BUSINESS

Entrepreneurs are taught to optimize, measure and execute. The real advantage often lies in something far less measurable: imagination.

Kamaiyah celebrates 10 years of A Good Night in the Ghetto with a historic Oakland Fox Theater show, joined by Bay Area legends and fans.

Traffic through the key waterway is increasingly conditional and has been limited to about two ships per day, compared with about 100 previously.

Roberts’ comments came days after Trump went on a tirade against the court on Truth Social.

Kris Mayes filed 20 criminal counts against the prediction market operator, escalating a multi-state legal clash over sports and election predictions markets.

TheStreet aims to feature only the best products and services. If you buy something via one of our links, we may earn a commission.Why we love this dealWith spring around the corner, it’s the best time to give your home a refresh. If you’re looking to upgrade your bathroom towels and mats for the season, all-natural fibers are worth considering. All-natural fibers can last longer, are easy to care for, offer hypoallergenic properties, and soak up more water than synthetic materials; they’re also better for the environment, which always feels nice. If you’re planning to update your bathroom or mudroom, need an easy option for a doormat, or just need some extra mats in case the little ones get dirty feet this summer, Amazon is offering a great deal.The Cotton Paradise 100% Cotton Bath Mat 2-Pack is on sale for just $22, offering a clean and natural alternative that can be thrown in the washing machine over and over. At just $22, this bathmat is great for any cleanup duty. Prevent water from pooling after a long bath, or wipe off those dirty puppy paws. They’d also be great for rentals.Cotton Paradise 100% Cotton Bath Mat 2-Pack, $22 (was $24) at Amazon

Courtesy of Amazon

Why do shoppers love it?These 100% ringspun-cotton bath mats are super durable and can hold up to lots of use. They are premium, heavyweight 900 grams per square meter (GSM) cotton that’s Oeko-Tex Standard 100 Certified, meaning they are not made with harmful chemicals, so you can keep yourself and your family safe. They offer a super absorbent design and dry quickly after use. You can also throw them in the dryer to dry them off a bit quicker if needed, and they’re machine washable. The cotton is super soft underfoot and offers a comfortable spot to stand, whether you’re drying off in the bathroom, brushing your teeth by the sink, or wiping off dirty feet from outside. Related: Wayfair is selling a compact 5-tier bathroom storage cabinet for only $45 that has an adjustable shelfThe two-pack of bath mats measures 20 inches by 34 inches each, but they also offer single packs of the same size or a smaller 17-inch by 24-inch single mat, both of which are on sale. Shoppers can choose from tons of colors, including Snow White, Navy Blue, beige, light gray, Coal Black, and more. The mats have a rectangular cutout design that helps keep water from seeping out of the towel while also giving it texture, and they can easily be folded or rolled up to store when not in use.  Details to knowSizes: This bath mat is available in sizes 17×24 and 20×34, both on sale. There’s also a two-pack, which is the best price. Color: Choose from tons of colors, including Snow White, Sky Blue, Sage Green, and more. There’s 13 colors in total to choose from. Material: These bath mats are made of 100% cotton that’s washable and non-slip.These mats have a whopping 34,000 five-star ratings, with one reviewer saying, “Most bathroom bath mats have rubber bottoms, which causes them to retain water and stay moist all day. These have a breathable design with mostly cotton bottoms, so they dry almost instantly.” Another shopper said, “They’re exactly as expected, and very nice for the price. I’m happy with them.”Shop more dealsMadison Park Reversible 100% Cotton Bathroom Rug, $21 (was $26) at AmazonCotton Paradise 6-Piece Turkish Cotton Towel Set, $34 (was $40) at AmazonSmiry Extra Large Waffla Bath Mat, $48 (was $53) at AmazonWhether you need some extra mats for your rental home, need something to keep up with muddy puppy paws, or just want to replace your current items with natural fibers, the Cotton Paradise 100% Cotton Bath Mat 2-Pack is a great choice. At less than $11 per mat, they offer a clean deal, and they’re available in 13 colors to match any decor. 

