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Hochul to address Cornell University case after appointing Leticia James to investigate alleged gang-rape
Kathy Hochul said she no longer has faith in the local district attorney’s ability to handle the case, which has restarted a national conversation about sexual assault on college campuses
Grand jury indicted ex-Idaho health official on felony misuse of funds. A judge dropped the case.
The first criminal charges, now dismissed, emerged from a yearslong investigation launched by Idaho Attorney General Raúl Labrador.
Judge blocks Trump from firing Seattle US attorney who had job for an hour
President Donald Trump cannot fire US attorneys who have been appointed by courts, a federal judge in Washington state said Thursday in a first-of-its-kind ruling that tests the scope of a president’s removal power under the Constitution.
Certilman Balin adds attorneys, healthcare practice
Certilman Balin Adler & Hyman has expanded by adding attorneys from Cooperman Lester Miller Gruber Kraus and establishing a new healthcare practice. The practice will advise healthcare providers and organizations on legal matters, enhancing the firm's multidisciplinary services across the region.
State deserves good lawyers — not ‘close enough’
The Colorado Supreme Court may soon allow those who fail our state’s bar exam to become attorneys anyway. Recently, a working group of 10 select attorneys endorsed a rule change to allow those who cannot pass the Colorado Bar Exam to still practice law as attorneys, as long as they do so in our state’s […]
Political climate has so soured for GOP, even Mississippi Democrats are hopeful
A Democrat hasn’t won a Senate race in the state since 1982, but a young district attorney has a message for party officials and donors: “If we try, we win these voters.”
Inside Ken Paxton’s jet-setting lifestyle: California wineries, European hot spots and ski resorts
When Texas Attorney General Ken Paxton launched his campaign for Senate last year, he skipped the local pageantry.
Montgomery County DA charges 46 businesses with selling illegal THC products
Dozens of smoke shops, corner stores and gas stations ignored repeated warnings, District Attorney Kevin Steele said Thursday.
Steve Hilton presses Xavier Becerra on AI regulation and legislation
During CNN’s debate, Hilton pressed Becerra on harsh criticism attributed to former Biden policy adviser Susan Rice in an Axios report from 2024. Rice denied those remarks.Becerra responded by pointing to his record, saying he “helped create millions of jobs” during his time in Congress, as California’s attorney general and as HHS secretary.
Prosecutors now reviewing case involving two Mobile businesses
FOX10 Investigates has learned the Mobile Police Department has handed over the All Weather Roofing & Construction/ Window Depot USA of Mobile case to the Mobile County District Attorney’s Office.
Pennsylvania attorney general warns businesses to remove skill game machines ahead of deadline
Seyfarth Brings On Glaser Weil RE, Entertainment Pro In LA
Seyfarth Shaw LLP has added an attorney specializing in the intersection of real estate and the entertainment industry to its downtown Los Angeles office from Glaser Weil Fink Howard Jordan & Shapiro LLP.
DOJ announces indictments of several noncitizens for illegal voting in Minnesota
Attorney General Todd Blanche said the foreigners were from Brazil, Ghana and Liberia
DOJ ramps up fight against federal judges after some in Minnesota speak to media about immigration surge cases
The Justice Department is filing a judicial misconduct complaint against nearly all the federal judges in Minnesota, Attorney General Todd Blanche announced Wednesday, in an escalation in tensions between the Trump administration and the judicial branch, which came to a head during the winter surge of immigration enforcement.
Federal Cannabis Rescheduling Update Leads CBT’s Top Stories in September
Former federal prosecutor and CBT contributor Julie A. Werner-Simon breaks down where we are months after the U.S. Attorney General’s April order.
Florida woman indicted for 'attempting to kill' Rihanna in shooting
A Florida woman has been formally indicted for "attempting to kill" Rihanna, the Los Angeles District Attorney's Office announced.
Harger: Gov. Bob Ferguson is a two-time state chess champion. Washington politics is his board now
Governor Bob Ferguson is smart. You don't make the move from the King County Council to the attorney general's office to the governor's mansion without being smart, savvy, and strategic.
What's causing health insurance costs to increase more for 170K in RI
Rhode Island Attorney General Peter Neronha calls for "bold" reform just after state announces new rate approvals.
