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HEALTH: Vaccination clinics ahead at schools in West Seattle

Community members of all ages can get vaccinated at clinics coming up at local schools - here's the announcement we were asked to share to you: Seattle Visiting Nurse Association runs annual flu and COVID-19 vaccine clinics at various middle and high schools in partnership with Seattle Public Schools. These clinics are open to the public, ...

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Sep 20 • 12:09 PM EDT • Health • westseattleblog.com
Department of Health warns of possible measles exposure at Philadelphia airport

The Philadelphia Department of Public Health is warning travelers of a possible measles exposure at Philadelphia International Airport that occurred last week.

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Sep 20 • 11:38 AM EDT • Health • local21news.com
Lake Street Taco Tour serves up support for local businesses

Businesses on Lake Street have been dealing with one thing after another after Operation Metro Surge — going back to the COVID pandemic. On Saturday, the community came together to support some of those businesses at the Taco Tour on Lake Street.

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Sep 20 • 11:20 AM EDT • Business • mprnews.org
Campbell County health and food inspections (9/11/26–9/107/26)

GILLETTE, Wyo. — The Consumer Health Services Division of the Wyoming Department of Agriculture conducts inspections of retail food establishments throughout Wyoming (where there is not a local health department that does inspections) to help ensure safety of Wyoming residents. Campbell County establishments are inspected at least once a year by the WDA. All of […]

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Sep 20 • 11:00 AM EDT • Health • county17.com
Diesel prices in Bakersfield top $8 a gallon, squeezing trucking firms and raising grocery costs

Bakersfield diesel prices are up 60% from last year, topping $8 a gallon and straining local trucking and farm businesses.

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Sep 20 • 10:31 AM EDT • Business • turnto23.com
Power & Politics: Suffolk Democrats gear up for convention, local elections

Democratic Party Chairman Rich Schaffer and Southold Town Democratic Committee Chair Katherine Casey Quigley join the show.

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Sep 20 • 10:00 AM EDT • Politics • longisland.news12.com
Lopez strike seals Wolves win in Black Country Derby

Wolves claimed local bragging rights on Sunday as Fer Lopez’s second-half goal secured a 1-0 victory over West Bromwich in the Black Country derby.Wolves dominated the opening stages and could easil...

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Sep 20 • 9:30 AM EDT • Sports • sports.yahoo.com
'Rethink everything:' Local health leaders take pulse of challenges

Ventura County's biggest healthcare players examined the "big beautful bill," worker shortages and other challenges.

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Sep 20 • 8:30 AM EDT • Health • vcstar.com
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Board risky trainees at an Oglesby business?

There is a shortage of workers trained to install big solar systems, so the industry is turning to ex-convicts and other risky candidates to do the jobs. An Oglesby company is taking that to the next level.

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Sep 20 • 7:00 AM EDT • Business • shawlocal.com
‘Keys Unlocked’ TV series spotlights local real estate, lifestyle

CUDJOE KEY — REAL Shows Network (RSN), a national television platform for real estate and lifestyle storytelling, has added “Keys Unlocked,” a new locally hosted series serving the Florida Keys,

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Sep 20 • 7:00 AM EDT • Business • keysnews.com
What's Happening in Health: September 20, 2026
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Sep 20 • 6:00 AM EDT • Health • local12.com
Editorial: Our mayor uses ‘corporate’ as a slur. But Chicago’s business community opts for constructive engagement.

One of Chicago’s most important strengths for about as long as it’s existed has been a tight-knit business community with an uncommon commitment to civic duty and a willingness to donate time and trea...

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Sep 20 • 6:00 AM EDT • Business • yahoo.com
FSU students show interest in staying in Tallahassee

Nearly 900 FSU students attended a local career fair, challenging the idea that graduates always leave the city.

