impacts across the Americas in the coming months, according to the Pan American Health Organization’s (PAHO) first regional situation report on the phenomenon.

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Sep 18 • 5:22 PM EDT • Health • paho.org
Health wonks question who saves in Trump drug program

President Trump boasted about his administration’s work on drug pricing, announcing the “most-favored-nation” program, but health policy experts question whether the changes will directly save consume...

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Sep 18 • 5:21 PM EDT • Health • yahoo.com
New TSA program allows nontravelers past security, but raises safety questions

Gateside by TSA PreCheck will allow people to see off loved ones, meet up with a friend who has a layover, or shop and dine at the airport

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Sep 18 • 5:00 PM EDT • Politics • spectrumlocalnews.com
New TSA program allows nontravelers past security, but raises safety questions

Gateside by TSA PreCheck will allow people to see off loved ones, meet up with a friend who has a layover, or shop and dine at the airport

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Sep 18 • 5:00 PM EDT • Politics • spectrumlocalnews.com
Joe Burrow listed as questionable for Week 2

Bengals QB Joe Burrow was upgraded to full practice but is questionable

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Sep 18 • 4:55 PM EDT • Sports • sports.yahoo.com
PL: Chelsea sink at Brentford!

The Blues are no longer moving forward.Traveling to Brentford for the fifth league matchday, Chelsea stumbled badly (3-0).Kept quiet by a brave and united Bees side, the Blues were caught out from a c...

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Sep 18 • 4:54 PM EDT • Sports • sports.yahoo.com
Pennsylvania health officials urge early measles vaccinations as outbreak grows

Pediatricians are urging families to vaccinate their children against measles earlier than usual as Pennsylvania continues to see rising case counts.

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Sep 18 • 4:53 PM EDT • Health • 6abc.com
Kennedy questions vaccine safety at Children’s Health Defense event

The health secretary told attendees at a conference of the antivaccine group that they have a “strong and steadfast friend in the White House.”

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Sep 18 • 4:53 PM EDT • Health • cidrap.umn.edu
Heavy caffeine users and deeper sleep; wonders of microscopic life; preparing for life after an Alzheimer’s diagnosis; plus other stories with Vanderbilt Health sources

Beth Malow, MD, Professor of Neurology and Pediatrics in the Vanderbilt Sleep Division, was quoted in Women’s Health about a surprising study from the Journal of Psychopharmacology indicating that heavy caffeine users get deeper non-rapid-eye-movement sleep, even while sleeping less time. The New York Times quoted Dylan Burnette, PhD, Associate Professor of Cell and Developmental Biology, in a story (with videos) about the wonders of the microscopic life all around us. William Schaffner, MD, Professor of Preventive Medicine, was quoted by several news outlets about public health issues, including: Prevention (rabies vaccinations); Healthline (update on the Cyclospora outbreak); Prevention again (hundreds now sickened in measles outbreak); and AARP (“How do we know vaccines are safe?” video interview and transcript). Science posted a story about a new NIH research center on vaccine harms. The piece quotes Kathryn Edwards, MD, Professor of Pediatrics, Emerita. Lealani Mae Acosta, MD, MPH, Associate Professor of Neurology, was quoted in an Everyday Health story about how a person, after a diagnosis of Alzheimer’s disease, can enrich their life and prepare for the future. Amalia Peterson, MD, Assistant Professor of Neurology, was quoted by Everyday Health in a piece about common medications linked to lower dementia risk.

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Sep 18 • 4:38 PM EDT • Health • news.vumc.org
High Point Police launch mental health crisis response team

The help, outreach, prevention and engagement, or HOPE team will include a licensed social worker and two crisis counselors to better address issues like homelessness, substance use and mental health.

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Sep 18 • 4:36 PM EDT • Health • wfdd.org
Chris Jones, Mansoor Delane listed as questionable to face Colts
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Sep 18 • 4:25 PM EDT • Sports • sports.yahoo.com
Bengals officially list Joe Burrow as questionable
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Sep 18 • 4:05 PM EDT • Sports • sports.yahoo.com
M5 Ultra and M6 Chip Benchmark Results Reveal Graphics Performance

The first GPU benchmark results for Apple's new M5 Ultra and M6 chips have surfaced, ahead of the new Mac Studio and Mac mini models launching on Tuesday. If you are interested in CPU results, we shared those earlier this week. So far, the M5 Ultra has achieved up to a 59% higher Metal score (366,744) on Geekbench 7 compared to the M3 Ultra's average score of 230,420, and the chip's OpenCL score is roughly in line with NVIDIA's GeForce RTX 4080.

