DEV Community: Md pulok

AI agents context: Couchbase’s Edge‑Ready Platform Redefines Enterprise Memory

Md pulok — Tue, 30 Jun 2026 18:00:12 +0000

Why Memory‑First AI Agents Are Becoming the New Battlefield for Enterprise Advantage

Enterprises are rapidly discovering that the true differentiator in generative AI is not just model size but the ability to supply agents with live, contextual memory, vector‑based retrieval, and trusted data at the moment of decision. Couchbase’s newly announced AI Data Plane brings together persistent agent memory, real‑time retrieval, and an enterprise‑managed Multi‑Cluster Processing (MCP) server into a single, edge‑ready platform. The “memory‑first” architecture promises to keep AI agents grounded in up‑to‑date, company‑specific knowledge while maintaining the performance and security required for mission‑critical workloads.

Key Takeaways

Contextual Memory Integration – Couchbase’s AI Data Plane embeds persistent memory directly into AI agents, enabling them to reference prior interactions and maintain continuity across sessions.
Real‑Time Vector Retrieval – The platform supports low‑latency vector search, allowing agents to pull the most relevant data points instantly at inference time.
Enterprise‑Managed MCP Server – A dedicated MCP layer provides controlled, scalable compute resources, ensuring compliance and governance for AI workloads.
Edge‑Ready Design – By unifying storage, retrieval, and compute, the solution can be deployed at the edge, reducing latency for time‑sensitive decision making.
Trusted Data at Decision Time – Built‑in data validation and access controls guarantee that agents act on verified, authoritative information.
Competitive Edge – Organizations that adopt the memory‑first approach gain a decisive advantage in accuracy, speed, and regulatory compliance over competitors relying on stateless models.

AIagents #EnterpriseAI #MemoryFirst #VectorSearch #EdgeComputing #CouchbaseAI #MCP #TrustedData #AIPlatform #newsababil360

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Botulism in Infant Formula: Unraveling the Recurrent Threat Behind Recent Outbreaks

Md pulok — Tue, 30 Jun 2026 15:00:11 +0000

A Silent Killer Returns: Botulism Threatening Infant Formula

Recent investigations have uncovered a troubling resurgence of Clostridium botulinum toxin in infant formula, marking the second outbreak within a seven‑month span. The toxin’s extreme potency and the scarcity of laboratories equipped to detect it at trace levels have left parents, manufacturers, and regulators scrambling for answers and rapid containment measures.

Key Takeaways

Repeated Outbreaks: Two confirmed botulism incidents in infant formula have occurred within the last seven months, indicating a persistent contamination source.
Elusive Pathogen: Clostridium botulinum produces a toxin that remains undetectable to most standard testing facilities; only a limited number of specialized labs worldwide can reliably identify the low concentrations present in food products.
Regulatory Pressure: Health authorities are intensifying oversight of production lines, raw material sourcing, and sterilization protocols to prevent further exposure.
Public Health Impact: Infants are especially vulnerable; even minute toxin doses can cause severe neurotoxic effects, necessitating heightened vigilance among caregivers and clinicians.
Industry Response: Manufacturers are reevaluating supply chains, investing in advanced detection technologies, and expanding quality‑assurance testing to restore consumer confidence.

InfantFormulaSafety #BotulismOutbreak #ClostridiumBotulinum #FoodSafetyRegulation #PublicHealthAlert #ToxinDetection #GlobalLabNetwork #ParentAlert #InfantHealth #newsababil360

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Memory Shortage Accelerates as Data Center Boom Fuels Demand Surge

Md pulok — Tue, 30 Jun 2026 12:00:11 +0000

Why AI‑Powered Data Centers Are Triggering a New Memory Crisis

The surge in data‑center construction, driven by escalating AI workloads, is pushing demand for DRAM and NAND flash to levels that outpace current production capacity. Analysts warn that the existing memory shortage—already tightening supply for smartphones, laptops, and servers—will intensify over the next twelve months, potentially reshaping the semiconductor market and pricing dynamics.