AI Deepfake Fraud Raises Liability Stakes for Banks and Business
As AI tools improve and spread, deepfake fraud becomes more foreseeable, and liability will depend on whether any party had both a duty and an opportunity to detect the deception, Segal McCambridge attorneys write.
Elaine Hendrix breaks down her ‘complicated, duplicitous’ turn in “R.J. Decker ”season 2
Hendrix, who appears as the poised and pragmatic District Attorney Janis Lake, hopes episode 3’s twist sets off ‘a whole debate’ over Victor Ochoa’s murder.
After failed execution, health workers say Tennessee's rules flout medical ethics
As another death row inmate’s execution arrives, doctors and nurses in Tennessee say they want medical professionals removed from the execution process. They’ve also joined defense attorneys and nine Republican state lawmakers in demanding a moratorium on the death penalty and an overhaul of the state’s execution methods.
Iowa attorney general candidates lay out goals for safety, taking on big corporations
Nate Willems is the Democratic challenger to Republican incumbent Brenna Bird.
Candidates for open NC Court of Appeals seat speak on judicial ethics, recusals
Craig Collins, a Republican attorney, and Christine Walczyk, a Democratic judge in Wake County, are running for an open seat on the court.
Board of Health wields unusual power, expert tells members
Marblehead’s Board of Health has powers unlike virtually any other local board or commission in Massachusetts, a public health attorney told members Monday night — including the authority to adopt regulations that carry the force of state law. Michael Hugo of the Massachusetts Association of Health Boards spent more than two hours walking the board
Hannah Pingree campaign returns donations from former Epstein attorney
The contributions to her campaign from Paul Hoffman, first reported by the Portland Press Herald, came in over the spring.
Iowa attorney sentenced to federal prison for health care fraud
A 67-year-old Iowa attorney has been sentenced to six months in federal prison after pleading guilty in a health care fraud case. Timothy Mark Anderson of Garner worked with clients with nursing home expenses who hoped to qualify for Medicaid. According to the Department of Justice, Anderson is also “an avid collector of luxury vehicles” […]
The Annual Entrepreneurship Conference at Harvard Business School
Learn more about the latest updates in legal, with expert commentary and insights from trusted attorneys from Foley Hoag LLP. Foley Hoag is a professional community of highly qualified attorneys from all over the US.
Ken Paxton calls for balancing border security, immigration reform to help labor-starved businesses
The Texas attorney general and Republican candidate for U.S. Senate blamed Democrats for standing in the way of a deal, arguing one could have been passed during the first Trump administration.
Primetime Review: That’s Entertainment?
If you decide to see Lance Oppenheim’s Primetime, it’s important to remember the title as you watch. Yes, this is a biopic of sorts about Chris Hansen and his work on To Catch a Predator, but it is more accurately about the quest for fame and using people’s trauma to attract ratings. True crime entertainment continues to have a prominent place in many people’s television habits, and this film asks us to examine what that means both for those whose stories have become our viewing pleasure and those of us watching. Primetime starts as Chris Hansen (Robert Pattinson) is told that his show, To Catch a Predator, is moving to a 9 PM spot opposite LOST. Chris and his producer, Andie (Merritt Wever), see this as an opportunity to make the program even more sensational, looking for bigger, more horrific predators. As part of their plan, they hire a young actor, Dan Plum (Skyler Gisondo), to play “Decoy Dan,” the person who greets the would-be predators who were catfished by Xavier Von Erck (Matthew Maher). Oppenheim, along with writers Ajon Singh and Luke Dittrich, is less concerned with an accurate retelling of the show as much as they are interested in interrogating the why of it all. That decision sometimes leaves Primetime feeling less like a biopic and more like a satirical look at the nature of programming like this. Visually, the movie is impressive. Oppenheim uses light and color effectively to cast Hansen as both villain and savior. Pattinson plays Hansen in an almost comical manner, as we see him wake his two young sons to watch a clip of the show, just to brag that he was moving into a prime spot on television. Even Andie struggles to accept a “nice” job when there is so much more fame to be found producing salacious true-crime content. Wever does an excellent job showing how the hunger for fame is not just in front of the camera, but in every aspect of the production. The heart of the movie, and the standout performance, belongs to Gisondo as Dan Plum. He is someone who just wants to get enough hours to be admitted into the Screen Actors Guild, and stumbles into this job without really knowing what it is. Throughout the film, we watch him suffer one trauma after another, ending with him witnessing the suicide of a District Attorney who is about to become the next unwitting star of Hansen’s show. If there is a sympathetic character in Primetime, it is Decoy Dan, and Gisondo plays him brilliantly. If you’re a fan of programming like To Catch a Predator, then Primetime will probably make you feel uncomfortable, and I think it’s worth sitting with that feeling and examining why we turn on shows that display the worst of humanity while we judge from our couches. Yes, it is correct to want to see people who would hurt children brought to justice, but perhaps it shouldn’t be something that we watch as entertainment. Rating: 3.5/5 This review originally appeared in The Dominion Post on September 25, 2026. MacGuffin or Meaning: Film & TV Reviews and Reflections is a reader-supported publication. To receive new posts and support my work, consider becoming a free or paid subscriber. Subscribe
Ethics Watchdogs To Investigate Whether Troubled Multnomah County Health Board Got Dubious Legal Advice
A Washington state attorney has been advising a Portland-area governance board on Oregon Public Meetings Law.