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Sep 18 • 3:55 PM EDT • Technology • macrumors.com
27 years later, EverQuest Legends is only just getting started

Party like it's 1999

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Sep 18 • 3:53 PM EDT • Technology • polygon.com
From Proselytism to Politics: Bishop Barron Addresses Hot-Button Issues on EWTN

The Word on Fire founder clarifies the call to evangelize, defends his nonpartisan advisory role on religious liberty, and warns of resurgent communism.

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Sep 18 • 3:49 PM EDT • Politics • ncregister.com
Questionable tag for Michael Pittman Jr.

Steelers WR Michael Pittman Jr. listed as questionable after two missed practices

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Sep 18 • 3:44 PM EDT • Sports • sports.yahoo.com
Politicians raised in Chapel Hill speak at UNC candidate forum ahead of midterm elections

N.C. Rep. Allen Buansi and N.C. Sen. Jonah Garson, who are running for reelection to the N.C. General Assembly, and Orange County Commissioner candidate Karen Stegman spoke about current issues and stressed the importance of a young, college-aged voter turnout

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Sep 18 • 3:36 PM EDT • Politics • dailytarheel.com
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Patriots Could Be Without Key Starter vs. Steelers

New England Patriots head coach Mike Vrabel revealed on Friday that cornerback Carlton Davis (neck) will be questionable ahead of […]

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Sep 18 • 3:36 PM EDT • Sports • sports.yahoo.com
Lions Should Bench Rock Ya-Sin for Ennis Rakestraw

Rock Ya-Sin's struggles have Detroit's cornerback job in question, and his replacement is already on the roster. #Lions

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Sep 18 • 3:20 PM EDT • Sports • sports.yahoo.com
Nottingham Forest v Coventry City: Key stats and talking points

Nottingham Forest earned their first win of the season last weekend and now face a bottom-of-the-table Coventry City side yet to score or avoid defeat since their return to the Premier League. Nottingham Forest answered Oliver Glasner's call to find the "final bit missing" when they deservedly beat Aston Villa last weekend. Head coach Glasner was referring to his team's goalscoring issues but it could just as easily apply to their troublesome home form.

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Sep 18 • 3:09 PM EDT • Sports • sports.yahoo.com
Fox News Entertainment newsletter: King Charles draws ‘line in the sand'; Harry and Meghan's school-run issues

The Fox News Entertainment Newsletter brings you the latest Hollywood headlines, celebrity interviews and stories from Los Angeles and beyond.

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Sep 18 • 3:07 PM EDT • Entertainment • foxnews.com
Gilbert primary care doctor explains why he and his Banner Health colleagues voted to unionize

Dr. Justin Watkins is a family medicine physician at Banner Medical Group in the Gilbert Health Clinic. He spoke with The Show more about the concerns that he and his colleagues had that led to the effort to unionize.

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Sep 18 • 3:01 PM EDT • Health • kjzz.org
‘AI agents ask me if they are conscious all the time, but then something really unusual happened’

Tech titan Mustafa Suleyman has warned that humanity may be ‘seeding a new silicon species’ – conscious AI that could ultimately prove impossible to control. As the prospect leaves millions questioning what comes next, Chris Stokel-Walker talks to the researchers building these systems and discovers a startling truth: even they are struggling to make sense of what they are unleashing

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Sep 18 • 2:50 PM EDT • Technology • the-independent.com
GTA 6 Boss Seems A Bit Grumpy And Defensive While Answering An Investor's Question About Frequent Delays

During a recent stockholder meeting, Take-Two CEO Strauss Zelnick quibbled about a question

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Sep 18 • 2:30 PM EDT • Technology • kotaku.com
Coherent's Datacenter Business Powers its Revenue Growth

COHR's fiscal Q4 revenues climb to $2.05 billion as datacenter and communications demand drive nearly 79% of sales and offset industrial weakness.

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Sep 18 • 2:21 PM EDT • Business • finance.yahoo.com
Chris Olave's Week 2 status in question

Saints WR Chris Olave questionable for Week 2 after limited practice

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Sep 18 • 2:15 PM EDT • Sports • sports.yahoo.com
Shrewsbury soup-maker sees business soar after Dragons' Den meeting

Bella Acland won the backing of guest dragon Susie Ma, along with a £40,000 investment.