Key Takeaways

AI workloads are the primary catalyst behind the rapid expansion of data‑center capacity.
DRAM and NAND flash demand is exceeding supply, extending the shortage beyond consumer devices to enterprise infrastructure.
Analysts forecast a deepening shortage over the next year, suggesting tighter inventories and higher component costs.
Manufacturers face pressure to accelerate fab expansions and adopt advanced process nodes to meet the surge.
Supply‑chain constraints may trigger price volatility across the hardware ecosystem, affecting OEMs and end‑users alike.

DRAM #NAND #DataCenters #AI #MemoryShortage #SemiconductorSupply #ServerMarket #TechSupplyChain #HardwareDemand #newsababil360

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South Korea pledges $1 trillion to turbocharge South Korea memory chip production and humanoid robots

Md pulok — Tue, 30 Jun 2026 09:00:10 +0000

South Korea’s $1 Trillion Bet on AI‑Driven Chip Dominance

Seoul has unveiled a sweeping $1 trillion investment aimed at cementing the nation’s leadership in artificial‑intelligence hardware. The plan, announced by President Lee Jae‑Myung, blends an aggressive expansion of DRAM capacity, the rollout of AI‑focused data centers, and the mass production of humanoid robots through Hyundai’s Boston Dynamics subsidiary. Industry giants Samsung and SK Hynix, fresh from record earnings, are slated to spearhead the chip‑manufacturing surge, while the robotics push signals a broader ambition to integrate advanced AI across manufacturing and services.

Key Takeaways

$1 trillion fund dedicated to securing South Korea’s AI hardware supremacy.
DRAM expansion: Samsung and SK Hynix will scale production to meet soaring global demand for memory in AI workloads.
AI‑centric data centers: Government‑backed facilities will provide the compute backbone for next‑generation AI applications.
Humanoid robot mass production: Hyundai’s Boston Dynamics unit will transition from niche prototypes to large‑scale manufacturing.
Economic impact: The initiative is projected to generate significant jobs, boost exports, and reinforce the country’s position in the high‑tech value chain.
Strategic timing: The fund arrives as global rivals intensify chip‑making investments, underscoring Seoul’s intent to stay ahead.

SouthKorea #AIHardware #MemoryChips #DRAMExpansion #HumanoidRobots #Hyundai #Samsung #SKHynix #TechInvestment #newsababil360

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AI Rout Triggers Sharp Stock Decline Across U.S. Markets

Md pulok — Tue, 30 Jun 2026 06:00:07 +0000

AI Shockwave Sends Nasdaq Plunging 2.5% Amid DeepSeek Fallout

The Nasdaq slid 2.5% in early trade as the AI sell‑off triggered by China’s DeepSeek announcement reverberated across U.S. equities. Heavyweights in AI infrastructure recorded double‑digit losses, while Nvidia, the sector’s bellwether, tumbled 16% after issuing guidance that fell short of expectations. The sharp correction underscores persistent uncertainty over AI supply‑chain dynamics and the sustainability of recent valuation surges.

Key Takeaways

Nasdaq decline: Index down 2.5% in early trading, reflecting broad‑based AI‑related pressure.
Nvidia hit hard: Shares fell 16% following weaker‑than‑expected revenue guidance.
Infrastructure pain: Companies supplying AI hardware and services posted double‑digit percentage losses.
Catalyst: China’s DeepSeek AI model announcement ignited the sell‑off, raising doubts about global AI demand.
Market sentiment: Investors are reevaluating growth expectations amid supply‑chain and pricing uncertainties.

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AIStocks #NasdaqDrop #NvidiaPlunge #AIInfrastructure #DeepSeek #MarketVolatility #TechSector #AIGuidance #InvestorSentiment #newsababil360

Target attendance points system: New penalties could fire workers at 12 points

Md pulok — Tue, 30 Jun 2026 03:00:12 +0000

Target Tightens Attendance Rules Ahead of September Rollout

Target announced that, beginning in September, a new attendance points system will be applied to all store and warehouse employees. The program assigns points for tardiness and missed shifts, with a threshold of 12 points that could trigger termination. The policy is designed to curb unexcused absences but has raised concerns about its impact on a workforce already navigating tight schedules and demanding retail environments.