Three important — and potentially useful — things leap out of the latest BofA fund-manager survey.

Something unprecedented is about to happen to the financial lives of millions of American women. Between now and 2048, an estimated $54 trillion will pass from deceased spouses to surviving partners, and the vast majority of those surviving partners will be wives who outlive their husbands.You might assume that inheriting your spouse’s retirement savings, pension income, and investment accounts would at least keep you financially stable. But a quirk of the U.S. tax code turns the grief of losing a partner into a financial penalty that can cost thousands of dollars a year in higher taxes, bigger Medicare premiums, and reduced Social Security income.It’s called the widow’s penalty. And if you or someone you love is approaching retirement as part of a married couple, understanding it now could be the difference between a secure financial future and an expensive surprise.A $40 trillion transfer is heading straight for a tax trapBetween 2024 and 2048, an estimated $124 trillion will change hands in what researchers call the great wealth transfer. It is largely from baby boomers and older generations to their heirs, according to Cerulli Associates. Of that total, roughly $54 trillion is expected to flow to widowed spouses, and 95% of those surviving spouses will be women.An estimated $40 trillion of that spousal inheritance will go to widowed women who are baby boomers or older, CNBC reports. The reason is straightforward: women live longer. The average life span for males in the U.S. is 76.5 years, compared with 81.4 years for females, according to the Centers for Disease Control and Prevention. That nearly five-year gap means most wives will outlive their husbands and be forced to navigate the tax code alone. For many of these women, the financial transition will be the most consequential event of their post-retirement lives, and the tax code is not designed to make it easier.How the IRS treats you differently after your spouse diesHere is where the penalty begins. In the year your spouse dies, you can still file a joint tax return. But the year after that, most surviving spouses without qualifying dependents must file as single. That one change triggers a cascade of financial consequences.The standard deduction for married couples filing jointly in 2026 is $32,200, according to the IRS. For a single filer, it drops to $16,100. That’s a $16,100 reduction in the income you can shield from taxes, even though your mortgage, property taxes, and insurance bills haven’t changed.The tax bracket squeeze hits harder than you expectThe bracket compression is just as punishing. In 2026, married couples filing jointly don’t reach the 22% tax bracket until taxable income exceeds $100,801. A single filer hits that same 22% rate at just $50,401. If your income doesn’t drop dramatically after your spouse’s death, a larger share of it will be taxed at a higher rate.Consider this: a couple with $150,000 in combined taxable income pays most of that at the 12% and 22% rates. If the surviving spouse’s income drops to $100,000 after the death, you might think the tax bill would shrink. Instead, more of that $100,000 falls into the 22% and 24% brackets because the single-filer thresholds are roughly half the joint thresholds.Your Social Security check takes an immediate hitThe tax penalty is only part of the story. Social Security income also drops sharply. When one spouse dies, the surviving partner keeps only the higher of the two benefits. You do not keep both.Financial planners frequently use this example to illustrate the gap: a retired couple receiving a combined $4,500 per month in Social Security ($2,700 for the higher earner and $1,800 for the lower earner) will see total household Social Security income drop to $2,700 after one spouse dies. That’s a 40% reduction overnight.The average monthly survivor benefit in 2026 is $1,919, up from $1,867 in 2025, according to the Social Security Administration. That 2.8% cost-of-living increase helps at the margins, but it does not come close to replacing the lost second check. And remember, most of your fixed expenses remain the same whether there are one or two people in the house.Medicare premiums can climb even as your income fallsIf you’re on Medicare, the penalty extends to your health care costs. Medicare Part B and Part D premiums are income-tested through a surcharge system called IRMAA (Income-Related Monthly Adjustment Amount). And the income thresholds for single filers are roughly half those for married couples.For 2026, IRMAA surcharges kick in for single filers with modified adjusted gross income above $109,000 and for married couples above $218,000, according to the Centers for Medicare & Medicaid Services. Related: Medicare covering weight-loss drugs at $50 a monthA couple that comfortably avoided surcharges while filing jointly could find the surviving spouse pushed into a higher premium tier, even with less overall income.The IRMAA cliff can cost you thousandsThe standard monthly Part B premium in 2026 is $202.90. But for individuals above the first IRMAA threshold, that premium jumps to $284.10 per month. At the highest income levels, it can reach $689.90 per month. Part D surcharges add $14.50 to $91.00 on top of your plan premium. IRMAA operates on a cliff system, meaning going even one dollar over a threshold triggers the higher charge.There is an important wrinkle: Medicare uses your income from two years ago to set premiums. Your 2026 IRMAA is based on your 2024 tax return. If your spouse died recently and your joint income in the look back year was high, you could be hit with surcharges that no longer reflect your actual financial situation. You can appeal using SSA Form SSA-44 if you’ve had a qualifying life-changing event, such as the death of a spouse.