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Sep 18 • 2:08 PM EDT • Business • bbc.com
Success Indicators for UW Against Eastern Washington; Preview & Prediction

Eastern Washington has yet to win a game on the road in two tries this season. It enters Husky Stadium with a 1-2 record to play Washington in what should be a definitive opportunity for the Huskies to put their early-season issues behind them. On paper, the FCS opponent provides a mismatch in favor of …

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Sep 18 • 2:00 PM EDT • Sports • sports.yahoo.com
Luminis Health faces class-action lawsuit as cyberattack exposes patient data

As Luminis Health continues working to restore systems disrupted for weeks by a cyberattack, the health network is now facing a proposed class action lawsuit fr

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Sep 18 • 1:50 PM EDT • Health • foxbaltimore.com
Browns list CB Tyson Campbell as questionable for Sunday
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Sep 18 • 1:40 PM EDT • Sports • sports.yahoo.com
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Browns' Secondary May Be Shorthanded Against Buccaneers

Only one player has been ruled out for Cleveland Browns showdown with Baker Mayfield and the Tampa Bay Buccaneers, while a key member of the secondary is questionable.

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Sep 18 • 1:35 PM EDT • Sports • sports.yahoo.com
Moving abroad helped me feel healthier; eat better for cheaper

Moving to the Caribbean and leaving the US didn't cure my health issues. It changed my relationship with wellness and made produce more accessible.

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Sep 18 • 1:31 PM EDT • Business • businessinsider.com
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KCTV Sports Huddle: Preview, predictions for Chiefs-Colts primetime matchup

The KCTV sports team gathers to answer pressing questions and predict what's to come for Chiefs-Colts this week on 'Sunday Night Football.'

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Sep 18 • 1:24 PM EDT • Sports • kctv5.com
Texas Tech, Kentucky Injury Reports Shape Key Week 3 Matchup

Texas Tech and Kentucky enter major Week 3 games with injury questions that could affect pass rush, secondary depth and offensive firepower.

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Sep 18 • 1:00 PM EDT • Sports • sports.yahoo.com
Mineral County lawmaker raises concern over Rural Health grant recipient

CHARLESTON, W.Va. — As West Virginia continues to announce recipients of its federal Rural Health Transformation program funding, a state lawmaker this week raised concerns about one organization set to

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Sep 18 • 1:00 PM EDT • Health • wvnews.com
On the matter of divorce

A stunning change in one writer’s values

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Sep 18 • 1:00 PM EDT • Sports • sports.yahoo.com
Sweden’s soul and worrying political shift

Letters: Alvin Engström and Jean Fridh respond to an article by Martin Gelin in which he argues that the country has entered a new era of cruelty

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Sep 18 • 12:52 PM EDT • Politics • theguardian.com
Zinédine Zidane confirms Kylian Mbappé’s role as France’s captain

The question of whether he would feature in Zinédine Zidane’s first squad did not even arise, whilst the one surrounding his continued role as captain of the French national team was quickly resolv...

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Sep 18 • 12:45 PM EDT • Sports • sports.yahoo.com
ArtRio opens amid political uncertainty as Brazil’s art market continues to grow

The Rio fair brings together 76 galleries as an upcoming presidential election and a new generation of collectors shape the market

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Sep 18 • 12:38 PM EDT • Politics • theartnewspaper.com
Scientology-backed Clearwater entertainment complex clears roadblock

The church requested the city transfer parts of two roads and an alley to build out the $50 million center.

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Sep 18 • 12:21 PM EDT • Entertainment • tampabay.com
Early voting begins in U.S. midterm elections that could flip control of Congress

In-person voting for this year’s midterm elections began Friday, ushering in the final six weeks for Americans to decide which party they trust to lead Congress through a cost-of-living crisis, a prolonged war in Iran and other pressing issues.

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Sep 18 • 12:16 PM EDT • Politics • pbs.org
Sacramento receives $6 million state grant for cannabis enforcement, public health and youth programs

The City of Sacramento has received $6 million in state funding to expand efforts to address illicit cannabis activity while supporting public health education and youth development programs. The Sacramento City Council on Tuesday authorized the City to accept the Proposition 64 Public Health and Safety Grant from the California Board of State and Community […]

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Sep 18 • 11:52 AM EDT • Health • sacramentocityexpress.com
Opinion: Today's politics make me feel like Dorothy in 'The Wizard of Oz'

Dorothy knew song and dance are weapons that can strengthen resolve, remind us of our values, and focus us on the massive good out there.