Key Takeaways

Point Structure: 0.25 point for arriving more than eight minutes late, 1 point for an unsanctioned shift miss, and 3 points for a no‑show.
Termination Threshold: Accumulating 12 points may result in dismissal.
Implementation Timeline: The system goes live for all Target store and warehouse staff in September.
Employee Impact: Workers with irregular schedules or transportation challenges could face rapid point accumulation.
Corporate Rationale: Target aims to improve operational efficiency and reduce labor costs associated with turnover and coverage gaps.
Legal Considerations: The policy may attract scrutiny under labor regulations governing fair disciplinary practices.
HR Response: Managers will receive training on point tracking and dispute resolution procedures.
Union Reaction: Labor advocates warn the system could exacerbate workforce instability and undermine morale.
Potential Industry Ripple: Other retailers may monitor the outcome as a template for attendance enforcement.
Transparency Measures: Employees will have access to their point totals through internal portals, allowing real‑time monitoring.

Target #AttendancePolicy #RetailWorkforce #EmployeeRights #LaborLaw #HRManagement #WorkplaceCompliance #ShiftScheduling #CorporatePolicy #newsababil360

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Venezuela Earthquakes: Neighbors Turn Rubble into Rescue Frontlines

Md pulok — Tue, 30 Jun 2026 00:00:10 +0000

When the Ground Shook, Neighbors Became First Responders

On June 25, 2026, twin tremors rattled Caracas, snapping plaster, shattering television screens and rupturing a water heater in a third‑floor flat. As power and mobile networks collapsed, residents like 32‑year‑old Maria fled barefoot, phones in hand, to confront the chaos. Within minutes, informal rescue teams assembled in neighborhoods, turning living rooms into command centers and stairwells into triage points. The rapid, citizen‑driven response highlighted both the fragility of the city’s infrastructure and the resilience of its people.

Key Takeaways

Immediate community mobilization: Residents organized ad‑hoc rescue squads within minutes of the quake, bypassing delayed official response.
Infrastructure vulnerabilities exposed: Power outages, loss of cellular service, and water‑heater failures underscored critical gaps in urban safety standards.
Citizen expertise in action: Local knowledge of building layouts and informal networks proved decisive in locating and assisting trapped individuals.
Resource scarcity: Absence of professional equipment forced improvised solutions, such as using ladders, blankets, and personal tools for extraction.
Psychological impact: The sudden loss of basic utilities amplified fear, prompting swift solidarity but also raising concerns about long‑term trauma.
Policy implications: The event pressures municipal authorities to revise building codes, enhance seismic retrofitting, and develop community‑based emergency protocols.
Media blackout: Early communication blackout limited real‑time reporting, highlighting the need for resilient emergency broadcasting systems.
International attention: Observers from neighboring countries noted the grassroots response as a potential model for disaster‑prone urban centers.
Future preparedness: Calls are growing for regular community drills, decentralized alert systems, and investment in resilient infrastructure.
Humanitarian narrative: The episode reinforces the principle that, in disaster scenarios, ordinary citizens often become the first line of defense.

Venezuela #CaracasQuake #CommunityRescue #UrbanDisaster #EarthquakeResponse #CitizenHeroes #InfrastructureFailure #EmergencyPreparedness #LatinAmerica #newsababil360

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Harvard Housing Report Shows Housing Affordability Crisis Was Never a Guarantee

Md pulok — Mon, 29 Jun 2026 21:00:08 +0000

Why the American Dream of Homeownership Is Becoming a Relic

The latest release from Harvard’s Joint Center for Housing Studies paints an unambiguous picture: what once was an exceptional post‑war prosperity is now the norm—housing affordability has slipped from a fleeting advantage to a pervasive shortfall for the majority of Americans. Decades of rising home prices, stagnant wages, and policy inertia have turned what scholars warned about half a century ago into a structural defect in the nation’s housing system.