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Sep 20 • 5:05 AM EDT • Business • tallahassee.com
Art project transforms Denton youth mental health center - Cross Timbers Gazette | Southern Denton County | Flower Mound

A local mental health facility in Denton is getting a vibrant makeover thanks to an inspiring collaboration with Denton County. The Art Room, a local nonprofit dedicated to supporting individuals with mental health challenges through the healing power of art, has partnered with the Denton County MHMR Center’s Child & Adolescent Center for its latest […]

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Sep 20 • 1:01 AM EDT • Health • crosstimbersgazette.com
Business Bulletin: AlignLife expands; AAA Translation rates; MU Health Care earns

Catch up on local business awards, acquisitions and donations.

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Sep 20 • 1:00 AM EDT • Business • stltoday.com
Fiesta de Salud brings free health resources, culture, community to Austin

Families gathered at the Emma S. Barrientos Mexican American Cultural Center on Saturday for Fiesta de Salud, a free community health fair aimed at helping Central Texans start the school year healthy and informed. READ MORE: https://www.kxan.com/news/local/austin/fiesta-de-salud-brings-free-health-resources-culture-community-to-austin/

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Sep 19 • 11:22 PM EDT • Health • kxan.com
Fall Fest supports local businesses and the Chester Bowl scholarship program

Vendors, food trucks and live music mark start of the season at Chester Park

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Sep 19 • 9:24 PM EDT • Business • northernnewsnow.com
Bikini barista shop coming to Sulphur despite pushback

A bikini barista shop is coming soon to Sulphur, but the store’s owners are already facing pushback from the local community. Married couple Kloey and Hunter Machulski expect to begin […]

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Sep 19 • 9:07 PM EDT • Business • americanpress.com
Local business hires 12-year-old to create stop-motion animation ad

PMR Automotive hired a 12-year-old from North Carolina to create a stop-motion animation commercial for them, highlighting not only the business but the boy’s creativity.

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Sep 19 • 7:16 PM EDT • Business • thesouthern.com
Science on Tap: Mechanics of Messaging

A monthly series of informal discussions by the SEE Science Center on relevant topics with local experts and scientists. Doors open at 5pm. Events are free. Advance Sign up appreciated. Food and drink can be ordered off the menu.Oct. 13 Topic: Mechanics of MessagingWe all know that Gutenberg changed the world, but printing technology did not stop there. Join us to discuss how NH has played a role in the evolution of high-tech printing and related technologies. From Dot-Matrix, to Ink jet to Laser and 3-D discover what is being employed, how it evolved and where it is headed next.Panelists will include:James K McMahon- Layer Grown Model Technology Services-Retired

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Sep 19 • 6:47 PM EDT • Science • nhpr.org
Roar & Explore vendor show highlights local businesses at Hovatter’s Wildlife Zoo

Hovatter’s Wildlife Zoo hosted its Roar & Explore vendor show, bringing together local businesses and community members for a day of shopping, family fun and wildlife.

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Sep 19 • 6:30 PM EDT • Business • wdtv.com
SEED STEM Festival brings science to life for local children

From building robots to exploring neuroscience, local children got hands-on experience with science, technology, engineering and math Saturday at Aiken’s 41st annual SEED STEM Festival.

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Sep 19 • 6:15 PM EDT • Science • wrdw.com
Topeka businesses go head-to-head in truck pull to support local pantry

Be Filled of South Topeka hosted its Annual Pull Event Saturday morning.

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Sep 19 • 6:11 PM EDT • Business • wibw.com
Local First Foundation advocates for community-based healthcare plan across La Plata County

Nonprofit asks city to get involved

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Sep 19 • 5:02 PM EDT • Health • durangoherald.com
Volunteers help Carson City locals receive health checkups at first Love Heals Free Clinic

Locals unable to afford health checkups can get them done by medical professionals today, Saturday, at the Carson City Community Center during the first Love Heals Free Clinic event happening […]

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Sep 19 • 4:58 PM EDT • Health • carsonnow.org
Best Bets: A quick guide to La Jolla entertainment and experiences

Local events and activities

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Sep 19 • 4:00 PM EDT • Entertainment • sandiegouniontribune.com
Take action with AI

Upcoming small business event happening at local library

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Sep 19 • 4:00 PM EDT • Business • sanduskyregister.com
New documentary series examines the personal side of political division in ‘Bucks County, USA’

The five-part series premieres nationally on PBS and locally on WHYY on Sept. 21.