Women in the U.S. live several years longer than men, on average; don’t let the death of a spouse be even more devastating than it already is. Shutterstock

Required minimum distributions don’t shrink with your householdWhen you inherit your spouse’s retirement accounts, the IRS doesn’t reduce the amount you’re required to withdraw each year. In fact, consolidating accounts can make the problem worse.If you roll your deceased spouse’s traditional IRA into your own, the combined balance can trigger larger required minimum distributions. Those higher RMDs push your taxable income up, which can push you into a higher tax bracket, trigger IRMAA surcharges on your Medicare premiums, and increase the percentage of your Social Security benefits that are taxable.More Personal Finance:Why selling a home to your child for a dollar can backfireElon Musk says ‘universal high income’ is comingFTC, 21 states sue Uber over ‘shady’ subscription billingUp to 85% of Social Security benefits can become taxable depending on your combined income, and the thresholds for taxation are cliff-based. Exceed them by a single dollar, and a larger portion of your benefits becomes subject to federal income tax.The Roth conversion window most couples missThe years when both spouses are alive and filing jointly often represent the lowest tax brackets the household will ever see. Financial planners call this the “sweet spot” for Roth conversions, and couples who miss it may never get another chance at those rates.A Roth conversion moves money from a traditional IRA (taxed on withdrawal) to a Roth IRA (tax-free on withdrawal). You pay income tax on the converted amount in the year you do it. The goal is to convert during years when your tax rate is lowest so the surviving spouse faces smaller required distributions and lower taxable income later.The new senior deduction adds a planning wrinkleThe One Big Beautiful Bill Act introduced a new deduction for Americans 65 and older: up to $6,000 in additional standard deduction for individuals with modified AGI up to $75,000 ($150,000 for married couples). But a large Roth conversion that pushes your income above those thresholds could wipe out the new deduction and negate part of the conversion’s benefit. The interaction requires careful modeling, not guesswork.Three moves to make while both spouses are still aliveThe widow’s penalty is not something you can fix after the fact. The strategies that reduce its impact require action while both spouses are still alive and filing jointly. Here are three moves worth discussing with a financial planner or tax professional.Model the survivor scenario nowAsk your financial advisor to run a projection that models what happens to the surviving spouse’s taxes, Medicare premiums, and Social Security income after the first death. If your advisor hasn’t done this, it should be part of your next review. The J.P. Morgan 2026 Guide to Retirement specifically recommends survivor-scenario modeling as a core part of household retirement planning.Evaluate your pension survivor benefit optionIf either spouse has a pension, review the survivor benefit election carefully. Choosing a single-life annuity pays more per month, but that income disappears when the pensioner dies. A joint-and-survivor option reduces current income but protects the surviving spouse. This decision is usually irrevocable once retirement begins.Consider staged Roth conversions over multiple yearsInstead of converting a large sum in a single year, financial planners generally recommend converting just enough each year to “fill up” the 12% or 22% tax bracket without crossing into the next one. Spreading conversions across years keeps your tax rate low, avoids triggering IRMAA surcharges, and gradually shifts assets into a tax-free account that won’t generate RMDs for the surviving spouse.Key takeaways for married couples approaching retirementThe great wealth transfer will send $40 trillion to widowed women who are boomers or older, but the U.S. tax code penalizes surviving spouses through compressed brackets and a smaller standard deduction.The standard deduction drops from $32,200 (married filing jointly) to $16,100 (single) in 2026, exposing more income to federal taxes.Social Security survivors keep only the higher of two spousal benefits, creating an immediate income drop of up to 40%.Medicare IRMAA surcharges kick in at $109,000 for single filers versus $218,000 for joint filers, meaning surviving spouses can face higher premiums even with less income.Roth conversions done while both spouses are alive and in lower joint brackets can reduce future tax burdens on the surviving spouse.Survivor-scenario modeling, pension benefit elections, and staged Roth conversions are three planning moves that must happen before a spouse dies to be effective.Related: Jean Chatzky raises red flag on huge IRA mistake Americans make

