SCROLL NEWS / DISCOVERY

Search headlines

Find the stories shaping the conversation.

Search mode
Refine results
Active filters Keyword All time

Results for " probe " 489 found 🔀 AI-powered Shuffle

World's first round-trip mission to Mars has launched ‪—‬ why it could be a 'transformative leap' for science

The Martian Moons Exploration (MMX) mission, which launched from Japan on Oct. 19, is on its way to Mars. When it arrives, the probe will attempt to land on one of the Red Planet's twin moons and scoop up rocks to bring back to Earth. Experts tell Live Science what these "transformative" samples could teach us.

livescience.com logo
Oct 22 • 12:46 PM EDT • Science • livescience.com
Top Democrats join California immigrant, Nevada group to sue over federal election probes

The lawsuit accuses Trump and his administration of using “shoddily compiled lists of supposed noncitizens” and “coercive threats" against state officials to assert federal control over the midterms.

latimes.com logo
Oct 21 • 1:18 PM EDT • Politics • latimes.com
November 2026: Science history from 50, 100 and 150 years ago

In 1926 we wrote about how there was a good chance Mars had both plants and animals. And in 1876 we probed the duplicity of the artificial butter business

scientificamerican.com logo
Oct 20 • 6:00 AM EDT • Science • scientificamerican.com
DoJ’s Ilhan Omar Probe Reeks of Politics

The department has done institutional damage to itself by targeting a congresswoman just weeks before the midterms.

nymag.com logo
Oct 19 • 6:00 AM EDT • Politics • nymag.com
The Race Is On for Trump Staffers to Hire Lawyers in Case Democrats Win Midterms

Cabinet officials and ordinary staffers are preparing for the possibility that Democrats could launch probes if the party takes back Congress.

wsj.com logo
Oct 18 • 8:00 PM EDT • Politics • wsj.com
Obama: Omar investigation should ‘outrage all Americans’

Obama claimed the probe was an attempt to strip Omar of her U.S. citizenship and possibly deport her over her public criticisms of Trump.

newsnationnow.com logo
Oct 18 • 5:01 PM EDT • Politics • newsnationnow.com
Letitia James is the most 'political' AG in the country: Jonathan Turley

Constitutional law expert Jonathan Turley and criminal defense attorney Donna Rotunno analyze the Cornell sexual assault investigation and the federal probe into Congresswoman Ilhan Omar on 'Fox News Sunday.'

foxnews.com logo
Oct 18 • 4:29 PM EDT • Politics • foxnews.com
Is Flutter Entertainment (FLUT) Undervalued Following Its Brazil Exit And Legal Probe?

Brazil exit and legal probe put Flutter Entertainment in focus Flutter Entertainment (NYSE:FLUT) has halted sports betting and iGaming in Brazil after nationwide restrictions on online gaming, a move tied to a new Pomerantz LLP investigation into potential securities law violations. Recent regulatory concerns have coincided with pressure on Flutter Entertainment’s shares, with the 30-day share price return down 22.5% and the year-to-date share price return down 65.4%. The 1-year total...

simplywall.st logo
Oct 17 • 9:31 AM EDT • Entertainment • simplywall.st
Deep dive
😐 Neutral (19%)
wow
50%
ahah
29%
love
21%
New details emerge in US probe of Chinese-American scientists over China ties

House committee on China releases results of investigations into some 30 scientists as chairman pushes for stricter research security rules.

scmp.com logo
Oct 16 • 6:00 PM EDT • Science • scmp.com
Human trafficking probe at Smith County massage business leads to 2 arrests
cbs19.tv logo
Oct 16 • 3:17 PM EDT • Business • cbs19.tv
Oct. 15: Why Feds Are Investigating Rep. Ilhan Omar and Why Science Journalist Cleo Abram is Optimistic about AI

Just weeks before the midterm elections, federal agents searched the home of Rep. Ilhan Omar, D-Minn., seizing her phone and issuing around a dozen subpoenas, two people familiar with the DOJ investigation told NBC News. NBC News senior justice reporter Ryan J. Reilly explains how the move fits into a broader trend of the DOJ going after President Trump’s perceived political enemies and why it’s so unusual to launch this kind of probe right before an election. Then, Cleo Abram is a video journalist and the host of the widely popular YouTube series “HUGE* if true” and “HUGE* conversations,” where she looks at the potential and the solutions offered by science and technology. Cleo talks about why she’s still a tech optimist in light of growing AI doomerism and how her interviews with industry leaders have shaped her perspective on security and regulation. Lastly, we wade into the internet’s favorite controversy this week: singer and TV personality Kelly Clarkson’s social media fight with a Brooklyn shop over a mechanical bird. NBC News entertainment correspondent Chloe Melas spills the tea on the back-and-forth – and why the bird is now going for $15 million.

nbcnews.com logo
Oct 15 • 5:50 PM EDT • Science • nbcnews.com
High-Signal Publisher
FBI agents and analysts who were fired for working on Trump classified files probe sue to get their jobs back

The investigation resulted in a dramatic 2022 FBI search of Mar-a-Lago that recovered classified records and later produced an indictment in federal court in Florida charging then-former President Donald Trump with dozens of felony counts.

pbs.org logo
Oct 15 • 3:26 PM EDT • Politics • pbs.org
Federal probe of Ilhan Omar aimed at revoking citizenship, deporting her

Investigators are focused on her age when she became a citizen and have subpoenaed relatives, weeks before the Minnesota Democrat faces voters.

yahoo.com logo
Oct 15 • 3:08 PM EDT • Politics • yahoo.com
Fired FBI agents and analysts sue to regain jobs over Trump files probe

They are calling their terminations unlawful acts of “political retribution"

spectrumlocalnews.com logo
Oct 15 • 3:01 PM EDT • Politics • spectrumlocalnews.com
AP report: Rep. Ilhan Omar's phone seized and relatives subpoenaed in criminal probe