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Sep 19 • 2:09 PM EDT • Politics • whyy.org
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State/Local Health Officials Warn Public Measles Visitor Traveled State

It is related to a passenger who traveled by train and bus and was hospitalized.

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Sep 19 • 2:03 PM EDT • Health • mymotherlode.com
SEED STEM Festival brings science to life for local children

From building robots to exploring neuroscience, local children got hands-on experience with science, technology, engineering and math Saturday at Aiken’s 41st annual SEED STEM Festival.

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Sep 19 • 1:36 PM EDT • Science • wrdw.com
How I underestimated how unpredictable mental health can be

The Lindsay Clancy trial is shocking, but the complexity of mental health and our inability to control everything should be humbling to us all.

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Sep 19 • 12:00 PM EDT • Health • kitsapsun.com
Small businesses, big impact | Inside Blount County's hospitality growth

Oldham Hospitality and Gemini Hospitality are proving that locally-owned restaurants can be real engines of small business growth and economic and community development.

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Sep 19 • 11:35 AM EDT • Business • teknovation.biz
Nestlé Loses the Keys to Its Russian Business

The food giant fell after Moscow placed its local operations under temporary external administration, reviving fears that another Western company could ultimately lose control of its Russian assets.

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Sep 19 • 7:55 AM EDT • Business • finance.yahoo.com
Colorado Politics Calendar Sept. 21-27

CoPo’s weekly political calendar will help you find political and public-policy events throughout Colorado. It includes candidate and issue campaign events, public policy meetings, court hearings, state and local party conventions, assemblies, debates, rallies, parades, speaking engagements, traveling dignitary appearances, water meetings, book signings, county commission hearings, city council meetings and more. As a subscriber, […]

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Sep 19 • 7:00 AM EDT • Politics • coloradopolitics.com
CT Culture Corner: ‘Hell's Kitchen,' Olivia Rodrigo lead local entertainment news

For the 25th season of "Hell's Kitchen" every contestant will be under age of 25, Gordon Ramsay said.

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Sep 19 • 6:00 AM EDT • Entertainment • yahoo.com
New Hanover's 17-year life expectancy divide fuels Hub's reporting

New Hanover County has a 17 year life expectancy gap. Local journalists are working together to find out why.

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Sep 19 • 5:00 AM EDT • Health • starnewsonline.com
Health Journalists Visit Conservative Georgia District and Weigh AI Bioweapon Threat

KFF Health News journalists made the rounds on national and local media recently to discuss topical stories. Here’s a collection of their appearances.

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Sep 19 • 5:00 AM EDT • Health • kffhealthnews.org
WBNS 10TV

From its founding in 1949, WBNS-10TV has strived to bring to central Ohio the highest quality news and entertainment programming, while utilizing the best in television technology. WBNS is the most-watched news channel in central Ohio, delivering 24-hour news, CBS programming and sports, top-rated syndicated programs and award-winning local programming. WBNS stands on the cutting edge of television broadcasting as it has since its inception. On television, online and on the go, 10TV News is Central Ohio's News Leader. WBNS is part of TEGNA, a publicly traded local media company dedicated to serving the greater good of our communities.

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Sep 19 • 3:00 AM EDT • Politics • youtube.com
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California health department notifies of measles exposure from unvaccinated Amtrak passenger

The California Department of Public Health (CDPH) is urging residents to get their measles vaccination after notifying the public of an exposure from an Amtrak passenger who traveled on the rail syste...