For the first time on a major AI platform release, security shipped at launch — not bolted on 18 months later. At Nvidia GTC this week, five security vendors announced protection for Nvidia’s agentic AI stack, four with active deployments, one with validated early integration.The timing reflects how fast the threat has moved: 48% of cybersecurity professionals rank agentic AI as the top attack vector heading into 2026. Only 29% of organizations feel fully ready to deploy these technologies securely. Machine identities outnumber human employees 82 to 1 in the average enterprise. And IBM’s 2026 X-Force Threat Intelligence Index documented a 44% surge in attacks exploiting public-facing applications, accelerated by AI-enabled vulnerability scanning.Nvidia CEO Jensen Huang made the case from the GTC keynote stage on Monday: “Agentic systems in the corporate network can access sensitive information, execute code, and communicate externally. Obviously, this can’t possibly be allowed.” Nvidia defined a unified threat model designed to flex and adapt for the unique strengths of five different vendors. Nvidia also names Google, Microsoft Security and TrendAI as Nvidia OpenShell security collaborators. This article maps the five vendors with embargoed GTC announcements and verifiable deployment commitments on record, an analyst-synthesized reference architecture, not Nvidia’s official canonical stack.No single vendor covers all five governance layers. Security leaders can evaluate CrowdStrike for agent decisions and identity, Palo Alto Networks for cloud runtime, JFrog for supply chain provenance, Cisco for prompt-layer inspection, and WWT for pre-production validation. The audit matrix below maps who covers what. Three or more unanswered vendor questions mean ungoverned agents in production.The five-layer governance frameworkThis framework draws from the five vendor announcements and the OWASP Agentic Top 10. The left column is the governance layer. The right column is the question every security leader’s vendor should answer. If they can’t answer it, that layer is ungoverned.Governance LayerWhat To DeployRisk If NotVendor QuestionWho Maps HereAgent DecisionsReal-time guardrails on every prompt, response, and actionPoisoned input triggers privileged actionDetect state drift across sessions?CrowdStrike Falcon AIDR, Cisco AI Defense [runtime enforcement]Local ExecutionBehavioral monitoring for on-device agentsLocal agent runs unprotectedAgent baselines beyond process monitoring?CrowdStrike Falcon Endpoint [runtime enforcement]; WWT ARMOR [pre-prod validation]Cloud OpsRuntime enforcement across cloud deploymentsAgent-to-agent privilege escalationTrust policies between agents?CrowdStrike Falcon Cloud Security [runtime enforcement]; Palo Alto Prisma AIRS [AI Factory validated design]IdentityScoped privileges per agent identityInherited creds; delegation compoundsPrivilege inheritance in delegation?CrowdStrike Falcon Identity [runtime enforcement]; Palo Alto Networks/CyberArk [identity governance platform]Supply ChainModel scanning + provenance before deployCompromised model hits productionProvenance from registry to runtime?JFrog Agent Skills Registry [pre-deployment]; CrowdStrike FalconFive-layer governance audit matrix. Three or more unanswered vendor questions indicate ungoverned agents in production. [runtime enforcement] = inline controls active during agent execution. [pre-deployment] = controls applied before artifacts reach runtime. [pre-prod validation] = proving-ground testing before production rollout. [AI Factory validated design] = Nvidia reference architecture integration, not OpenShell-launch coupling.CrowdStrike’s Falcon platform embeds at four distinct enforcement points in the Nvidia OpenShell runtime: AIDR at the prompt-response-action layer, Falcon Endpoint on DGX Spark and DGX Station hosts, Falcon Cloud Security across AI-Q Blueprint deployments, and Falcon Identity for agent privilege boundaries. Palo Alto Networks enforces at the BlueField DPU