Paramount, states reject Booker's call for deeper review of merger deal
Paramount, Warner Bros. Discovery and attorneys general from 12 states are pushing back against Sen. Cory Booker's questions about how their antitrust settlement came about and whether its terms go far enough.
Ken Paxton calls for balancing border security with immigration reform to help labor-starved business sectors
The Texas attorney general and Republican candidate for U.S. Senate blamed Democrats for standing in the way of a deal, arguing one could have been passed during the first Trump administration.
Ken Paxton calls for balancing border security with immigration reform to help labor-starved business sectors
The Texas attorney general and Republican candidate for U.S. Senate blamed Democrats for standing in the way of a deal, arguing one could have been passed during the first Trump administration.
Opioid settlement funds could bridge some health gaps
Back when now-Gov. Maura Healey was the Massachusetts attorney general, in July 2021, she sued opioid distributors, manufacturers, and pharmacies for their prescription practices, which the state argued contributed to a national opioid crisis. What resulted was a settlement of more than $1 billion from opioid-makers Johnson and Johnson and opioid-distributors McKesson, Cardinal, and AmerisourceBergen. […]
Women’s Health Innovation Summit
Learn more about the latest updates in legal, with expert commentary and insights from trusted attorneys from Foley Hoag LLP. Foley Hoag is a professional community of highly qualified attorneys from all over the US.
US revokes visas from Latin American officials, including Bolivia’s top prosecutor
The Trump administration is revoking the visas of 27 Latin American officials and their families, including Bolivia’s attorney general, over accusations of corruption. The officials and their families come from
Health issues or legal strategy? Defense and prosecutors clash over Cilia Flores’s condition
While lawyers for the wife of Nicolás Maduro claim she suffers from heart and gastric problems, the U.S. Attorney’s Office says the defendant has refused medical treatment, according to court filings
Arizona prison health care issue heads to U.S. Supreme Court
PHOENIX - Attorneys for inmates in Arizona prison are telling the U.S. Supreme Court it should reject a last-ditch bid by the state to delay wresting away control of its health care system. In a …
Arizona Attorney General Kris Mayes gave political aide no-bid government contract
Republican challenger Warren Petersen raised the no-bid contract during a Sept. 23 debate.
US Supreme Court receives arguments about fate of prison healthcare system
Attorneys for Arizona prison inmates are telling the U.S. Supreme Court to reject a last-ditch bid by the state to delay the takeover of its healthcare system.
Wisconsin AG debate between Kaul and Toney set for October 11
MADISON (WKOW) — The candidates for Wisconsin's next attorney general have agreed to debate, and it will air on WKOW.
Blanche says ‘one-sided news’ is a national security issue worthy of barring press
Attorney General Todd Blanche said on Sunday that media outlets reporting “one-sided” news is a national security issue that merits a White House ban.
AG hopefuls Savit, Lloyd spar over Line 5, AI regulation in first debate
Republican Eaton County Prosecutor Doug Lloyd and Democratic Washtenaw County Prosecutor Eli Savit are running to succeed Attorney General Dana Nessel
Attorney General Rob Bonta defends settlement with Paramount as judge delays merger
A federal judge has delayed approval of the settlement in the Paramount-Warner merger case, following concerns raised by critics and New Jersey Sen. Cory Booker about its potential impact on competition, jobs, and media independence.