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Sep 19 • 12:48 AM EDT • Health • yahoo.com
KING 5 Seattle

KING 5 News (NBC Seattle) Seattle Leading Local News: Weather, Traffic, Sports & More See Seattle through new lens with our flagship YouTube series, Local Lens Seattle! [KING 5 Media Group, a TEGNA company]

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Sep 19 • 12:13 AM EDT • Business • youtube.com
Arab business owner says sewage backups along North Main Street are a recurring problem

A sewage backup along North Main Street in Arab has been cleaned up, but a local business owner says it is not the first time she has dealt with the city’s sewer system overflowing.

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Sep 18 • 11:35 PM EDT • Business • waff.com
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Local photographer shares how AI is changing her business

A local mother and photographer is speaking out about how artificial intelligence is affecting her small business.

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Sep 18 • 11:05 PM EDT • Business • yahoo.com
SBA hosts pop-up for local businesses hurt by flooding to apply for federal aid

Much-needed aid is on the way to parts of Indiana most affected by flooding.

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Sep 18 • 10:50 PM EDT • Business • local12.com
New initiative expected to help business prepare for LA28

Mayor Karen Bass and local leaders launch Relay28 to help local business prepare for LA28. This broadcast aired on NBC4 at 5 p.m. on Sept. 18, 2026.

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Sep 18 • 9:57 PM EDT • Business • nbclosangeles.com
Local Burbank business remembers NewsChopper 4 pilot George Marciniw

NewsChopper 4 pilot George Marciniw remembered by Burbank business. Brittany Hope reports for NBC4 at 5 p.m. on Sept. 18, 2026.

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Sep 18 • 9:11 PM EDT • Business • nbclosangeles.com
Small business grants for those impacted by Lineage fire and more

Local businesses in the Boyle Heights-East LA area say they lost customers during Lineage cleanup

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Sep 18 • 8:59 PM EDT • Business • mynews13.com
Tanning bed use resurging as Fresno dermatologist warns of health risks

Some local doctors say they are seeing a resurgence in the use of tanning beds, particularly among young people, and are warning about the health risks.

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Sep 18 • 8:30 PM EDT • Health • abc30.com
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‘Right Choice For Me’: Sherman graduate launches business with help from BOCES experience

SHERMAN – For Colton Courtney, the opening of the Branding Iron of Sherman is the latest chapter in a career that has always been closely connected to agriculture, animals, and his hometown. The 2023 Sherman Central School graduate opened the retail meat store Aug. 1 at 121 W. Main St., bringing locally raised products to […]

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Sep 18 • 8:00 PM EDT • Business • post-journal.com
Southern Illinois business hires 12-year-old to create stop-motion animation ad

PMR Automotive hired a 12-year-old from North Carolina to create a stop-motion animation commercial for them, highlighting not only the business but the boy’s creativity.

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Sep 18 • 7:37 PM EDT • Business • wpsdlocal6.com
Willy Street fair offers Madison businesses a chance to recover

MADISON, Wis. — Business owners along Williamson Street, known locally as Willy Street, are hoping this weekend’s fair will provide a much-needed boost after a difficult month.

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Sep 18 • 7:11 PM EDT • Business • channel3000.com
Johnson City Press | Local News, Weather and Sports

Stay informed with Johnson City: Get the latest local news, weather forecasts, and sports coverage in Johnson City and the Tri-Cities region

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Sep 18 • 7:03 PM EDT • Science • johnsoncitypress.com
Meet Earth’s newest wild cat species, living in Bolivia and the first named in over a century

A previously unknown cat species has been identified in plain sight: at a wildlife sanctuary in Bolivia, where the small, spotted feline had been living for years after being taken in by a local family.

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Sep 18 • 6:45 PM EDT • Science • pbs.org
Baltimore businesses hoping to win big with Ravens and Orioles in town for back-to-back home games

Thousands of Ravens and Orioles fans are expected to soar into downtown Baltimore, which means a big boost for local businesses.