hardware layer within Nvidia’s AI Factory validated design. JFrog governs the artifact supply chain from the registry through signing. WWT validates the full stack pre-production in a live environment. Cisco runs an independent guardrail at the prompt layer.CrowdStrike and Nvidia are also building what they call intent-aware controls. That phrase matters. An agent constrained to certain data is access-controlled. An agent whose planning loop is monitored for behavioral drift is governed. Those are different security postures, and the gap between them is where the 4% error rate at 5x speed becomes dangerous.Why the blast radius math changedDaniel Bernard, CrowdStrike’s chief business officer, told VentureBeat in an exclusive interview what the blast radius of a compromised AI agent looks like compared to a compromised human credential.“Anything we could think about from a blast radius before is unbounded,” Bernard said. “The human attacker needs to sleep a couple of hours a day. In the agentic world, there’s no such thing as a workday. It’s work-always.”That framing tracks with architectural reality. A human insider with stolen credentials works within biological limits: typing speed, attention span, a schedule. An AI agent with inherited credentials operates at compute speed across every API, database, and downstream agent it can reach. No fatigue. No shift change. CrowdStrike’s 2026 Global Threat Report puts the fastest observed eCrime breakout at 27 seconds and average breakout times at 29 minutes. An agentic adversary doesn’t have an average. It runs until you stop it.When VentureBeat asked Bernard about the 96% accuracy number and what happens in the 4%, his answer was operational, not promotional: “Having the right kill switches and fail-safes so that if the wrong thing is decided, you’re able to quickly get to the right thing.” The implication is worth sitting on. 96% accuracy at 5x speed means the errors that get through arrive five times faster than they used to. The oversight architecture has to match the detection speed. Most SOCs are not designed for that.Bernard’s broader prescription: “The opportunity for customers is to transform their SOCs from history museums into autonomous fighting machines.” Walk into the average enterprise SOC and inventory what’s running there. He’s not wrong.On analyst oversight when agents get it wrong, Bernard drew the governance line: “We want to keep not only agents in the loop, but also humans in the loop of the actions that the SOC is taking when that variance in what normal is realized. We’re on the same team.”The full vendor stackEach of the five vendors occupies a different enforcement point the other four do not. CrowdStrike’s architectural depth in the matrix reflects four announced OpenShell integration points; security leaders should weigh all five based on their existing tooling and threat model.Cisco shipped Secure AI Factory with AI Defense, extending Hybrid Mesh Firewall enforcement to Nvidia BlueField DPUs and adding AI Defense guardrails to the OpenShell runtime. In multi-vendor deployments, Cisco AI Defense and Falcon AIDR run as parallel guardrails: AIDR enforcing inside the OpenShell sandbox, AI Defense enforcing at the network perimeter. A poisoned prompt that evades one still hits the other.Palo Alto Networks runs Prisma AIRS on Nvidia BlueField DPUs as part of the Nvidia AI Factory validated design, offloading inspection to the data processing unit at the network hardware layer, below the hypervisor and outside the host OS kernel. This integration is best understood as a validated reference architecture pairing rather than a tight OpenShell runtime coupling. Palo Alto intercepts east-west agent traffic on the wire; CrowdStrike monitors agent process behavior inside the runtime. Same cloud runtime row, different integration model and maturity stage.JFrog announced the Agent Skills Registry, a system of record for MCP servers, models, agent skills, and agentic binary assets within Nvidia’s AI-Q