California Politics 360 full episode | Attorney General Rob Bonta reacts to Paramount settlement
After several states, including California, agreed to settle an antitrust case with Paramount, a federal judge wants to learn more about the settlement.
Democrat José Javier Rodríguez launches 'Give 'Em Hell' statewide ad campaign in Florida AG race
The ad, released in both English and Spanish, centers on Rodríguez's background and career while sharply criticizing incumbent Republican Attorney General James Uthmeier.
Democratic attorneys general work to Trump-proof election
Stepping in for a complacent Congress, Democratic attorneys general are ready to fight efforts to undermine or overturn the Nov. 3 election. "We need to stay vigilant," says Colorado's Phil Weiser.
‘It was a mistake.’ Tax theft tossed for Pierce County roofing company owners
The Washington Attorney General’s Office agreed to dismiss charges against the owners of JS Roofing, but the business will make restitution.
TikTok settles for over $100 million in mental health lawsuit, Alabama AG says
The Alabama Attorney General’s Office announced Friday it reached a minimum $100 million settlement deal with TikTok and its parent company, ByteDance, days before a state court was set to hear arg…
Parrot Island theft investigation ongoing, management company to end contract
On the same day Sebastian County Prosecuting Attorney Dan Shue said he is seeking a special prosecutor to investigate a Parrot Island Waterpark employee over theft allegations, it was learned...
José Javier Rodríguez launches multimillion-dollar ‘Give ’Em Hell’ statewide ad campaign
The 30-second spot follows poling showing him and the Republican incumbent statistically tied in the Attorney General’s race.
Your Weekly Michigan Political Brief
The Michigan Chamber of Commerce has endorsed Republican nominee Mike Rogers in his campaign for the U.S. Senate. Michigan Attorney General Dana Nessel said this week she will vote for fellow Democrat Abdul El-Sayed in his run for U.S. Senate, ending speculation that she did not endorse his candidacy due to their differences over Israel. […]
‘Data senator’ ad prompts Frank Farry to send a cease-and-desist letter to his Democratic challenger in Bucks County
An attorney representing state Sen. Frank Farry (R., Bucks) called on Democrat Eileen Hartnett Albillar's campaign to retract the "data senator" advertisement.
Wisconsin joins multistate push for federal AI safety rules
MADISON (WKOW) — A bipartisan coalition of 28 state attorneys general, including Wisconsin AG Josh Kaul, is urging Congress to immediately establish federal regulation and safety protocols for artificial intelligence.
Attorney General Marshall Urges Congress to Add Women's Sports Protections to College Sports Bill
For Immediate Release:September 24, 2026
State’s Attorney: IDHS delays Choate Mental Health and Developmental Center closure plans
Union County State’s Attorney Tyler Tripp shared the Illinois Department of Human Services’ update on their plan to close psychiatric hospital beds at Choate Mental Health and Developmental Center.
Phoenix Wright: Ace Attorney – Dual Destinies VR announced for Quest, Meta VR Glasses
AMATA Games, under licensing from Capcom, has announced Phoenix Wright: Ace Attorney – Dual Destinies VR for Quest and the newly announced Meta VR Glasses. It will launch in 2027 with English…
Phoenix Wright Ace Attorney: Dual Destinies VR Announced For Meta VR Glasses & Quest
A new VR release in Capcom's visual novel adventure series brings courtroom drama to Meta VR Glasses and Quest in 2027.
Leadership, politics and life with Eido Walny
Steve Scaffidi sits down with estate-planning attorney and Bayside Village President Eido Walny for a wide-ranging conversation about building a career,
Talarico works to reach Black voters in his bid to win a US Senate seat as a Democrat in Texas
Democratic Texas U.S. Senate nominee James Talarico is working to reach Black voters, a key demographic in his race against Republican state Attorney General Ken Paxton
California deal on Paramount-Warner Bros. merger spurs frustration
Atty. Gen. Rob Bonta’s agreement clearing the $111-billion merger followed intense pressure from state leaders including Gov. Gavin Newsom and dissent among fellow Democratic state attorneys general.