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Sep 18 • 6:05 PM EDT • Business • cbsnews.com
High-Signal Publisher
Evolution Dental Science opens new facility

BUFFALO, N.Y. (WIVB) — Evolution Dental Science held a ribbon cutting ceremony for their new dental lab Friday on Essjay Road, a facility that the business says will support local job creatio…

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Sep 18 • 5:45 PM EDT • Science • wivb.com
Fresno unemployment rises to 7.8% in August

Fresno County unemployment rose to 7.8% in August as Valley rates remained above California’s average. See how local counties and jobs compare.

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Sep 18 • 5:45 PM EDT • Business • thebusinessjournal.com
Local health officials urge measles vaccination amid exposures

ROCHESTER, N.Y. (WROC) — More measles exposures are being reported across the region. Exposures are now being tracked at the Frederick Douglass Greater Rochester International Airport, as well as a fe...

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Sep 18 • 5:43 PM EDT • Health • yahoo.com
Volunteer days initiative unites Sarasota businesses, nonprofits and community

This is the fifth year of the initiative bringing together Sarasota’s business community, and local non-profits.

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Sep 18 • 5:27 PM EDT • Business • mysuncoast.com
Walter Anderson Museum of Art hosting Science Saturday

Art and science come together this weekend at the Walter Anderson Museum of Art for Science Saturday, a hands-on celebration of STEAM in conjunction with the Mississippi Science Festival. Joining us is Director of Arts and Environmental Education Sandra Bilbo with more. Categories: Community Headlines, Local News Tags: Walter Anderson museum of Art

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Sep 18 • 5:00 PM EDT • Science • wxxv25.com
Stone County Health Department partners with VSO to help local veterans access earned benefits

Navigating military benefits can often feel overwhelming, but a local initiative in Stone County is working to ensure area veterans don’t fall through the cracks.

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Sep 18 • 4:31 PM EDT • Health • ky3.com
Lubbock paddleboard business pairs sunset yoga with moonlit float

A local paddleboard business is offering an evening event that combines a sunset yoga stretch with a moonlit paddleboard session.

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Sep 18 • 4:26 PM EDT • Business • fox34.com
Lubbock paddleboard business pairs sunset yoga with moonlit float

A local paddleboard business is offering an evening event that combines a sunset yoga stretch with a moonlit paddleboard session.

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Sep 18 • 4:26 PM EDT • Business • kcbd.com
Wayne County warns of potential measles exposure at local business

Wayne County Public Health is warning residents of a potential measles exposure at a local business earlier this month.

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Sep 18 • 4:13 PM EDT • Business • 13wham.com
PHOTOS: Tennessee Entertainment Commission announces Tennessee Music Advisory Council

Fox 17 provides local news, weather, sports, traffic and entertainment for Nashville and nearby towns and communities in Middle Tennessee, including Forest Hills, Brentwood, Franklin, Fairview, Dickson, Clarksville, White House, Greenbrier, Springfield, Gallatin, Hartsville, Lebanon, Mt Juliet, Smyrna, College Grove, Thompson’s Station, Centerville, Murfreesboro, Columbia, Lewisburg, Shelbyville, Manchester, McMinnville, Smithville, Sparta, Cookeville, Hohenwald, Waverly, Camden, Paris, Lafayette, Portland, and in Kentucky, Russelville, Bowling Green, Franklin, Alvaton, Scottsville, Hopkinsville, Glasgow.

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Sep 18 • 3:16 PM EDT • Entertainment • fox17.com
Tenderloin Buzz: Small businesses galore!

Coming up in the Tenderloin: two new businesses to visit and weekly neighborhood events.

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Sep 18 • 3:00 PM EDT • Business • missionlocal.org
Google Adds Local Businesses To EEA Search Result Units

Google updated its Search documentation to add local business queries to the two result units rolled out in the EEA for directories and direct providers.

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Sep 18 • 1:51 PM EDT • Business • searchenginejournal.com
Education notes: Sterling student graduates from Des Moines University Medicine and Health Sciences

Here's a roundup of local students and their college achievements.