architecture. Early integration with Nvidia has been validated, with full OpenShell support in active development. JFrog Artifactory will serve as a governed registry for AI skills, scanning, verifying, and signing every skill before agents can adopt it. This is the only pre-deployment enforcement point in the stack. As Chief Strategy Officer Gal Marder put it: “Just as a malicious software package can compromise an application, an unvetted skill can guide an agent to perform harmful actions.”Worldwide Technology launched a Securing AI Lab inside its Advanced Technology Center, built on Nvidia AI factories and the Falcon platform. WWT’s vendor-agnostic ARMOR framework is a pre-production validation and proving-ground capability, not an inline runtime control. It validates how the integrated stack behaves in a live AI factory environment before any agent touches production data, surfacing control interactions, failure modes, and policy conflicts before they become incidents.Three MDR numbers: what they actually measureOn the MDR side, CrowdStrike fine-tuned Nvidia Nemotron models on first-party threat data and operational SOC data from Falcon Complete engagements. Internal benchmarks show 5x faster investigations, 3x higher triage accuracy in high-confidence benign classification, and 96% accuracy in generating investigation queries within Falcon LogScale. Kroll, a global risk advisory and managed security firm that runs Falcon Complete as its MDR backbone, confirmed the results in production. Because Kroll operates Falcon Complete as its core MDR platform rather than as a neutral third-party evaluator, their validation is operationally meaningful but not independent in the audit sense. Industry-wide third-party benchmarks for agentic SOC accuracy do not yet exist. Treat reported numbers as indicative, not audited.The 5x investigation speed compares average agentic investigation time (8.5 minutes) against the longest observed human investigation in CrowdStrike’s internal testing: a ceiling, not a mean. The 3x triage accuracy measures one internal model against another. The 96% accuracy applies specifically to generating Falcon LogScale investigation queries via natural language, not to overall threat detection or alert classification.JFrog’s Agent Skills Registry operates beneath all four CrowdStrike enforcement layers, scanning, signing, and governing every model and skill before any agent can adopt it — with early Nvidia integration validated and full OpenShell support in active development.Six enterprises are already in deploymentEY selected the CrowdStrike-Nvidia stack to power Agentic SOC services for global enterprises. Nebius ships with Falcon integrated into its AI cloud from day one. CoreWeave CISO Jim Higgins signed off on the Blueprint. Mondelēz North America Regional CISO Emmett Koen said the capability lets his team “focus on higher-value response and decision-making.” MGM Resorts International CISO Bryan Green endorsed WWT’s validated testing environments, saying enterprises need “validated environments that embed protection from the start.” These range from vendor selection and platform validation to production integration. The signal is converging across buyer types, not uniform at-scale deployment.What the five-vendor stack does not coverThe governance framework above represents real progress. It also has three holes that every security leader deploying agentic AI will eventually hit. No vendor at GTC closed any of them. Knowing where they are is as important as knowing what shipped.Agent-to-agent trust. When agents delegate to other agents, credentials compound. The OWASP Top 10 for Agentic Applications lists tool call hijacking and orchestrator manipulation as top-tier risks. Independent research from BlueRock Security scanning over 7,000 MCP servers found 36.7% contain vulnerabilities. An arXiv preprint study across 847 scenarios found a 23 to 41% increase in attack success rates in MCP integrations versus non-MCP. No vendor at GTC