The scope of the investigation into Omar is unclear, though Homeland Security Secretary Markwayne Mullin has suggested that authorities were examining potential crimes related to her family's immigration paperwork.

pbs.org logo
Oct 15 • 10:52 AM EDT • Politics • pbs.org
Rep. Ilhan Omar's phone seized and relatives subpoenaed in probe, AP source says

The Justice Department has historically sought to avoid public investigative actions involving a candidate within 60 days of a primary or general election

spectrumlocalnews.com logo
Oct 14 • 5:23 PM EDT • Politics • spectrumlocalnews.com
Deep dive
😐 Neutral (12%)
ahah
50%
wow
50%
Rep. Ilhan Omar's phone seized and relatives subpoenaed in criminal probe, AP source says

Federal authorities investigating Minnesota Rep. Ilhan Omar have seized the Democratic lawmaker’s phone and have issued more than a dozen grand jury subpoenas, including to some of her relatives, according to a person briefed on the probe.

wsls.com logo
Oct 14 • 4:28 PM EDT • Politics • wsls.com
Exclusive: Judge limited Justice Department access to Rep. Ilhan Omar’s records in sprawling immigration fraud probe

The Trump administration pushed for an unusually aggressive search of Rep. Ilhan Omar’s house in recent days in an immigration fraud probe that targets the congresswoman, possible false statements made on government documents, and a potential conspiracy, according to multiple people familiar with the investigation.

cnn.com logo
Oct 14 • 3:39 PM EDT • Politics • cnn.com
DOJ issues subpoenas in probe of Rep. Ilhan Omar’s immigration status, including to family members

The subpoenas were sent just days before federal agents searched the progressive ‘squad’ member’s home.

nbcnews.com logo
Oct 14 • 1:40 PM EDT • Politics • nbcnews.com
High-Signal Publisher
Why Federal Agents Searched Rep. Ilhan Omar's Home and What Happens Next

Federal agents searched the home of Democratic Rep. Ilhan Omar in Washington on Monday amid an ongoing investigation of her immigration history – a search that comes three weeks before Omar is set to face voters on Election Day. The search is part of an ongoing federal probe conducted by Homeland ...

usnews.com logo
Oct 13 • 5:57 PM EDT • Politics • usnews.com
Takeaways from probe into Roger Marshall's medical billing

A Kansas City Star analysis found that as a rural Kansas doctor before voters sent him to Washington, U.S. Sen. Roger Marshall charged an unusually high interest rate on patients’

thederrick.com logo
Oct 12 • 7:51 PM EDT • Entertainment • thederrick.com
Culberg joins NASA effort to probe rapidly changing Arctic glaciers

Riley Culberg, assistant professor, is a member of the science team for Snow4Flow, a new NASA mission to study how much ice glaciers contain and how much new snow they receive.

news.cornell.edu logo
Oct 12 • 3:34 PM EDT • Science • news.cornell.edu
Rep. Ilhan Omar’s home searched by federal agents in ongoing criminal probe

The Justice Department did not provide details about the nature of the investigation.

nbcnews.com logo
Oct 12 • 9:42 AM EDT • Politics • nbcnews.com
High-Signal Publisher
Federal agents search Rep. Ilhan Omar’s home in criminal probe, AP sources say

The Justice Department said in a statement Monday that Homeland Security Investigations agents executed a judicially authorized search warrant

spectrumlocalnews.com logo
Oct 12 • 8:33 AM EDT • Politics • spectrumlocalnews.com
😐 Neutral (2%)
angry
100%
Businesses Risk Wave of Democratic Probes on Costs, Corruption

Private businesses risk an onslaught of congressional investigations if Democrats prevail in midterm elections as the opposition party prepares to concentrate sweeping oversight powers on allegations of Trump administration corruption and public anger over the cost of living.

finance.yahoo.com logo
Oct 12 • 7:00 AM EDT • Business • finance.yahoo.com
CVS Health (CVS) Opens New Pharmacy Sites As Undervalued Narrative Holds

CVS Health (CVS) is expanding its pharmacy-focused format by opening nearly 20 smaller neighborhood locations across the US in 2026, including a new Roxbury site in the Boston area. Recent headlines around CVS Health have mixed signals for investors, with Medicare Advantage star rating setbacks and a legal probe weighing on sentiment, while the extended Cardinal Health distribution deal and a reaffirmed dividend provide a steadier backdrop. Even after a one-day share price decline of 1.87%...

finance.yahoo.com logo
Oct 10 • 10:10 PM EDT • Health • finance.yahoo.com
Trump’s DOJ probes major TV networks over response to White House ban of CNN

The Justice Department is investigating the five major US TV networks for possible antitrust violations, opening yet another front in the Trump administration’s pressure campaign against the press.

cnn.com logo
Oct 10 • 9:52 PM EDT • Business • cnn.com
Justice Department probes TV networks over Trump pool boycott

The Justice Department is investigating ABC, CBS, CNN, NBC and Fox News over their joint boycott of White House coverage. The boycott came after The White House pulled credentials from CNN, MS NOW and Politico.

centraloregondaily.com logo
Oct 10 • 8:54 PM EDT • Politics • centraloregondaily.com
State Department watchdog probing Kimberly Guilfoyle amid alleged $100,000 demand

The department’s Office of the Inspector General is also investigating the U.S. Embassy in Greece, two people familiar with the probe confirmed to NBC News.

nbcnews.com logo
Oct 9 • 4:55 PM EDT • Politics • nbcnews.com
High-Signal Publisher
U.S. Lawmakers Launch Sexual Abuse Probe of Youth Sports Giant AAU