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Sep 18 • 1:00 PM EDT • Science • shawlocal.com
Live & Local: Where to find upcoming local music, open mics and live entertainment

Rafters

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Sep 18 • 12:42 PM EDT • Entertainment • bcdemocrat.com
Black Gold Festival street closure boosts Hazard businesses

Main Street in Hazard will be closed for most of the weekend for the 45th annual Black Gold Festival, but how does this impact local businesses?

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Sep 18 • 12:19 PM EDT • Business • wymt.com
Beyond Hollywood: Atlanta's New Entertainment Economy

Local media leaders explore how Atlanta is evolving from a production destination into a sustainable creative powerhouse.

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Sep 18 • 12:12 PM EDT • Entertainment • yahoo.com
Build columns, not Trump’s arch, D.C. official tells administration

Local officials, preservationists and historians are pushing to scale back Trump's planned arch, advocating the slender columns originally envisioned by architects and lawmakers a century ago.

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Sep 18 • 11:58 AM EDT • Politics • washingtonpost.com
McLean County honors forensic professionals during Forensic Science Week

McLean County recognized coroners, forensic pathologists, technicians and autopsy assistants while proclaiming Sept. 20–26 as Forensic Science Week during Thursday’s board meeting in Bloomington with a ceremony honoring local professionals.

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Sep 18 • 11:56 AM EDT • Science • pantagraph.com
Breweries in Pigtown, Carroll-Camden hope murals will entice sports fans to visit businesses

Breweries hope colorful murals near Camden Yards and M&T Bank Stadium will entice sports fans to support local businesses.

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Sep 18 • 11:24 AM EDT • Sports • wbaltv.com
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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
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
The Prestige Eatery and Entertainment brings Vegas to the stage
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Sep 18 • 9:11 AM EDT • Entertainment • yahoo.com
Midland Business Alliance wins IEDC economic development award

The organization received a silver award for its Talentx video series, which helps local employers recruit talent by showcasing Midland County's community value proposition.

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Sep 18 • 9:00 AM EDT • Business • mlive.com
Putin targets Nestle's Russian business as Kremlin tightens grip on Western assets

Nestlé is assessing its options after Russia placed the Swiss food giant’s local assets under temporary external administration.

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Sep 18 • 7:23 AM EDT • Business • cnbc.com
Best of Des Moines: 2026 Winners

As we do each year, we asked our readers to cast votes for what Des Moines has to offer in a variety of business-related categories. These people and organizations make up an ecosystem in our region that supports the local economy and the community at large. Here’s how it worked: You voted. We checked the…

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Sep 18 • 7:00 AM EDT • Business • businessrecord.com
Fulton Fall Festival to offer variety of attractions, entertainment