California deal on Paramount-Warner Bros. merger spurs frustration, questions about political pressure
Atty. Gen. Rob Bonta's agreement clearing the $111-billion merger followed intense pressure from state leaders including Gov. Gavin Newsom and dissent among fellow Democratic state attorneys general.
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.
AG Rob Bonta reaches settlement with Paramount/Skydance’s David Ellison over entertainment mega-merger with Warner Bros.
After clearing a state antitrust lawsuit with minor concessions, David Ellison pledges to keep the combined media empire in LA. By Sarah Lin Major California AG Rob Bonta settled an antitrust lawsuit against Paramount and Warner Bros., securing commitments from David Ellison to keep operations in Los Angeles.
Wake County commissioners greenlight merger of WakeMed and Atrium Health
Wake County Commissioners voted 5-2 on Monday to greenlight the prospective merger of WakeMed and Atrium Health, which still needs approval from state and federal officials. The decision came after County Attorney Roger Askew and his aides briefed the commissioners on the concessions Atrium made to win support for the project — and how in […]
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.
As TK Health co-founder seeks attorney general job, Hanchett family presses for criminal investigation
If elected, Jon Echols would oversee the state multi-county grand jury. The state attorney general has the power to seek criminal indictments in connection with jail deaths.
Mental health at center of Mount Dora double murder trial as defense and prosecution rest
Vicki Williams declined to testify in her own defense Monday as attorneys rested their case in the double murder trial involving the deaths of Darryl and Sharon Getman.
Gordon Rees, Maynard Nexsen Grow Business Litigation Expertise in the Southeast
Baker Donelson also grew its Birmingham office with a two-attorney equipment finance team.
Bill Bryan, Louisiana journalist, attorney and lover of the blues, dies in Baton Rouge
Bill Bryan had a lot of roles in his 67 years, and he had a “perpetual smile.”
Paramount reaches deal with states to settle their case challenging Warner buyout, AP source says
A person familiar with the matter told The Associated Press that Skydance-owned Paramount has reached a settlement with a group of state attorneys general that had sued to challenge the company’s...
State attorneys general agree to settle Paramount merger lawsuit
The state attorneys general suing to block Paramount’s acquisition of Warner Bros. Discovery, CNN’s parent company, have reached a settlement, clearing the way for the companies to complete the merger.
Sacramento artists to install empty film set, urging attorney general to protect entertainment jobs
Sacramento Poet Laureate Andru Defeye and local artist group Sol Collective will unveil a public art installation in Capitol Park to represent the decrease in California’s entertainment jobs later today.
Paramount, attorneys general settle lawsuit, clearing a path for Warner Bros. merger
With the agreement, California Atty. General Rob Bonta and his coalition plan to withdraw historic lawsuit that aimed to derail the $111-billion deal.
Is DSAer Gonzalez any better than corrupt Griswold?
The good news is the interminable eight years of corruption and incompetence of Jena Griswold as secretary of state will end in January 2027. The bad news is Griswold might be elected to destroy the office of attorney general unless voters elect the far superior El Paso County District Attorney Michael Allen, who is actually […]
Paramount, California AG discuss concessions including $1.5 billion investment, WSJ reports
Sept 20 (Reuters) - Paramount and California's attorney general have discussed a range of concessions in advanced settlement negotiations, including a $1.5 billion investment in production in the
Capcom celebrates 25th anniversary of the Ace Attorney franchise with new art
Capcom has decided to celebrate the 25th anniversary of the acclaimed Ace Attorney franchise ahead of its official anniversary date which is 12th October. The new artwork, which you can view down…
Ace Attorney Trilogy Passed An Impressive Milestone, But No New Game Is In Sight
How long will we have to wait for the next Ace Attorney game?
Mark Ruffalo urges California AG Rob Bonta not to 'cave' in Paramount-Warner Bros. merger fight
Mark Ruffalo urged California Attorney General Rob Bonta not to cave on settlement talks over the $110 billion Paramount-Warner Bros. Discovery merger.
Wanted: An Associate Attorney (5+ Years) and a Paralegal (10+ Years). Want to Put Us Out of Business? Come Help Us Try.