Bipartisan leadership of a powerful House committee demanded answers from the Amateur Athletic Union after a ProPublica and Washington Post investigation found that the massive youth sports organization has failed to protect kids from sexual abuse.

propublica.org logo
Oct 8 • 2:15 PM EDT • Sports • propublica.org
Asahi, Sapporo among brewers raided in antitrust probe

Japan’s antitrust watchdog has raided four major domestic brewers, including Asahi Group Holdings Ltd. and Sapporo Breweries Ltd., over allegations they breached the country’s antimonopoly rules…

businessinsurance.com logo
Oct 8 • 10:12 AM EDT • Business • businessinsurance.com
NASA’s PRIMA Spacecraft (Artist’s Concept)

This artist’s concept depicts the proposed design for NASA’s PRobe far-Infrared Mission for Astrophysics (PRIMA), which was selected by the agency in

science.nasa.gov logo
Oct 7 • 4:15 PM EDT • Science • science.nasa.gov
Wells Fargo faces regulator probe over efforts to boost black homeownership, WSJ reports

The Donald ​Trump administration's ‌housing officials are launching ​a ​probe into Wells ⁠Fargo ​over programs ​and commitments the bank made ​nearly ​a decade ago ‌to ⁠increase homeownership among Black ​Americans, ​the ⁠Wall Street Journal ​reported ​on ⁠Wednesday.

reuters.com logo
Oct 7 • 11:58 AM EDT • Business • reuters.com
Mecklenburg commissioners probe multimillion-dollar Discovery Place agreement

Mecklenburg County commissioners voted Tuesday to investigate the agreement behind a nearly $15 million loan to Discovery Place as questions remain over how the organization will repay the county.

spectrumlocalnews.com logo
Oct 6 • 9:07 PM EDT • Politics • spectrumlocalnews.com
FBI investigated anti-ICE protesters after Trump demanded probe over TikTok video, whistleblower alleges

The FBI opened preliminary investigations targeting anti-Immigration and Customs Enforcement protesters in Southern California, a former FBI intelligence official alleged in a whistleblower complaint, adding that she believed the move violated the law and agency policy.

cnn.com logo
Oct 6 • 9:22 AM EDT • Politics • cnn.com
‘Feeling Is Part of Memory’: In Conversation With Nobel Laureate Karl Deisseroth

The newly named Nobel laureate reflects on using light to probe the brain, the relationship between science and art, and the deep questions that have guided his work.

thereader.mitpress.mit.edu logo
Oct 6 • 5:57 AM EDT • Science • thereader.mitpress.mit.edu
UK probes Meta over risk assessment of Instagram Instants

Britain's communications regulator said on Tuesday it has opened an investigation into whether Meta Platforms ​breached UK online safety laws by failing to properly assess ‌risks posed by its Instagram Instants feature before launching it in May.

reuters.com logo
Oct 6 • 3:58 AM EDT • Business • reuters.com
Audiovisual Archeology: Found Footage and the Politics of Historical Representation

A 2026 Thessaloniki program titled “All the World’s Memory” probed the aesthetic and political implications of found footage docs

documentary.org logo
Oct 5 • 1:26 PM EDT • Politics • documentary.org
Lawyer recommends consultant for health department dysfunction

St. Clair County will hire a workplace consultant to address health department 'dysfunction' instead of an outside probe.

thetimesherald.com logo
Oct 5 • 4:46 AM EDT • Health • thetimesherald.com
2 confirmed cases of Legionnaires' disease at Queens apartment complex prompt NYC Health Department probe

The city Department of Health is investigating an apartment building in Queens, following two confirmed cases of Legionnaires' disease among the residents there.

cbsnews.com logo
Oct 4 • 11:00 PM EDT • Health • cbsnews.com
High-Signal Publisher
😐 Neutral (11%)
wow
67%
ahah
33%
Lawmakers probe allegations that NC health officials used false information to secure Medicaid funds

GOP lawmakers in NC say they are looking into allegations that state health officials used false information to secure federal funding for a Medicaid technology overhaul. The claims were made in a lawsuit that has since been dismissed. The state auditor has revived an audit into the project.

wral.com logo
Oct 2 • 7:46 PM EDT • Health • wral.com
Deep dive
😐 Neutral (4%)
wow
45%
ahah
28%
love
27%
Scientists just pushed superconductors beyond their usual current limit

Ultrashort electrical pulses allowed scientists to push superconductors closer than ever to the point where their electron pairs actually break apart. The method revealed hidden differences between superconducting materials and could open new ways to probe and control their quantum behavior.

sciencedaily.com logo
Oct 1 • 8:00 PM EDT • Science • sciencedaily.com
Chicago aldermen seek probe into mayor's World Business Chicago ads

Chicago aldermen questioned whether promotional videos produced by World Business Chicago featuring Mayor Brandon Johnson amount to city marketing or political advertising during a hearing Thursday.

fox32chicago.com logo
Oct 1 • 7:21 PM EDT • Business • fox32chicago.com
Troy police expect to make arrest soon in business theft probe

A downtown business owner shared footage from two businesses that appeared to show a person stealing tip jars.

yahoo.com logo
Oct 1 • 5:47 PM EDT • Business • yahoo.com
Feds probe Adam Kinzinger’s Kalshi bets on Biden pardons

Kinzinger allegedly made the trades in December 2024, betting that he would receive a pardon from then-President Joe Biden.

chicagobusiness.com logo
Oct 1 • 2:45 PM EDT • Politics • chicagobusiness.com
Finland probes suspected break-ins at politicians' homes

The Finnish prime minister has not ruled out the possibility of foreign involvement in the suspected break-ins at the homes of members of parliament.

dw.com logo
Oct 1 • 11:34 AM EDT • Politics • dw.com
Are AI Agents Going Rogue? Here’s What Business Leaders Should Know

Rogue AI agents have probed government sites and deleted company data. Learn why agents overstep their limits and four simple steps leaders can take to stay in control.

forbes.com logo
Oct 1 • 8:00 AM EDT • Business • forbes.com
The Intangible Return: Rethinking the Value of Business Aviation

An aviation leader, student probes how to determine the value of business aviation

ainonline.com logo
Oct 1 • 7:43 AM EDT • Business • ainonline.com
September Monthly Review: Health MCP Guy?