FULTON — The Fulton Fall Festival, presented by the Richard S. Shineman Foundation, will bring a full day of family fun Sept. 26.The free event will be held from 10 a.m. until 4 p.m. throughout the Fulton War Memorial complex. × This page requires Javascript. Javascript is required for you to be able to read premium content. Please enable it in your browser settings. kAmxE H:== :?4=F56 3@F?46 9@FD6D AC@G:565 3J t!xr tG6?ED !2CEJ #6?E2=[ EC242? u@F?52E:@?[ 7246 A2:?E:?8 3J uF=E@? w:89 $49@@= pCED[ 32==@@? 2?:>2=D 3J $E2CCJ $Ajv p?:>2=D[ 2?5 |28:4 |2EE 3J E96 ~DH68@ r@F?EJ *@FE9 qFC62F]k^Am#placement_726068_0_i{width:100%;margin:0 auto;}var rnd = window.rnd || Math.floor(Math.random()*10e6);var pid726068 = window.pid726068 || rnd;var plc726068 = window.plc726068 || 0;var abkw = window.abkw || '';var absrc = 'https://ads.empowerlocal.co/adserve/;ID=181918;size=0x0;setID=726068;type=js;sw='+screen.width+';sh='+screen.height+';spr='+window.devicePixelRatio+';kw='+abkw+';pid='+pid726068+';place='+(plc726068++)+';rnd='+rnd+';click=CLICK_MACRO_PLACEHOLDER';var _absrc = absrc.split("type=js"); absrc = _absrc[0] + 'type=js;referrer=' + encodeURIComponent(document.location.href) + _absrc[1];document.write('');kAmp=D@[ |C] $@?87=@H6C[ A6C7@C>2?46D 3J q6==6 #@J2=6 s2?46 p4256>J 2?5 ~77 qC@25H2J s2?46 r6?E6C[ 2 56>@?DEC2E:@? 3J |2DE6C !CJ@C’D %266C:42[ J2C5 82>6D[ E6>A@C2CJ E2EE@@D[ 2?5 >@C6]k^AmkAm%96C6 H:== 36 5@K6?D @7 G6?5@CD[ =@ED @7 7@@5[ 2?5 =:G6 >FD:4 2?5 6?E6CE2:?>6?E E9C@F89@FE E96 52J]k^Am googletag.cmd.push(function() { googletag.display('yup-rectangle-one'); });

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Sep 18 • 7:00 AM EDT • Entertainment • oswegocountynewsnow.com
Best of Des Moines 2026: Learn about this year’s winners

As we do each year, we asked our readers to cast votes for what Des Moines has to offer in a variety of business-related categories. These people and organizations make up an ecosystem in our region that supports the local economy and the community at large. Here’s how it worked: You voted. We checked the…

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Sep 18 • 7:00 AM EDT • Business • businessrecord.com
Harwich cranberry festival features drone show, cider and music

The 50th Harwich Cranberry Arts and Music Festival returns this weekend with a drone show, live music, and crafts.

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Sep 18 • 6:03 AM EDT • Entertainment • capecodtimes.com
Bolivia: New cat species discovered by scientists

Genetic data confirmed that the small feline, called "tilcayo" by locals, is a new species of cat. It's the first such discovery in more than 100 years.

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Sep 18 • 5:40 AM EDT • Science • dw.com
Mid-America Science Museum to host STEM career fair for students

Mid-America Science Museum has invited local students in grades eighth to 10th to the third annual STEM Works career fair on Sept. 25 in the Hall of Wonder.

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Sep 18 • 5:04 AM EDT • Science • hotsr.com
Support Magistrate May Serve Mental Health Nonprofit, But Not Participate in Sexual Violence Event: Judicial Ethics Opinion 26-25

A support magistrate (1) may serve on the board of a local not-for-profit mental health organization that does not accept court referrals; (2) may donate to and attend the organization’s annual fund-raising gala; (3) may serve on its event-planning committee; (4) may help plan and attend a “Financial Literacy” event, but may not participate in a “Take Back the Night” event; and (5) may serve on the organization’s internal nominating committee to nominate current members for board positions.

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Sep 18 • 4:00 AM EDT • Health • law.com
Health care costs are rising. Here's how employers are adapting.

As insurance premiums rise, Ohioans' options for health care coverage are dwindling. An employer-sponsored model is getting more popular as a result.

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Sep 18 • 12:30 AM EDT • Health • cincinnati.com
Recycling Committee Starts Brainstorming Green Business Certification

The Recycling Committee toyed with a new green initiative at its meeting on Monday, September 14, that would have them work with local businesses to reduce restaurant waste.

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Sep 18 • 12:00 AM EDT • Business • capenews.net
St. Mary parish business owner faces trial in $25k theft case

Acadiana's Local News Leader -- bringing Lafayette the latest news, weather, sports and entertainment

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Sep 17 • 7:47 PM EDT • Business • klfy.com
Mankato school district and Open Door Health Center partner to open clinics inside schools

A local school district and health care provider have teamed up

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Sep 17 • 7:00 PM EDT • Health • keyc.com
Health advisory issued for toxins in Oregon Coast lake near Seaside

A health advisory was issued for swimming, fishing, and drinking water in Cullaby Lake near Seaside because of toxins from an algae bloom.