Key Takeaways

Affordability has shifted from anomaly to baseline: Recent data show that a growing share of households now spend more than 30 % of income on housing, a threshold traditionally used to signal unaffordability.
Historical warnings proved prescient: Researchers in the 1970s warned that only the wealthiest could keep pace with home‑price inflation; the current report confirms that prediction has materialized across income brackets.
Supply constraints intensify the crisis: Limited new construction, zoning restrictions, and a shortage of affordable rental units have compounded price pressures.
Income growth lags behind price growth: Median household incomes have risen modestly, while home values have increased at a rate several times higher, eroding purchasing power.
Policy inertia is a core driver: Federal, state, and local policies have failed to address the systemic mismatch between demand and supply, allowing the affordability gap to widen.
Long‑term economic implications: Persistent unaffordability threatens labor mobility, widens wealth inequality, and could dampen overall economic growth.
Potential pathways forward: The report outlines interventions such as expanding affordable housing subsidies, reforming zoning laws, and incentivizing higher‑density development.
Regional disparities matter: While the crisis is national, coastal metros face the steepest affordability gaps, whereas some inland markets still retain modest price dynamics.
Demographic pressure: Millennials and Gen Z are entering the housing market later and with heavier debt burdens, further stressing affordability.
Urgency for coordinated action: The authors stress that without decisive, multi‑level policy action, the affordability deficit will become entrenched, reshaping the fabric of American homeownership.

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HousingAffordability #HarvardHousingStudy #HomePriceCrisis #HousingPolicy #EconomicInequality #AffordableHousing #UrbanPlanning #RealEstateTrends #WealthGap #newsababil360

San Francisco home design poised for a tech‑rich makeover

Md pulok — Mon, 29 Jun 2026 18:00:10 +0000

Tech IPO Tsunami Redefines San Francisco’s Living Spaces

An unprecedented wave of public offerings from SpaceX, Anthropic and OpenAI is set to create roughly 12,000 new multimillionaires. The influx of capital is already reshaping the Bay Area’s real‑estate market, with Compass reporting an 18 % year‑over‑year surge in home prices. The surge in wealth is prompting a distinct shift in interior design preferences, signaling a tech‑rich makeover for San Francisco residences.

Key Takeaways

12,000 multimillionaires are expected to emerge from the combined IPOs of SpaceX, Anthropic and OpenAI.
Compass data shows an 18 % YoY increase in San Francisco home prices, outpacing national trends.
New affluent buyers are demanding spacious floor plans, premium materials, and integrated smart‑home technologies.
Sustainable and minimalist aesthetics are gaining traction as tech leaders prioritize environmental stewardship.
High‑end amenities such as home gyms, private workspaces, and cinematic rooms are becoming standard in new listings.
The ripple effect is prompting local architects and designers to adopt tech‑centric, modular design approaches.
Real‑estate developers are accelerating projects that cater to luxury, flexibility, and future‑proofing.
The market’s rapid appreciation is attracting institutional investors seeking exposure to tech‑driven residential assets.
Neighborhoods near the downtown core are experiencing the most pronounced price acceleration, reshaping the city’s socioeconomic landscape.
Industry analysts predict that the design transformation will sustain long‑term demand even after the IPO hype subsides.

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SanFranciscoRealEstate #TechWealth #HomeDesignTrends #MultimillionaireBoom #SpaceXIPO #AnthropicIPO #OpenAIIPO #CompassData #LuxuryLiving #newsababil360

Sea Ranger Service Powers Gen Z Jobs While Guarding Oceans

Md pulok — Mon, 29 Jun 2026 15:00:09 +0000

Turning the Tide: Europe’s Youngest Workforce Finds Pay‑able Purpose at Sea

The Sea Ranger Service, founded by former dockworker‑turned‑expedition leader Wietse Van Der Werf, is scaling an innovative model that blends paid employment with hands‑on ocean stewardship. By directing Gen Z talent into offshore surveys, seagrass restoration and coastal monitoring, the initiative offers entry‑level salaries that rival traditional land‑based roles, directly addressing Europe’s youth job crisis while delivering measurable climate‑action outcomes.

Key Takeaways

Mission‑driven employment: Young workers receive competitive wages while contributing to marine conservation projects.
Rapid expansion: The programme is scaling up to meet growing demand for climate‑action jobs across Europe.
Skill development: Participants gain practical expertise in marine science, data collection and ecological restoration.
Economic impact: By matching or exceeding typical entry‑level pay, the service positions ocean work as a viable career path.
Leadership pedigree: Founder Wietse Van Der Werf leverages his dockyard experience to bridge the gap between maritime industry and environmental activism.