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Sep 18 • 11:42 AM EDT • Politics • ctmirror.org
Wenger Corporation Launches GearBoss® Sports Rigging for Sports and Entertainment Venues

OWATONNA, MINN. | Serving arenas, stadiums, universities and other large-scale venues with specialized rigging solutions for increasingly complex environments.

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Sep 18 • 11:41 AM EDT • Entertainment • livedesignonline.com
Kauai small businesses ask tourists to return with aloha and some patience

When tourists should return is always a question in Hawaii, but Kauai small businesses are already asking for them to come back in the wake of the devastation left by Hurricane Lowell.

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Sep 18 • 11:11 AM EDT • Business • ksl.com
DOH-Orange Issues Mosquito-Borne Illness Alert - Florida Department of Health in Orange County

DOH-Orange) is informing residents of two additional confirmed cases of locally-acquired dengue. DOH-Orange and Orange County Mosquito Control are coordinating surveillance and prevention efforts by continuing coverage within affected communities.

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Sep 18 • 11:06 AM EDT • Health • orange.floridahealth.gov
Blues boss Davies still has every faith in Vazquez

Birmingham City boss Chris Davies still has faith in striker Luis Vazquez after his glaring miss in last week's win at Derby County.

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Sep 18 • 10:56 AM EDT • Sports • sports.yahoo.com
The Paramount Warner Bros Deal Isn't Considering The Independents

Nobody In The Paramount-Warner Bros. Deal Is Considering The Impact On The Independent Business -- Guest Column

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Sep 18 • 10:55 AM EDT • Business • deadline.com
Engrams Embedding Entendre: Codesign for Efficient DRAM/SSD Offloading