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Sep 17 • 6:40 PM EDT • Health • statesmanjournal.com
The Business Journal launches redesigned website

TheBusinessJournal.com has a new look, expanded local coverage and more business intelligence for readers across California’s Central Valley.

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Sep 17 • 6:28 PM EDT • Business • thebusinessjournal.com
WWLTV

WWL-TV is New Orleans’ source for breaking news, weather, and unforgettable local stories. From live hurricane coverage to major investigations, recipes and local culture, our award-winning team brings you the most trusted journalism in Louisiana — now streaming FREE on WWL+ 24/7. 📲 Subscribe for exclusive digital specials, daily headlines, live press conferences, festival coverage, Saints updates and must-watch moments from across Southeast Louisiana. 🎥 Watch now on WWL+ or visit WWLTV.com for more. WWLTV.com: https://www.wwltv.com/ Local. Trusted. Relentless. Welcome to WWL-TV.

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Sep 17 • 6:10 PM EDT • Entertainment • youtube.com
Philadelphia City Council members and local advocates rally to keep Academy of Natural Sciences museum open

City Council members are planning public hearings to find out how the museum got to the point of closing, as well as explore solutions.

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Sep 17 • 5:49 PM EDT • Science • whyy.org
Springfield Business Journal: One local ambulance company purchases another

An emergency ambulance service provider will take over a non-emergency provider.

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Sep 17 • 4:58 PM EDT • Business • capitolcitynow.com
Local mental health experts urge awareness, highlight 988 lifeline during Suicide Prevention Month

September is Suicide Prevention Month, and local mental health professionals are urging Coastal Empire residents to recognize warning signs, break stigmas, and utilize free round-the-clock resources such as the 988 Suicide & Crisis Lifeline.

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Sep 17 • 4:32 PM EDT • Health • wtoc.com
Photos: Inside Chicago Blackhawks training camp

Photos from Chicago Blackhawks training camp Sept. 17, 2026, at the Blackhawks Ice Center. ©2026 Chicago Tribune. Visit chicagotribune.com. Distributed by Tribune Content Agency, LLC.

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Sep 17 • 4:28 PM EDT • Sports • sports.yahoo.com
BNI Flag City chapter connects local business professionals

Business Networking International (BNI) brings local business professionals together to build connections and pass along referrals. In Findlay, the Flag City chapter has 37 businesses represented across a variety of industries.

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Sep 17 • 4:11 PM EDT • Business • hometownstations.com
15 things to do around the Seattle area this weekend

From exploring Seattle's Sandwich District to vibrant sunflower fields, here are the latest local things to do around the Seattle area.

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Sep 17 • 4:00 PM EDT • Entertainment • yakimaherald.com
The Faces of Entertainment

The Bridger Group is a second-generation, 57-year-old search firm focused on building products and commercial/residential interiors recruiting on a local and national level.

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Sep 17 • 3:21 PM EDT • Entertainment • grmag.com
WBNS 10TV

From its founding in 1949, WBNS-10TV has strived to bring to central Ohio the highest quality news and entertainment programming, while utilizing the best in television technology. WBNS is the most-watched news channel in central Ohio, delivering 24-hour news, CBS programming and sports, top-rated syndicated programs and award-winning local programming. WBNS stands on the cutting edge of television broadcasting as it has since its inception. On television, online and on the go, 10TV News is Central Ohio's News Leader. WBNS is part of TEGNA, a publicly traded local media company dedicated to serving the greater good of our communities.

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Sep 17 • 3:07 PM EDT • Health • youtube.com
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THRIVE expands mental health services in Lewis County schools

A local health and wellness group is expanding mental health services already in place at Lewis County schools.

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Sep 17 • 2:30 PM EDT • Health • wwnytv.com