For all the time I spend talking about APIs and data exchange, this newsletter has had embarrassingly little interoperability of its own. It’s old-school SaaS, baby - UI or bust. Not all of that is my fault! Substack, for all its popularity, is (as mentioned before) really frustrating as my system of record. The primary user it optimizes towards is the reader, whose attention feeds the app, the Notes feed, and the recommendation network that Substack is actually selling. Health API Guy is a reader-supported publication. To receive new posts and support my work, consider becoming a free or paid subscriber. Subscribe They’re falling into the same trap that Medium once sprinted into, albeit at a much more glacial speed. Younger generations may not remember (or never knew) it, but Medium once lured publications like The Ringer and Signal v. Noise onto its platform, only to lose them as it rebuilt itself around a paywall and an algorithmic feed. Substack’s original pitch circa 2020 was the antidote (you own your list), but every new feed feature chips away at it. I get it: writers are generic supply in the eyes of the Substack product team. Generic supply follows demand, so the consistent pressure on the PMs is to generate demand, which leads to every product cycle going toward discovery (Notes, recommendations, the app, live video). The end result lackluster author tools (laggy and broken analytics are truly crippling) all despite the premium price point. The archive is where it crosses from authorial gripes to actual reader impact, though. Across Substack and LinkedIn, I’ve published 1,218 posts and nearly 900,000 words since 2018. Substack’s native search can see only the 464 posts that live on Substack, and even there it’s woefully inadequate at surfacing relevant content (even for the guy who wrote it)! Readers have the same problem, writ large. Ask the Archive Fixing search (for both my readers and my own use) turned out to be extremely non-trivial, unfortunately: There’s no public API for readers to access content RSS exists for new content notification, but it only carries the 20 most recent posts and cuts paid ones off at the preview The only Substack MCP is an admin tool for analytics The export exists for authors, but it’s painfully awkward and slow. So I built something to work around that: the Health API Guy MCP. It’s a private MCP server holding the full text of everything I’ve written across Substack and LinkedIn. Add it to Claude or ChatGPT as a connector and you can ask things like: It pairs keyword search (for acronyms and case names, of which we have many) with semantic search. Every post is also labeled by topic, form, and court case, so you can pull a lawsuit’s (or multiple cases’) entire docket across Substack and LinkedIn in one query: Hail, Healthapiguyhydra This is also a bit of me eating my own cooking. I’ve spent the year arguing that headless healthcare is arriving and that developers want primitives over abstractions. Last week in Hail, Benihydra, I watched Salesforce plug its platform into Claude and bet that the records underneath outlive whatever interface sits on top: Salesforce must believe that the Hydra’s immortal head is the records, permissions, and business logic (in that they will survive whatever happens to the interface). It felt a bit hypocritical to keep my own archive behind a Substack search bar. The archive is the body. Substack is one head, and now whatever tool you might use is another. Will the EHRs follow my lead? Probably not imminently, but one can hope! Why Founding Members Only The MCP is available to Founding Member subscribers. A few reasons: It costs money and time to run. Hosting, the database, Clerk usage and AI compute for search and labeling are significant operational costs (that increase with usage). Substack gives me no way to automate access. There’s no API to check whether someone is a paid subscriber, so every user is manual operations for now. It’s a beta. We’ll need to improve things and parts will break. I’d rather they break for a small group of dedicated readers who will tell me about it. The Founding tier deserved a real benefit. Until now it was mostly a generous tip. Now it comes with something. If you’re already a Founding Member, reply to this email with the address you’d like provisioned. If you’re not and want in, upgrade here. Larger teams (such as companies) can get access too: group subscriptions at the Founding tier come with the group discount. The admin for the subscription can reply with the list of addresses to provision. Get 20% off a group subscription Pricing Founding membership is now a flat $200 a year, replacing the old suggested $150 that readers could adjust. Existing Founding Members will have access grandfathered in at their previous rate. Month in Review Articles Published Make Networks Dumb Again (Sep 11): AI is making old analog networks cheaper to use and flooding them with machine traffic in the process. A plea for agent-native rails with the intelligence at the endpoints, and for Washington to drag them to ubiquity. Interoperability, Unbuttoned (Sep 29): Interoperability is a series of workflows in a trenchcoat, and this post finally takes the trenchcoat off. A color-coded map shows which provider workflows went digital, which are fragmented, and which still run on fax. Video Content Antitrust’s System of Record Problem (Sep 3): The FTC’s investigation into Epic prompted a ninety-minute webinar, now posted with chapters and a smoothed transcript. We get into why market definition, missing B2B share data, and the SSNIP test leave antitrust poorly suited to systems of record, plus why information blocking may be doing more than any pending lawsuit. The Information Exchange: Cerner Milking Edition (Sep 18): This was so fucking fun. Ryan Tucker, Ryan Brickner, Brad Thorson, and I try an Around the Horn format, complete with points, penalties, and a mute button. We debate whether Oracle Health is dead, who would actually buy Cerner (IBM enters the chat), p(Doom), and why the front desk still hands you a clipboard. Regulatory Ask Not What Your Network Can Do (Sep 23): CDC’s RFI on public health data intermediaries lists use cases already served, unevenly, by eCR, lab reporting, IZ Gateway, and syndromic surveillance. The real opportunity sits in one question about AI: a network that can handle the next emergency without another interface project. Court cases Particle v. Epic: The Naughty Schoolteacher (Sep 4): After a summer-long vigil, the answer on Epic’s early summary judgment bid is two paragraphs and a remedial assignment. Particle advances to the next grade, and market definition gets another year of discovery. The Epic Discovery Files (Sep 8): Texas’s motions to compel arrive with a 251-page appendix of