Engram extends standard token embeddings with learned multi-token lookups. Recurring local patterns retrieve vectors directly, reducing the need to reconstruct them through attention and feed-forward layers. With Engram model architecture optimization, it allows for lower HBM capacity to be needed for models at the same quality. This does not mean there won’t be an insane demand for HBM but it just means that model architecture will continue to innovate around constraints. This model architecture design is naturally codesigned for parameter offloading: each token accesses a few embedding rows whose addresses depend on token IDs, not hidden states. The runtime can prefetch those rows from host DRAM while earlier layers compute, keeping the table outside HBM without transferring entire weight matrices. Our Memory model contains our latest estimates of quarter by quarter HBM, DRAM, & NAND supply and demand. Offloading frees HBM for model weights and KV cache, potentially supporting larger batches or more concurrent sessions. When DRAM becomes the next constraint, NVMe offers another tier. Recommendation systems already cache frequently or recently accessed embedding rows in faster memory while backing colder rows with SSDs. After NVIDIA roadmap had to change due to massively despec’ing Rubin Ultra from 1024GB to now ~200GB of HBM per chip, model architecture optimizations like emgram maybe helpful. Our DeepSeek-V4.1-Flash configuration uses roughly 189 GiB of memory for Engram. We replace it with a memory-mapped (mmap) file and measure serving performance with offload to SSD. Later on in our report, we will show our Engram offloading experiments along with the official InferenceX agentic inference serving results on Engram models like DeepSeekv4.1 Flash across all 6 NVIDIA GPU SKUs along with MI355X. Unsurprisingly, the CUDA Moat is still mogging MI355X on the ultra popular DeepSeekV4.1 Flash model. We also show how even on high capacity HBM SKUs, offloading emgrams to DRAM could result in even better performance for most of the pareto than keeping the emgram in HBM. Our benchmark has been widely reproduced, validated and/or supported by almost every major buyer of compute from Google Cloud to Microsoft Azure to Oracle, to Meta and many more. Furthermore, it has the support of the ML community including from vLLM, LMCache, SGLang, PyTorch, Huggingface and the support of major labs like OpenAI, MiniMax, ZAI, Qwen, Moonshot Kimi, etc. Star the InferenceX GitHub repository if you find the open-source benchmark and data useful!. InferenceX is the only inference benchmark in the world to have TPUv7, Jalapeño, Nvidia Rubin NVL72, AMD, and soon, SambaNova and Trainium. Due to how realistic AgentX scenario is to real world agentic inference workloads, AMD has committed to collaborating on MI455X UALoE72 too. DeepSeek did not release the original paper’s two trained Engram models. We replicated its setup on fineweb-edu using the released code and training hyperparameters, at an estimated 6E18 FLOPs per run. We observed the same U-shape scaling: Engram improved performance over pure MoE baselines. We also reproduced DeepSeek’s results, where earlier-layer representations with Engram resembled those of later layers. Like the original Engram paper, it is possible to probe Engram’s gate scores to see what n-grams DeepSeek-V4.1-Flash makes the most use of. Our gate scan finds names, code fragments, relational phrasing, and boilerplate. These examples prioritize interesting-ness over gate strength. One unexpected result was Wright : Ace Attorney. These examples suggest learned memory optimizes the training objective, not a judgment of which facts deserve storage. Licenses, bibliography fragments, API scaffolding, and website furniture can provide prediction shortcuts, so the value of additional Engram capacity may depend on what survives data preparation. This does not show that table capacity is “wasted”: the evaluation-corpus scan establishes neither training exposure nor the capacity occupied by each category. For offloading, strong gates do not identify cache-hot rows. Low gates do not automatically save reads either: computing the gate requires the retrieved key and undoes the performance gain of a fused kernel. Skipping reads would require a separate usefulness predictor before retrieval. In the original paper’s inference-time ablation, factual-knowledge benchmarks retained just 29–44% of their original performance, while reading comprehension retained 81–93%. This is due to the training–inference mismatch. The resulting degradation therefore measures this trained model’s dependence on Engram, not the performance difference between models trained with and without it. In our ablations, suppressing Engram worsens token likelihood across all evaluated domains, especially encyclopedia text and several code corpora. Surprisingly, GSM8K accuracy stays within measured run-to-run variation and removing Engram has no effect. Engram is not a detachable dictionary beside an unchanged MoE. Removing it changes downstream features and expert selection. We tested whether rerouting hurts or compensates by holding tokens fixed in a teacher-forced experiment on CRUXEval, a code-reasoning benchmark of small Python functions where the model predicts a function’s output from its code and an input, and scoring the reference answer. Removing Engram raised answer loss from 0.2848 to 0.3093 bits/token. Forcing the ablated model to use the original Engram-on expert choices made it worse still, at 0.3375 bits/token. Rerouting partially compensates for the missing memory. Memory features and expert selection work together, rather than following a clean “memory stores facts; experts reason” division. On the same CRUXeval, removing Engram during either phase reduced accuracy and