Torah Education Nonprofit Joins Fewer Than 1% of U.S. Charities at the Highest Tier of AccountabilitySOUTH FLORIDA — BeEzrat HaShem Inc., a Florida 501(c)(3) Torah outreach organization, has been awarded the 2026 Platinum Seal of Transparency by Candid (formerly GuideStar) for the third consecutive year. Platinum is the highest of Candid’s four transparency tiers, held by fewer than 1% of the...
I run GrowthSpree, a B2B SaaS marketing agency, selling into the US and Europe. Six months ago we made a bet that the agency model itself was broken for the AI era, so we tore ours down and rebuilt it. This is what we did and what actually happened.The bet: become the first truly AI-native marketing agency. Not an agency that "uses AI tools" by bolting ChatGPT onto a 2015 workflow, but one...
Building software is becoming easy.Building a business is not.AI coding tools have dramatically lowered the barrier to creating SaaS products, AI applications, online services, marketplaces, and e-commerce stores. Entrepreneurs can now generate working products in hours instead of spending months writing code.But for most founders, development is no longer the bottleneck.Launching a successful...
Hi — I'm Taylor, founder of revkit.ai.I've been quiet on the YC blog because we've been heads-down with our first wave of customers. But I want to share the thesis we're building on, because I think it matters for any founder watching the AI-meets-enterprise wave.I'll keep it tight.The thesis in one paragraph Salesforce has more than 150,000 customers. It runs the revenue operations of a...
Rather than parsing application payloads or relying on browser execution, Trafficmind evaluates traffic through network and protocol-level attributes available immediately on arrival. The analysis does not depend on request content, business logic, or application-specific context.
This design supports encrypted traffic, API-based workloads, and automated clients without requiring application awareness. Avoiding schema dependencies reduces operational complexity, and because enforcement occurs before full packet processing, mitigation introduces no CPU or operating system overhead into the application stack.
Behavioral structure as a differentiator
Legitimate traffic and attack traffic can be similar in volume but differ significantly in structure, consistency, and evolution. These differences are not visible at the individual request level. They emerge when traffic is observed and modeled as a system.
Legitimate traffic surges tend to exhibit:
- Diversity across networks, devices, and client environments
- Ramp-up patterns that correlate with external events or growth
- Session persistence and natural request reuse
- Timing variability shaped by human behavior
- Retry patterns consistent with real network conditions
- Geographic distribution aligned with the underlying user base
Attack traffic tends to exhibit:
- Request patterns that are highly synchronized across sources
- Uniform connection lifetimes and timing intervals
- High volumes of short-lived sessions with no persistence
- Aggressive retry behavior without backoff
- Exploitation of protocol edge cases
- Concentration within limited network ranges
These behavioral signals are correlated statistically at Layer 7 and enforced deterministically at Layer 4. Volumetric attacks are dropped at the edge before request admission, while application-layer attacks are classified behaviorally and enforced through packet level rejection at the network interface. At no point does the process touch or alter application logic.
Transparent mitigation without user disruption
Because detection runs before application execution, no interactive validation is required to distinguish legitimate traffic from abuse. Legitimate traffic proceeds normally while suspicious traffic is rate-limited, isolated, or dropped based on upstream behavioral analysis.
The result preserves user experience under high demand, maintains compatibility with non-browser clients, and ensures security decisions are made at the infrastructure layer rather than delegated to the client. Early enforcement also reduces downstream load, preventing congestion from reaching application stacks.
Traffic on internet-facing systems is rarely stable, as legitimate demand shifts with product launches, user growth, and media attention, while DoS attacks, automated abuse, and protocol misuse can arrive at the same scale and intensity. Reliably distinguishing one from the other without introducing latency or friction for legitimate users is the core problem.Trafficmind treats inbound traffic...
References
[1] Wikipedia. "Moravec's paradox." - https://en.wikipedia.org/wiki/Moravec%27s_paradox
[2] Construction Physics. "Robot Dexterity Still Seems Hard." April 2025. - https://www.construction-physics.com/p/robot-dexterity-still...
In 1997, IBM's Deep Blue beat Garry Kasparov at chess. In 2016, DeepMind's AlphaGo defeated Lee Sedol at Go. Yet, in 2026, if you ask a $100,000 robotic arm to pick up a crushed paper bag, place a hot soup container inside without spilling it, and staple a receipt to the top, it will likely fail catastrophically.This is Moravec's Paradox in action: the high-level reasoning tasks that humans...