demonstrated a complete trust policy framework for agent-to-agent delegation. This is the layer where the 82:1 identity ratio becomes a governance crisis, not just an inventory problem.Memory integrity. Agents with persistent memory create an attack surface that stateless LLM deployments do not have. Poison an agent’s long-term memory once. Influence its decisions weeks later. The OWASP Agentic Top 10 flags this explicitly. CrowdStrike’s intent-aware controls are the closest architectural response announced at GTC. Implementation details remain forward-looking.Registry-to-runtime provenance. JFrog’s Agent Skills Registry addresses the registry side of this problem. The gap that remains is the last mile: end-to-end provenance requires proving the model executing in production is the exact artifact scanned and signed in the registry. That cryptographic continuity from registry to runtime is still an engineering problem, not a solved capability.What running five vendors actually costsThe governance matrix is a coverage map, not an implementation plan. Running five vendors across five enforcement layers introduces real operational overhead that the GTC announcements did not address. Someone has to own policy orchestration: deciding which vendor’s guardrail wins when AIDR and AI Defense return conflicting verdicts on the same prompt. Someone has to normalize telemetry across Falcon LogScale, Prisma AIRS, and JFrog Artifactory into a single incident workflow. And someone has to manage change control when one vendor ships a runtime update that shifts how another vendor’s enforcement layer behaves.A realistic phased rollout looks like this: start with the supply chain layer (JFrog), because it operates pre-deployment and has no runtime dependencies on the other four. Add identity governance (Falcon Identity) second, because scoped agent credentials limit blast radius before you instrument the runtime. Then instrument the agent decision layer (Falcon AIDR or Cisco AI Defense, depending on your existing vendor footprint), then cloud runtime, then local execution. Running all five simultaneously from day one is an integration project, not a configuration task. Budget for it accordingly.What to do before your next board meetingHere is what every CISO should be able to say after running the framework above: “We have audited every autonomous agent against five governance layers. Here is what’s in place, and here are the five questions we are holding vendors to.” If you cannot say that today, the issue is not that you are behind schedule. The issue is that no schedule existed. Five vendors just shipped the architectural scaffolding for one.Do four things before your next board meeting:Run the five-layer audit. Pull every autonomous agent your organization has in production or staging. Map each one against the five governance rows above. Mark which vendor questions you can answer and which you cannot.Count the unanswered questions. Three or more means ungoverned agents in production. That is your board number, not a backlog item.Pressure-test the three open gaps. Ask your vendors, explicitly: How do you handle agent-to-agent trust across MCP delegation chains? How do you detect memory poisoning in persistent agent stores? Can you show a cryptographic binding between the registry scan and the runtime load? None of the five vendors at GTC has a complete answer. That is not an accusation. It is where the next year of agentic security gets built.Establish the oversight model before you scale. Bernard put it plainly: keep agents and humans in the loop. 96% accuracy at 5x speed means errors arrive faster than any SOC designed for human-speed detection can catch them. The kill switches and fail-safes have to be in place before the agents run at scale, not after the first missed breach.The scaffolding is necessary. It is not sufficient. Whether it changes your posture depends on whether you treat the five-layer framework as a working instrument or skip past it in the vendor deck.