SeaRangerService #GenZJobs #OceanStewardship #ClimateAction #YouthEmployment #BlueEconomy #CoastalRestoration #SustainableCareers #EuropeanWorkforce #newsababil360

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Z.ai Cybersecurity Claim: Matching Mythos in Bug‑Finding Tests

Md pulok — Mon, 29 Jun 2026 12:00:10 +0000

Z.ai’s GLM‑5.2 Challenges Mythos in Automated Bug‑Finding

Zhipu AI has launched the open‑weight GLM‑5.2 model, positioning its Z.ai cybersecurity suite as a direct rival to the industry‑standard Mythos platform. Independent laboratory evaluations indicate that GLM‑5.2 can identify security flaws that previously required costly proprietary solutions, while still lagging behind Anthropic and OpenAI on generic language tasks.

Key Takeaways

Open‑weight release: GLM‑5.2 is publicly accessible, enabling broader community testing and integration.
Cybersecurity focus: Z.ai’s implementation claims parity with Mythos in detecting software vulnerabilities.
Independent validation: Early lab results show the model flags issues without the need for specialized tools.
Benchmark gap: On universal language benchmarks, GLM‑5.2 trails leading models from Anthropic and OpenAI.
Strategic implication: The move signals Zhipu AI’s ambition to expand from pure LLM research into applied security solutions.

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ZhipuAI #GLM52 #ZaiCybersecurity #Mythos #BugFinding #AIsecurity #VulnerabilityScanning #AIbenchmarks #CyberDefense #TechNews #newsababil360..

Supergirl opening weekend disaster: Warner Bros. hit hard as Toy Story 5 soars

Md pulok — Mon, 29 Jun 2026 09:00:11 +0000

Disney’s “Toy Story 5” Leaves Warner Bros.’ “Supergirl” in the Dust

Warner Bros. Discovery’s big‑budget superhero sequel Supergirl posted a dismal $38 million domestic haul in its opening weekend, while Disney’s Toy Story 5 racked up $70 million at home and an additional $89.1 million abroad, pushing its worldwide total beyond $585 million in just two weeks. The stark contrast highlights a growing divergence in audience appetite and raises serious questions about Warner Bros.’ upcoming slate.

Key Takeaways

Domestic debut: Supergirl earned $38 million, far below industry forecasts for a tentpole release.
Disney’s advantage: Toy Story 5 secured $70 million domestically and $89.1 million internationally, surpassing $585 million globally in two weeks.
Financial pressure: The underperformance adds strain to Warner Bros. Discovery’s balance sheet, already challenged by streaming investments.
Strategic implications: The result may force Warner Bros. to reconsider its reliance on high‑cost superhero franchises.
Audience shift: Family‑oriented animation continues to dominate box‑office revenue, outpacing action‑driven entries.
Market dominance: Disney’s ability to generate sustained global earnings reinforces its commanding position in the theatrical market.
Critical reception: Director Craig Gillespie’s vision for Supergirl has drawn criticism for lacking narrative cohesion and failing to resonate with core fans.
International dynamics: While Disney thrives abroad, Warner Bros. struggles to capture comparable overseas market share.
Stock impact: The weekend shortfall could influence Warner Bros. Discovery’s share performance ahead of its earnings report.
Future outlook: The studio may need to diversify its release calendar and tighten budget controls to mitigate further volatility.

Supergirl #ToyStory5 #WarnerBrosDiscovery #BoxOffice #DisneyDominance #FilmIndustry #MovieFinance #Hollywood #StreamingShift #newsababil360

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DEV Community: Md pulok

AI agents context: Couchbase’s Edge‑Ready Platform Redefines Enterprise Memory

Key Takeaways

AIagents #EnterpriseAI #MemoryFirst #VectorSearch #EdgeComputing #CouchbaseAI #MCP #TrustedData #AIPlatform #newsababil360

Botulism in Infant Formula: Unraveling the Recurrent Threat Behind Recent Outbreaks