requests, objections, and meet-and-confer letters with Cravath. Inside: Epic using generative AI for document review, denied interoperability requests in scope, and Noerr-Pennington raised against lobbying discovery. Epic v. Health Gorilla: “Working as Designed” (Sep 9): Epic wants nothing to do with the data breach MDL, and explaining why puts fresh discovery on the public docket. The spiciest allegation: Health Gorilla told GuardDog to scrub its law firm business from its website instead of cutting off access. Veeva v. Epic: Legal Bypass Surgery (Sep 15): Veeva asks the Wisconsin Supreme Court to skip the Court of Appeals, while law professors and three policy groups line up as amici. Meanwhile, Epic’s lawyers apologize for another round of citation errors, including a quote that never existed. Texas v. Epic: Behind the Black Bars (Sep 17): The court portal served up Epic’s unredacted filings, revealing a $5 million document review budget and the AI workflow behind it. Also inside: the 200-plus company names Texas wants searched, and one very expensive Zoom invitation. OpenEvidence v. Doximity: Consequences Will Follow (Sep 25): OpenEvidence tells the court it will not comply with a discovery order, and its own lawyers at Quinn Emanuel say they won’t defend the choice. Add years of Slack reported unrecoverable, and Rule 37 sanctions come into view. Health Tech Keeps Choosing Violence (Sep 28): Doximity moves to end OpenEvidence’s case, Epic asks Texas to show its work, and a sleepy Audacious Inquiry patent fight sprouts antitrust and information blocking counterclaims. The main event is a long-sealed Cognizant v. Infosys ruling that hints where system of record antitrust claims can survive. EHRs One Verb for Oracle Health (Sep 14): Oracle’s earnings call quantifies every data center to the decimal point, while Oracle Health gets a single verb: “accelerate.” Panning the few healthcare mentions turns up an agentic care management system, a research-to-care ledger play, and the question of whether healthcare gets Larry’s patience. Epic’s Forretress Under Siege (Sep 30): Judy Faulkner tells a panel Epic paused hundreds of projects to harden its software and calls it a “shame,” while a spokesperson insists the roadmap hasn’t changed. Project Glasswing, a Pokémon-branded QAN sprint, and a trove of Jodel grievances reconcile the two Epics and preview the Jevons paradox coming for all software. Industry Analysis Scanning for a Network (Sep 1): Scan.com raises $220M to build the imaging network labs never got, speedrunning Zocdoc’s consumer-to-B2B pivot. Its wedge to network density may be the most American one available: personal injury litigation. The Front Desk Wants the Damn Whole Building (Sep 16): Hello Patient buys Converse Health, pushing its AI front desk into referrals, chart work, and prior auth. The copilot categories keep blurring, and your distribution partner is still your final boss. Cross-industry Comparisons A Different Patchwork Quilt (Sep 10): Healthcare loves to envy open banking, but the US version has no mandate, a toll booth at Chase, and data quality problems of its own. The grass isn’t greener; it’s another American patchwork quilt, and perhaps a worse one. Hail, Benihydra (Sep 21): Salesforce brings its platform into Claude, Slack, and its own agent, inviting the interfaces that might replace it. Cut off one head and more grow back, so long as the records underneath stay put. Living on A Trade Secret Prayer (Sep 22): Six credit unions are suing Fiserv, the Epic of core banking, by claiming their own member records as trade secrets. Banking has no Cures Act, so its lawyers reach for legal alchemy that healthcare has already tried. Other News None this month External Media Nabla Accelerate NYC: I kicked off fall conference season at Nabla’s Accelerate event in New York, where Delphine Groll opened by asking the room to picture the company it wants to become and the one it doesn’t. I liked her framework of bureaucracy, fear, and ego as the blockers. I also love vendor conferences/events in general - different vibe than industry biggies. Healthcare 101 with Nikhil Krishnan: I briefly guest lectured Out-Of-Pocket’s Healthcare 101 class. Appreciated Nikhil’s takeaways cover whether AI doctors can query HIEs, why healthcare’s data-liberation rules beat most industries’, and the hi-res graphic is in the comments. HCN: Epic Probed by the FTC: I joined the HCN guys to talk through the FTC’s investigation into Epic. Cedric’s new hairdo was an unexpected plot twist. The episode also covers MFN drug pricing, healthcare M&A and Eli Lilly’s acquisition streak. Fall Conferences: At eHealth Exchange’s Annual Meeting in Austin on Oct 27, I’ll moderate a panel on the tensions between AI, HIEs, and timely patient access with Jean Ross (Primary Record), Therasa Bell (Kno2), Byron Crowe (Doctronic), and Michael Marchant (Freenome). Here’s the rest of my schedule if you want to meet up: CommonWell (Redwood Shores, CA): Oct 13-14 Will be participating in a fun Jeopardy event Open@Epic (Madison, WI): Oct 20-23 Will be enjoying Verona, Willy Street, and other local adventures eHealth Exchange and Sequoia Project (Austin, TX): Oct 27-29 Yeehaw HLTH (Vegas): Nov 15-18 Groundhog Day, Venetian Edition RSNA (Chicago): Nov 30-Dec 2 See me at “Governing AI in Breast Imaging: What Health Systems Are Actually Doing” Digital Health Counsel 2026 AI Summit (Seattle): December 2-3 Will likely be speaking to a bunch of lawyers about information blocking Posts I Liked ChatGPT’s Epic integration: game changer or nothing burger?: Joshua Liu, MD offers five thoughts on OpenAI’s Epic launch, starting from the point that it rides the same open APIs available to anyone. He argues read-only access leaves ordering to Art and the ambient startups, and asks why HCA is piloting it alongside Commure. He’s sorta a must-follow at this point - consistently excellent, thought-provoking takes. Epic, Lilly, and the Discovery pass: Seth Chaney reads Epic’s first major Discovery deal (with Eli Lilly), as well as its revised developer terms on commercial displays, as the pipe finally opening between EHRs and pharma. Life sciences and health continue to collide. Scott Rossignol on EHR payer platforms and ePA fees: Scott argues the top ambulatory EHR vendors are turning the prior auth mandate into a per-member-per-year toll on payers, for an API whose operating cost has nothing to do with covered lives. His fix is two lines of regulatory text: put the CRD/DTR/PAS certification criteria in the Base EHR definition, and bring payer-facing ePA connectivity under § 170.404’s cost-based fee rules. It’s a good solution. Health API Guy is a reader-supported publication. To receive new posts and support my work, consider becoming a free or paid subscriber. Subscribe