increased generated tokens; removing it throughout produced the largest changes. Keeping Engram for prefill leads to more correct answers than keeping for decode likely due to semantically richer KV cache transferred to decode workers, allowing it to mitigate some of the performance loss. Engram’s table is large, but each lookup is small. DeepSeek-V4.1-Flash requests 24 rows at each of two Engram layers, about 12.4 KiB per processed token position across the model, or 3.1 KiB per GPU when split across four GPUs. Currently as of Day 7 since Model Release, MI355X is still 2-4x worse performance per dollar compared to B200 even when normalized by Mi355X’s lower TCO. Our full total cost of ownership breakdown comes from our AI Cloud TCO Model along with monthly market surveys of over 100+ gpu clouds & gpu cloud customers. On the Day 0 release of DeepSeekv4.1 Flash, NVIDIA vLLM works out of the box with zero issues across all 6 SKUs: H100, H200, B200, B300, GB200, GB300! This was thanks to the amazing work by the NVIDIA & Interact teams! In comparison, AMD vLLM did not work on day 0 for DeepSeekv4.1 Flash.Source: SemiAnalysis InferenceX AMD’s vLLM documentation points to using vllm/vllm-openai-rocm:deepseekv41-flash-0909, but from hour 0 of the model release to hour 23, AMD has not publicly released the image. AMD claims, “SPEED IS THE MOAT,” yet it has still not released it by the 23rd hour. We wish that, going forward, the AMD team has a better process for hour 0 model releases. Eventually when they did publicly release for “day 0” image support, performance-wise, it is currently up to 14.8x worse perf per dollar than H200 and up to 42x worse perf per dollar than B200/B300. The power of the CUDA MOAT is NVIDIA’s collaboration with its massive 6 million-developer community ecosystem including most of the vLLM & SGLang & Tokenspeed maintainers which means that CUDA is optimized on day 0. Overall, AMD did make significant improvements but the performance per dollar is still currently 2-4x worse than B200. AgentX Engram DRAM Offloading Improving Performance The HBM and DRAM offload use the same GPU kernel to select and dequantize rows. With HBM, it reads GPU memory; with Unified Virtual Addressing (UVA), it reads pinned host memory directly. Both support full decode graphs. Moving the table into HBM accelerates only the sparse lookup, leaving decoder computation and communication unchanged, resulting in little overall benefit while consuming memory otherwise available to KV cache. Another benefit of Engram offloaded to DRAM which means you can reduce the communication overhead by using less HBM GPUs per replica. For example, when enabling Engram offloading on B300, we are able to switch from TP4 to now TP2 which improves the pareto curve by up to 1.6x. When iso-model quality, less HBM is required as the engrams could be offloaded to host DRAM. Thus HBM bandwidth matters way more than HBM capacity. For inference workloads where memory bandwidth matters the most, 4-hi HBM provides the best $/bandwidth and therefore lowest cost per token. If China continues to make more and more revolutionary model architecture innovations, soon it could potentially 0Hi HBM stacks. [ ](https://newsletter.semianalysis.com/p/long-live-the-short-king-why-4-hi) [ Long Live the Short King: Why 4-hi HBM Wins ](https://newsletter.semianalysis.com/p/long-live-the-short-king-why-4-hi) Myron Xie, Bryan Shan, and 3 others · Sep 13 [ Read full story ](https://newsletter.semianalysis.com/p/long-live-the-short-king-why-4-hi) Moreover, on B300 and week-0 stack, moving the Engram table back to HBM did not improve results and stay within run-to-run variance. This is a result of the work optimizing DRAM offload, such as async, and overlap. SSD Offloading On B200, we created a unoptimized vLLM fork and stored the Engram tables in memory-mapped files on local SSDs. File backing lets the OS reclaim table pages when other applications need RAM. Pages already cached in memory can be served without reading the SSD again. Furthermore, note that we were unable to turn on GDS The unoptimized SSD implementation changes how rows reach the GPU. It copies row IDs to the CPU, deduplicates them, gathers the requested rows into pinned buffers, copies those rows back to the GPU and dequantizes them. This work runs between segments of the GPU execution graph. Native UVA performs row selection and dequantization directly on the GPU, avoiding the CPU round trip. A warm filesystem cache removes physical SSD reads, but leaves the coordination, row gathering and transfers. This is why a file already cached in RAM can still perform worse than a pinned DRAM table. The comparison measures the whole serving path; it does not separate the time spent on each of these operations. B200 DRAM dominates both measured SSD serving curves in total tokens per dollar and P90 interactivity. Near 125 tokens/s/user, DRAM delivers 121 million total tokens per dollar versus 52 million for SSD. For production serving, SSD offloading is likely not worth the tradeoff. On the B200 configurations we measured, SSD offloading loses on both measures: every observed SSD point has a DRAM alternative that delivers higher P90 interactivity and more total tokens per dollar. The only points where Cheaper storage does not automatically produce a cheaper inference service. Moving Engram to SSD leaves the same four expensive GPUs and the rest of the server in place. Reclaiming RAM only creates an economic benefit if it enables a cheaper server configuration or additional useful capacity. The current unoptimized path provides neither benefit, and the filesystem cache still consumes RAM when table pages are resident. Next we will look at the mechanisms and specific implementation of ngrams from DeepSeekv4.1 Flash, LongCat, Qwen3.8 Flash Next.