We need a lawyer who can find the defendant and a paralegal who can find the one page that matters. Marler Clark has been suing the companies that poison
Fragomen - A World of Difference in Immigration - Immigration attorneys, solicitors, and consultants worldwide
The California Minority Counsel Program's annual business conference brings together law firm partners, corporate counsel and public sector leaders for discussions on leadership, business development…
Manteca mayor, business owner charged in misdemeanor election law violations
(FOX40.COM) — Manteca Mayor Gurminder “Gary” Singh and business owner Matthew Alexander are facing misdemeanor election law charges, the San Joaquin County District Attorney’s Off…
DHS may have violated state election law, Virginia's AG says after whistleblower report
Virginia's attorney general said Thursday that the Department of Homeland Security may have violated several state laws after a whistleblower accused its employees of misrepresenting themselves on voter lookup tools to hunt for noncitizen voters.
The AI debate takes the political spotlight: From the Politics Desk
Plus, tracking Attorney General Todd Blanche’s political appearances.
Judge isn’t swayed by government’s claims that plans for an ‘anti-weaponization fund’ are dead
The fund for compensating Trump’s political allies encountered a fierce bipartisan backlash and threatened to derail Attorney General Todd Blanche’s Senate confirmation.
Your Weekly Michigan Political Brief
A coalition of 600 Michigan Jews have affirmed their support for Democratic U.S. Senate nominee Abdul El-Sayed. The group, Michigan Jews for Democracy, includes former Congressman Sander Levin; former Congressman Andy Levin; Washtenaw County Prosecuting Attorney and Democratic nominee for Michigan Attorney General Eli Savit; and Jessica “Decky” Alexander, the Chair of the Michigan Democratic […]
James Talarico, Seeking Black Votes in Texas Senate Rate, Wins Crucial Endorsement
The Congressional Black Caucus’s political wing backed James Talarico, who defeated a Black opponent in the primary. He faces Ken Paxton, the Republican state attorney general, in November.
Attorney General Blanche blurs Justice Department boundaries by appearing at political events
Attorney General Todd Blanche is blurring traditional boundaries between politics and federal law enforcement with recent speeches at political events that mark a sharp departure from norms meant to protect the Justice Department from the appearance of partisan bias.
On Your Side: Missouri attorney general orders prediction markets to stop unlicensed sports wagering
Missouri Attorney General Catherine Hanaway announced that her office has issued cease-and-desist letters to multiple prediction market operators offering sports “event contracts” to Missourians.
Judge isn't swayed by government's claims that plans for an 'anti-weaponization fund' are dead
A federal judge who blocked the creation of a $1.8 billion “anti-weaponization fund” for compensating President Donald Trump’s political allies isn't swayed by a government attorney’s assurances that the concept is abandoned | News-Talk 1380 WAOK
Taylor data center faces state investigation over parkland conveyance
Texas Attorney General Ken Paxton investigates a proposed data center development on land intended for parkland in Taylor.
California is not a good place to grow a business: Joel Pollak
California Post opinion editor Joel Pollak discusses California Attorney General Rob Bonta blocking the Paramount merger and analyzes Governor Gavin Newsom's handling of wildfires.
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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Attorney General Blanche's appearances at political events blur Justice Department boundaries
Atty. Gen. Todd Blanche took the stage this week at an event for a Republican Senate candidate in North Carolina days after speaking at a GOP midterm convention, where he praised President Trump and touted the administration's tough-on-crime approach.
Attorney General Todd Blanche's appearances at political events blur Justice Department boundaries
WASHINGTON — Attorney General Todd Blanche is blurring traditional boundaries between politics and federal law enforcement with recent speeches at...
Attorney General Blanche’s appearances at political events blur Justice Department boundaries
WASHINGTON (AP) — Attorney General Todd Blanche is blurring traditional boundaries between politics and federal law enforcement with recent speeches at politica
Attorney General Blanche's appearances at political events blur Justice Department boundaries
WASHINGTON (AP) — Attorney General Todd Blanche is blurring traditional boundaries between politics and federal law enforcement with recent speeches at political events that mark a sharp departure from norms meant to protect the Justice Department from the appearance of partisan bias.
Attorney General Blanche's appearances at political events blur Justice Department boundaries
Attorney General Todd Blanche is blurring traditional boundaries between politics and federal law enforcement with speeches at political events that depart from longstanding norms meant to protect the Justice Department from the appearance of partisan bias.