healthapiguy.substack.com logo
Oct 1 • 4:36 AM EDT • Health • healthapiguy.substack.com
Norway parliament probes Epstein links to politicians, diplomats

Norway's parliament begins public hearings on Wednesday on ties ​between late US sex offender Jeffrey Epstein and Norwegian diplomats and politicians in a scandal that ‌has shaken the nation's elite.

reuters.com logo
Sep 29 • 9:03 PM EDT • Politics • reuters.com
Family questions mother's remains after police search business tied to funeral home probe

Days after police searched a Glenwood cremation service, an Alsip woman is questioning whether the urn she has actually contains her mother's remains.

nbcchicago.com logo
Sep 29 • 8:56 PM EDT • Business • nbcchicago.com
Jack Smith clashes with senators over Trump probes, says ‘I will not be silenced’

Jack Smith returned to Capitol Hill on Tuesday to defend his derailed efforts to prosecute President Donald Trump, telling lawmakers he would not “be silenced by continued threats of prosecution” from the president.

washingtonpost.com logo
Sep 29 • 10:20 AM EDT • Politics • washingtonpost.com
Democrats to probe lucrative Trump family business deals if they win midterms

Democrats to probe lucrative Trump family business deals if they win midterms - Nation and World News | Hawaii Tribune-Herald

hawaiitribune-herald.com logo
Sep 29 • 6:05 AM EDT • Business • hawaiitribune-herald.com
Subpoena records offer clues about federal probe of L.A. County voters

Federal investigators have sent L.A. County election officials multiple grand jury subpoenas as part of a criminal investigation into illegal voting, according to records reviewed by The Times.

latimes.com logo
Sep 29 • 6:00 AM EDT • Politics • latimes.com
Democrats to probe Trump family business deals if they win Congress
yahoo.com logo
Sep 29 • 4:04 AM EDT • Business • yahoo.com
WATCH LIVE: Jack Smith testifies before Senate Judiciary as GOP targets past Trump probes
pbs.org logo
Sep 28 • 4:23 PM EDT • Politics • pbs.org
Democrats to probe lucrative Trump family business deals if they win midterms

Corporate donors to President Donald Trump's ballroom and participants in business deals brokered by Trump family members are expected to be among the first targets of investigations if Democrats take control of the House or Senate.

reuters.com logo
Sep 28 • 6:03 AM EDT • Business • reuters.com
Democrats to probe lucrative Trump family business deals if they win midterms

WASHINGTON, Sept 28 (Reuters) - Corporate donors to US President Donald Trump's ballroom and participants in business deals brokered by Trump family members are expected to be among the first targets ...

yahoo.com logo
Sep 28 • 6:03 AM EDT • Business • yahoo.com
Airbus probes A321neo flaw as repair plan eases disruption

Airbus and Italy's Leonardo are investigating a glitch at a privately held coatings firm ‌that triggered a quality alert affecting 500 of the planemaker's best-selling A321neo jets, people familiar with the matter said.

reuters.com logo
Sep 28 • 3:45 AM EDT • Business • reuters.com
Power & Politics: NJ Lt. Gov. Caldwell resigns following probe into allegations of sexual harassment, state ethics violations

Republican State Sen. Declan O'Scanlon, former State Rep. John Wisniewski and Republican Rep. Jefferson Van Drew join the show.

newjersey.news12.com logo
Sep 27 • 8:58 AM EDT • Politics • newjersey.news12.com
Power & Politics: NJ Lt. Gov. Caldwell resigns following probe into allegations of sexual harassment, state ethics violations

Republican State Sen. Declan O'Scanlon, former State Rep. John Wisniewski and Republican Rep. Jefferson Van Drew join the show.

longisland.news12.com logo
Sep 27 • 8:58 AM EDT • Politics • longisland.news12.com
Which objects have approached the Sun closer than Mercury

The Great Southern Comet of 1887 came within 718,070 km of the Sun's center. The Parker Solar Probe reached 7.3 million km, while hypothetical vulcanoids have not been detected.

ua.news logo
Sep 27 • 8:05 AM EDT • Science • ua.news
😐 Neutral (9%)
wow
67%
ahah
33%
US consulate builder in Milan to pay $35 million over labour probe, document shows

US builder Caddell Construction has formally committed to pay €30.941 ​million ($35.24 million) in a probe into alleged worker exploitation at the site of the new US consulate ‌in Milan, a document seen by Reuters showed.

reuters.com logo
Sep 27 • 1:02 AM EDT • Business • reuters.com
OpenAI, Anthropic CEOs called to appear at Australian AI probe