A Silent Killer Returns: Botulism Threatening Infant Formula

Key Takeaways

InfantFormulaSafety #BotulismOutbreak #ClostridiumBotulinum #FoodSafetyRegulation #PublicHealthAlert #ToxinDetection #GlobalLabNetwork #ParentAlert #InfantHealth #newsababil360

Memory Shortage Accelerates as Data Center Boom Fuels Demand Surge

Key Takeaways

DRAM #NAND #DataCenters #AI #MemoryShortage #SemiconductorSupply #ServerMarket #TechSupplyChain #HardwareDemand #newsababil360

South Korea pledges $1 trillion to turbocharge South Korea memory chip production and humanoid robots

South Korea’s $1 Trillion Bet on AI‑Driven Chip Dominance

Key Takeaways

SouthKorea #AIHardware #MemoryChips #DRAMExpansion #HumanoidRobots #Hyundai #Samsung #SKHynix #TechInvestment #newsababil360

AI Rout Triggers Sharp Stock Decline Across U.S. Markets

AI Shockwave Sends Nasdaq Plunging 2.5% Amid DeepSeek Fallout

Key Takeaways

AIStocks #NasdaqDrop #NvidiaPlunge #AIInfrastructure #DeepSeek #MarketVolatility #TechSector #AIGuidance #InvestorSentiment #newsababil360

Target attendance points system: New penalties could fire workers at 12 points

Target Tightens Attendance Rules Ahead of September Rollout

Key Takeaways

Target #AttendancePolicy #RetailWorkforce #EmployeeRights #LaborLaw #HRManagement #WorkplaceCompliance #ShiftScheduling #CorporatePolicy #newsababil360

Venezuela Earthquakes: Neighbors Turn Rubble into Rescue Frontlines

When the Ground Shook, Neighbors Became First Responders

Key Takeaways

Venezuela #CaracasQuake #CommunityRescue #UrbanDisaster #EarthquakeResponse #CitizenHeroes #InfrastructureFailure #EmergencyPreparedness #LatinAmerica #newsababil360

Harvard Housing Report Shows Housing Affordability Crisis Was Never a Guarantee

Why the American Dream of Homeownership Is Becoming a Relic

Key Takeaways

HousingAffordability #HarvardHousingStudy #HomePriceCrisis #HousingPolicy #EconomicInequality #AffordableHousing #UrbanPlanning #RealEstateTrends #WealthGap #newsababil360

San Francisco home design poised for a tech‑rich makeover

Tech IPO Tsunami Redefines San Francisco’s Living Spaces

Key Takeaways

SanFranciscoRealEstate #TechWealth #HomeDesignTrends #MultimillionaireBoom #SpaceXIPO #AnthropicIPO #OpenAIIPO #CompassData #LuxuryLiving #newsababil360

Sea Ranger Service Powers Gen Z Jobs While Guarding Oceans

Key Takeaways

SeaRangerService #GenZJobs #OceanStewardship #ClimateAction #YouthEmployment #BlueEconomy #CoastalRestoration #SustainableCareers #EuropeanWorkforce #newsababil360

Z.ai Cybersecurity Claim: Matching Mythos in Bug‑Finding Tests

Key Takeaways

ZhipuAI #GLM52 #ZaiCybersecurity #Mythos #BugFinding #AIsecurity #VulnerabilityScanning #AIbenchmarks #CyberDefense #TechNews #newsababil360..

Supergirl opening weekend disaster: Warner Bros. hit hard as Toy Story 5 soars

Disney’s “Toy Story 5” Leaves Warner Bros.’ “Supergirl” in the Dust

Key Takeaways

Supergirl #ToyStory5 #WarnerBrosDiscovery #BoxOffice #DisneyDominance #FilmIndustry #MovieFinance #Hollywood #StreamingShift #newsababil360

South Korea pledges $1 trillion to turbocharge South Korea memory chip production and humanoid robots

South Korea’s $1 Trillion Bet on AI‑Driven Chip Dominance

Supergirl opening weekend disaster: Warner Bros. hit hard as Toy Story 5 soars

Disney’s “Toy Story 5” Leaves Warner Bros.’ “Supergirl” in the Dust