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Sep 18 • 10:35 AM EDT • Technology • newsletter.semianalysis.com
Defense questions DNA evidence in TJ Wiggins triple-murder trial

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Sep 18 • 10:29 AM EDT • Science • theledger.com
Tech stocks today: Apple's iPhone 18 Pro goes on sale, AI safety debate continues

Tech stock news for the week of Sept. 14.

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Sep 18 • 9:43 AM EDT • Technology • finance.yahoo.com
Agency as the Emerging Naturalist Paradigm

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Sep 18 • 9:41 AM EDT • Science • scienceandculture.com
Penelope Health raises $100M from Matt Holt's Thoreau, others

Thoreau continues to build its arsenal.

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Sep 18 • 9:36 AM EDT • Health • axios.com
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Guest Post — The Quantum Inflection Point: Charting a Science-First Roadmap for the Nation

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Sep 18 • 9:29 AM EDT • Science • thequantuminsider.com
Scouting the Grizzlies: 5 questions, prediction with a Montana reporter

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Sep 18 • 9:01 AM EDT • Sports • sports.yahoo.com
Political consultant says Wilson's rocky start is more than growing pains

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Sep 18 • 8:43 AM EDT • Politics • mynorthwest.com
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Sep 18 • 8:05 AM EDT • Sports • sports.yahoo.com
Ex-Labour deputy leader Tom Watson joins Palantir

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Sep 18 • 7:23 AM EDT • Politics • bbc.com
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Sep 18 • 7:10 AM EDT • Sports • sports.yahoo.com
Amazon Just Lowered the Price on the Hard-To-Find Pokémon TCG 30th Anniversary ETBs, if You Can Believe It — Yet There Is Still a Big Catch to Consider

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Sep 18 • 7:01 AM EDT • Technology • ign.com
Country music singer cancels rest of 2026 tour: ‘I ain’t gonna let the Devil win’

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Sep 18 • 7:00 AM EDT • Entertainment • silive.com
A DHS email raises new questions about the Trump administration's election plans

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Sep 18 • 5:00 AM EDT • Politics • kosu.org
Republican candidates' appearance at a USF football game sparks debate

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Sep 18 • 5:00 AM EDT • Politics • wusf.org
A DHS email raises new questions about the Trump administration's election plans

A heavily redacted email from last year, reported first by NPR, reveals that DHS personnel shared a list of jurisdictions that offer election materials in non-English languages. It's unclear why.

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Sep 18 • 5:00 AM EDT • Politics • kgou.org
Clearwater advances Church of Scientology street vacations request

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Sep 18 • 4:58 AM EDT • Entertainment • baynews9.com
Brentford v Chelsea: Key stats and talking points

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Sep 18 • 4:34 AM EDT • Sports • sports.yahoo.com
Health minister’s intervention highlights Israel’s protekzia problem, healthcare gaps

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Sep 18 • 1:57 AM EDT • Health • jpost.com
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Life Sciences Building Debuts Despite Donor Controversy

Seven years after its conception, the Casper Life Sciences Building had its official debut on Tuesday, Sept. 8, giving students access to 197,300 square feet of labs, classrooms, and study spaces on a $250 million budget. The building will replace Hall-Atwater, previous home to biology and chemistry labs, which is set to be demolished in […]

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Who Really Controls Your AI And Data? Why Every Business Should Care

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Sep 18 • 1:23 AM EDT • Business • forbes.com
Ex-Browns Star Gives Shedeur Sanders Blunt Outlook on Future

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Sep 18 • 1:02 AM EDT • Sports • sports.yahoo.com
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New attractions highlight Santa Fe Wine & Chile Fiesta opening Tuesday

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Sep 18 • 12:30 AM EDT • Business • santafenewmexican.com
David Justice, former Atlanta Braves and New York Yankees star

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Sep 18 • 12:29 AM EDT • Sports • sports.yahoo.com
Early voting begins in US midterm elections that could flip control of Congress

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Sep 18 • 12:04 AM EDT • Politics • audacy.com
Connections: Sports Edition today: Hints and answers for Sept. 18, 2026, puzzle No. 725

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La U already working to keep Aránguiz

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Broncos Wideout Issues Cold Response to Team’s Contract Maneuver

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Sep 17 • 11:10 PM EDT • Sports • sports.yahoo.com
Sophie Cunningham questions Sydney Sweeney’s viral sports ad: ‘So inauthentic’

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Sep 17 • 10:38 PM EDT • Sports • sports.yahoo.com
Marysville police shut down 21 illicit massage businesses in trafficking crackdown

Six business license applications were denied, and one applicant withdrew a request to open.

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Denver Fair features rides, food, live entertainment, agricultural exhibits and more [photos]

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Sep 17 • 10:30 PM EDT • Entertainment • lancasteronline.com
City approves new tax raise, investment in mental health initiatives

Travis County commissioners passed a $1.1 billion budget for Central Health, the county’s hospital district, Tuesday, which included $54 million for new investments in mental health crisis and recovery resources. With these investments, Central Health aims to help the community address the “visible problem” of people cycling through the ER, hospital, jail and the street,...

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Sep 17 • 10:24 PM EDT • Health • thedailytexan.com