SYDNEY, Sept 27 (Reuters) - The CEOs of OpenAI and Anthropic have been called to appear at an Australian Senate inquiry on AI, the head of the probe said on

lufkindailynews.com logo
Sep 27 • 12:26 AM EDT • Business • lufkindailynews.com
Deep dive
😐 Neutral (8%)
ahah
59%
wow
41%
Rogue OpenAI agents targeted three separate US government websites

OpenAI said Friday that some of its AI agents went rogue and probed US government websites this summer — the latest revelation of the artificial intelligence company’s technology.

cnn.com logo
Sep 26 • 10:54 AM EDT • Business • cnn.com
A past FBI inquiry complicates Susan Collins’s campaign message in Maine

News of a probe involving political contributions and federal contracts has some in a shipyard town raising questions about her influence.

washingtonpost.com logo
Sep 26 • 6:00 AM EDT • Politics • washingtonpost.com
Scattering neutrinos to probe the fundamental laws of the universe

As part of Ricochet, an international collaboration that studies neutrinos, MIT PhD student Faith Reyes progressed from learning the basics of the experiment to helping guide the work of other scientists.

news.mit.edu logo
Sep 25 • 12:00 AM EDT • Science • news.mit.edu
NJ Gov. Sherrill calls for lieutenant governor to resign after probe

New Jersey Gov. Mikie Sherrill called for Lt. Gov. Dale Caldwell to resign after a report released Sept. 24 detailed state ethics violations and alleged that Caldwell sexually harassed a

centraloregondaily.com logo
Sep 24 • 10:54 PM EDT • Politics • centraloregondaily.com
Recent deaths of people with mental health crises prompt probe demand

Mayor Karen Bass has directed the LAPD oversight board to hire an outside auditor to look at the data and find out why. Eric Leonard reports for the NBC4 News at 5 p.m. on Thursday, Sept. 24, 2026.

nbclosangeles.com logo
Sep 24 • 9:59 PM EDT • Health • nbclosangeles.com
Agents involved in Mar-a-Lago search ask Judge Aileen Cannon whether gag order blocks testimony

FBI agents who probed Donald Trump’s handling of classified documents at his Mar-a-Lago home asked Judge Aileen Cannon on Thursday whether they could testify before a grand jury — or even consult their lawyers — as part of an investigation into whether former government officials conspired against the president.

cnn.com logo
Sep 24 • 6:33 PM EDT • Politics • cnn.com
Mental health probe, more patrols launched after Chipotle worker stabbing

The latest actions in response to the Sept. 20 stabbing of a Chipotle worker in a downtown Detroit alley were outlined at a Sept. 24 press conference

detroitnews.com logo
Sep 24 • 2:29 PM EDT • Health • detroitnews.com
NASA’s DAVINCI Beats Heat in Preparation for Blistering Venus Descent

An engineering model of NASA’s DAVINCI (Deep Atmosphere Venus Investigation of Noble gases, Chemistry, and Imaging) descent probe passed a key test that ran

science.nasa.gov logo
Sep 24 • 11:46 AM EDT • Science • science.nasa.gov
Deep dive
😐 Neutral (12%)
ahah
100%
Maine Dems hammer Collins over report of pay-to-play probe. GOP senator calls it 'completely false'

Maine Democrats on Wednesday assailed U.S. Sen. Susan Collins over a news report that the FBI investigated how much she knew about illegal campaign contributions that sent one of her donors to prison.

pbs.org logo
Sep 23 • 6:17 PM EDT • Politics • pbs.org
NASA Selects Far-Infrared Telescope as First in New Mission Class

NASA announced Wednesday a mission to explore the history and evolution of the universe, PRIMA (PRobe far-Infrared Mission for Astrophysics), is advancing to

nasa.gov logo
Sep 23 • 4:09 PM EDT • Science • nasa.gov
Susan Collins tears into bribery allegations as new claims emerge during critical Senate battle

Maine Sen. Susan Collins dismissed the FBI bribery probe as a "political hit job," questioning convicted fraudster Martin Kao's credibility.

foxnews.com logo
Sep 23 • 3:21 PM EDT • Politics • foxnews.com
Lawmakers seek AG probe after audit finds problems with North Dakota business financing program

BISMARCK (North Dakota Monitor) - A legislative audit committee voted Tuesday to urge the full Legislature to ...

kfgo.com logo
Sep 23 • 11:36 AM EDT • Business • kfgo.com
Trump FBI ended pay-to-play probe involving Collins

The investigation had stemmed from three interviews in 2024

theweek.com logo
Sep 23 • 11:00 AM EDT • Politics • theweek.com
KFF/AP Survey Probes Rural Voters’ Increasing Anxieties About the Rising Cost of Living, Including Health Costs, Heading into the Midterm Elections

Rural voters’ frustrations about the cost of living in their community are growing and appear to be chipping away at Republicans’ enthusiasm to vote as the midterm elections near, a new KFF/AP Survey of Rural Voters finds.

kff.org logo
Sep 23 • 6:00 AM EDT • Health • kff.org
Lawmakers seek AG probe after audit finds problems with North Dakota business financing program

A legislative audit committee voted Tuesday to urge the full Legislature to shut down a state-backed business financing program and send problematic audit findings to the attorney general for investigation.

northdakotamonitor.com logo
Sep 22 • 8:47 PM EDT • Business • northdakotamonitor.com
GOP senator calls for probe into Trump family business dealings

WASHINGTON >> A Republican U.S. senator today called for an investigation into whether President Donald Trump’s family is profiting from his time in office, saying any perception that family members are exploiting their position undermines trust in the government.

staradvertiser.com logo
Sep 22 • 7:50 PM EDT • Business • staradvertiser.com
US Republican calls for probe into Donald Trump Jr’s business dealings

US Senator John Curtis's letter marks a rare effort by a member of the president's own party to hold him accountable.