Jensen Huang took the stage Monday at Nvidia’s annual GTC conference in San Jose and said something that stopped the room cold. The Nvidia (NVDA) chief executive was dressed in his signature black leather jacket, addressing a packed crowd of tens of thousands.He told them he expects the company to generate at least $1 trillion in revenue from its AI chips through 2027.”I see sales of AI hardware, through 2027, at least one trillion dollars,” Huang said. He then added, “I am certain computing demand will be much higher than that.”Nvidia stock closed Monday at $183.22, up 1.65%, with trading volume coming in nearly 18% above its three-month average. The broader market also rose, with the S&P 500 gaining 1.02% to close at 6,700.What Huang actually said and why it mattersThe $1 trillion figure covers revenue from Nvidia’s current Blackwell chips and its next-generation Vera Rubin chips through the end of 2027. Last October, Huang had forecast $500 billion in AI chip orders covering 2025 and 2026 combined. Monday’s declaration effectively doubled that projection in less than six months.More Nvidia:Nvidia stock gets major reality check on ‘$100B’ numberNvidia CEO delivers blunt 7-word rebuttal on software stocksBank of America resets Nvidia price target after earningsTo put the scale in perspective, no company in the world currently generates $1 trillion in annual revenue. Walmart posted $713.2 billion in revenue last fiscal year. Amazon earned $717 billion, making it the largest company by annual revenue for the first time.If Nvidia hits its target, it would become the first company in history to generate $1 trillion in revenue in a single year, surpassing both Walmart and Amazon individually.Nvidia posted $215.9 billion in revenue for its fiscal year 2026, which ended January 31, 2026, up from $130.5 billion the prior year. The trillion-dollar path would represent an extraordinary acceleration even by Nvidia’s own standards.The agentic AI shift is driving the callHuang was direct about what is fueling the demand surge. He told the GTC audience that artificial intelligence has crossed a critical threshold, moving beyond the training phase into what he called the “inflection point of inference.””Finally, AI is able to do productive work, and therefore the inflection point of inference has arrived,” Huang said on stage. Inference refers to AI models actively performing tasks for users, not just being trained on data.That shift dramatically expands the compute requirements for every company deploying AI.Huang also announced a major focus on agentic AI at GTC, unveiling tools built around OpenClaw, a platform he described as the operating system for personal AI. He called it “as big of a deal as HTML, as big of a deal as Linux,” and said every company in the world now needs an agentic system strategy.What else Huang unveiled at GTCThe trillion-dollar revenue call was not the only headline from Monday’s keynote. Huang announced that Vera Rubin, Nvidia’s next-generation chip system made up of 1.3 million components, is now in full production.Related: Veteran analyst sends shocking message on Nvidia after earningsIt will deliver 10 times more performance per watt than its predecessor, Grace Blackwell. That energy efficiency claim is significant given that power consumption is one of the biggest constraints on the AI buildout.Huang also unveiled the Nvidia Groq 3 Language Processing Unit, the first chip from the AI startup Nvidia struck a $20 billion deal with in December. Under the arrangement, Nvidia licensed Groq’s inference technology and hired its founders, while Groq continues operating as an independent company. The chip is expected to ship in the third quarter.Nvidia additionally said it is developing chips for data centers in outer space, an area of growing interest as tech giants scramble for real estate to build AI infrastructure.Key GTC 2026 announcements$1 trillion revenue forecast from Blackwell and Vera Rubin chip sales through 2027Vera Rubin in full production, delivering 10x more performance per watt than Grace BlackwellGroq 3 LPU unveiled, expected to ship in Q3 2026OpenClaw agentic AI tools announced, targeting enterprise deploymentSpace data center chips revealed, extending Nvidia’s infrastructure ambitions beyond EarthWall Street’s reaction to the trillion-dollar callAnalysts had been bullish heading into GTC, with 93% of the 70 analysts covering NVDA maintaining Buy ratings and an average price target of around $273, per TipRanks. That implies roughly 49% upside from current levels.Truist Financial analyst William Stein had called GTC a “key positive catalyst” for the stock ahead of the event, maintaining a price target of $283. Cantor Fitzgerald analyst C.J. Muse, who reiterated a Buy rating with a $300 target, said heading into Monday, “We are on the cusp of regaining confidence.”

Jensen Huang believes Nvidia will generate at least $1 trillion in revenue from its AI chips through 2027.Fanjoy/Getty Images

The stock’s muted gain on the day reflects a market that has been cautious in 2026 amid broader macro headwinds, including the ongoing conflict driving oil prices higher. But the trillion-dollar declaration gives analysts fresh ammunition to raise estimates in the days ahead.The risks that could complicate the pathHuang’s projection is not without risk. U.S. export controls on advanced AI chips remain a significant wildcard, particularly for sales to China.Custom AI chips from Amazon, Google, and other hyperscalers are also growing as an alternative to Nvidia GPUs, though Huang has consistently argued that Nvidia’s software ecosystem gives it a durable advantage competitors cannot easily replicate.Power supply and data center capacity also remain real constraints on how fast AI infrastructure can actually scale. And sustaining the level of annual revenue growth required to reach $1 trillion by 2027 would be unprecedented for any company at Nvidia’s current scale.Still, with Vera Rubin in production, Groq integration underway, and hyperscalers collectively pouring hundreds of billions into AI infrastructure, Huang’s confidence on Monday was hard to dismiss. Investors will get their next major data point when Nvidia reports first-quarter earnings in late May.Related: Jensen Huang issues blunt words on Nvidia stock