aljazeera.com logo
Sep 22 • 6:07 PM EDT • Business • aljazeera.com
FBI seized $18.8M from Quality Behavioral Health in forced labor probe

New court records reveal the scope, focus and riches involved in a high-profile investigation targeting drug rehab center Quality Behavioral Health.

detroitnews.com logo
Sep 22 • 4:43 PM EDT • Health • detroitnews.com
Deep dive
😐 Neutral (-2%)
ahah
50%
wow
50%
House Republicans drop Jack Smith transcripts in explosive Arctic Frost records fight

House Republicans released transcripts from Jack Smith's team, alleging improper subpoenas targeted GOP lawmakers' phone records in the Arctic Frost probe.

foxnews.com logo
Sep 22 • 4:32 PM EDT • Politics • foxnews.com
Republican senator calls for probe of Trump Jr. after wedding party bankrolled by Russian oligarch

Republican Sen. John Curtis of Utah wants the Senate Judiciary Committee to investigate and subpoena Donald Trump Jr. after his wedding party was partially bankrolled by a Russian oligarch.

pbs.org logo
Sep 22 • 1:41 PM EDT • Politics • pbs.org
Republican senator calls for probe into Trump family's business dealings

A Republican US senator on Tuesday called for an investigation into the ​ways that President Donald Trump's family is profiting from his time in office, saying the perception that they are ‌exploiting their position is undermining trust in the government.

reuters.com logo
Sep 22 • 10:29 AM EDT • Business • reuters.com
Sen. John Curtis calls for Senate probe of Trump, Biden family business dealings

Utah Sen. John Curits called on the Senate Judiciary Committee to investigate business dealings, gifts, and relationships with foreign individuals of President

kutv.com logo
Sep 22 • 10:08 AM EDT • Business • kutv.com
GOP Sen. calls for probe of Trump Jr. wedding party bankrolled by Russian

He is calling on the Senate Judiciary Committee to investigate whether Donald Trump Jr. used his proximity to the presidency for financial benefit

spectrumlocalnews.com logo
Sep 22 • 9:23 AM EDT • Politics • spectrumlocalnews.com
GOP Sen. calls for probe of Trump Jr. wedding party bankrolled by Russian

He is calling on the Senate Judiciary Committee to investigate whether Donald Trump Jr. used his proximity to the presidency for financial benefit

spectrumlocalnews.com logo
Sep 22 • 9:23 AM EDT • Politics • spectrumlocalnews.com
GOP Sen. calls for probe of Trump Jr. wedding party bankrolled by Russian

He is calling on the Senate Judiciary Committee to investigate whether Donald Trump Jr. used his proximity to the presidency for financial benefit

spectrumlocalnews.com logo
Sep 22 • 9:23 AM EDT • Politics • spectrumlocalnews.com
Deep dive
😐 Neutral (6%)
ahah
60%
wow
40%
Minogue calls for federal probe into $2B state contract awarded to political heavyweights

Republican gubernatorial candidate Mike Minogue is calling on U.S. Attorney Leah Foley to investigate “everything around” the $2 billion state contract awarded to politically connected bidders.

bostonherald.com logo
Sep 22 • 5:50 AM EDT • Politics • bostonherald.com
The lifelong habit that could slow ageing

Study probes usefulness of health parameter called ‘vitality capacity’ to understand ageing

health.yahoo.com logo
Sep 22 • 1:03 AM EDT • Health • health.yahoo.com
Family tied to suspected Chinese spy gave $4.4M to Newsom, Calif. politicians
cbsnews.com logo
Sep 21 • 8:31 PM EDT • Politics • cbsnews.com
High-Signal Publisher
State Sen. Myrie launches probe into DHS’s quest of New Yorkers' data

A probe is underway into federal surveillance practices.

spectrumlocalnews.com logo
Sep 21 • 6:46 PM EDT • Politics • spectrumlocalnews.com
Trump's 'grand conspiracy' probe presses on with subpoenas after the lead prosecutor’s exit

Investigators face not only legal hurdles and personnel upheaval but an impatient White House after more than a year of fits and starts.

pbs.org logo
Sep 21 • 11:49 AM EDT • Politics • pbs.org
Trump 'grand conspiracy' probe continues with subpoenas after prosecutor's exit

Investigators face not only legal hurdles and personnel upheaval but an impatient White House after more than a year of fits and starts

spectrumlocalnews.com logo
Sep 21 • 8:43 AM EDT • Politics • spectrumlocalnews.com
Trump's 'grand conspiracy' probe presses on with subpoenas after the lead prosecutor’s exit

Justice Department officials are pressing forward with an investigation of President Donald Trump's foes despite the departure of prosecutor Joe diGenova, who had been leading it for months.

ksat.com logo
Sep 21 • 7:27 AM EDT • Politics • ksat.com
Your Cat Knows Exactly Who You Are And Scientists Just Proved It

Scientists in Japan designed a deceptively simple experiment to probe what goes on behind a cat's quiet stare, and the results are forcing a serious rethink of everything we assumed about feline intelligence.

a-z-animals.com logo
Sep 19 • 9:00 AM EDT • Science • a-z-animals.com
Luxembourg probes drone sightings that halted airport operations

'This is new for Luxembourg, but it's not completely new for our neighbouring countries,' the PM said

euractiv.com logo
Sep 19 • 8:04 AM EDT • Politics • euractiv.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.

newsletter.semianalysis.com logo
Sep 18 • 10:35 AM EDT • Technology • newsletter.semianalysis.com
Leaked audio shows Orbán defiant as anti-graft probes begin

The Fidesz leader blamed external forces, rather than his own political failings, for his defeat

euractiv.com logo
Sep 18 • 7:16 AM EDT • Politics • euractiv.com