4dev.com (https://4dev.com) is a platform that automates payouts to remote employees and freelancers worldwide. The service helps companies build reliable payment and documentation workflows for international teams — especially where speed, predictability, and compliance requirements matter.
Company contacts:
FOURDEV LLC
1309 Coffeen Ave STE 16541, Sheridan, WY, 82801, USA
Сontact Sales Team: [email protected]
Сontact Support Team: [email protected]
Media Contact:
Artem Vershinsky - Head of Funding Hub by 4dev.com
Email: [email protected]
Mikhail Smirnov - Head of Marketing & PR at 4dev.com
Email: [email protected]
The full report and additional comments are available upon request.
Remote contractors are now the new normal for businesses, with 47% of the global workforce working on a contract basis and contractor payments reaching $1.5 trillion, according to the Contractor Market Report 2025Analysts from 4dev.com, in partnership with venture club The Ventures, have released the Contractor Market Report 2025 — a study examining how companies worldwide are reshaping hiring...
Discover More from Xtra: Looking for cinematic stability? Check out Xtra Muse: Shop Xtra Muse on Amazon - https://www.amazon.com/dp/B0FL9DN3GY?maas=maas_adg_api_59195...
For press materials and media inquiries: Visit the Xtra Official Website https://www.xtra-us.com/ or contact [email protected]
Join the Xtra Community: Stay updated with the latest tutorials and creator showcases:
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Xtra, a rising innovator in imaging technology, today announces the upcoming launch of the Xtra Atto, a featherlight wearable 4K action camera designed to redefine hands-free content creation.With the growing trend of documenting travel, daily routines, and behind-the-scenes workflows, creators are increasingly seeking ultra-compact cameras that enable true hands-free operation. Xtra is...
One dealer from another city in Colorado even drove five hours after hearing about the Aspen event. He noted a clear increase in customer inquiries back home and praised Yarbo’s continuous product refinement, expressing interest in future collaboration.
More than once, attendees commented that the Yarbo Snow Blower might be the best Christmas gift this year — a practical yet impressive investment that aligns perfectly with modern expectations of convenience and smart living.
Why Aspen Was the Right Choice
Aspen isn’t just scenic, it’s symbolic. It represents a global audience that values performance, aesthetics, and lifestyle integration. Yarbo’s presence there felt intentional and fitting, a direct response to the needs of homeowners who expect technology to elevate daily life, even in snowy conditions.
By showcasing its product in one of the world’s most prestigious winter destinations, Yarbo positioned itself squarely within the emerging category of “Winter Lifestyle Tech,” where automation meets premium living.
Redefining Winter Yard Care
At $4,999, the Yarbo Snow Blower is clearly aimed at homeowners who value time, safety, and innovation. It eliminates late-night shoveling, early-morning driveway clearing, and the physical toll of winter maintenance, all while operating quietly, efficiently, and autonomously.
More than a snow blower, Yarbo represents a shift: from labor-intensive winter chores to intelligent, proactive yard management.
And judging by the crowds, the cameras, and the conversations in Aspen, it’s a shift people are more than ready to make.
Next Stop: CES 2026 — See the Future in Person
Following its successful pop-up in Aspen, Yarbo is gearing up for a major unveiling at CES 2026 in Las Vegas, the world’s most influential tech event. As a CES 2025 Innovation Award winner, Yarbo will showcase the Snow Blower in a full-scale interactive booth, highlighting its modular ecosystem, autonomous capabilities, and vision for four-season outdoor automation.
Attendees will have the opportunity to witness firsthand how Yarbo is transforming residential yard care into a fully intelligent experience — not just for winter, but year-round.
If you’re heading to CES, make sure to add Yarbo’s exhibit to your must-visit list. Whether you're a tech enthusiast, home automation advocate, or just tired of early morning shoveling, this is a demonstration that promises to redefine your perspective on outdoor living.
For more information, visit https://www.yarbo.com/products/snow-blower-robot?srsltid=Afm...
Brought to you by Yarbo - https://www.yarbo.com/
Online privacy has become one of the hottest topics of the last decade. With data breaches, tracking, censorship, and rising cyber threats, individuals and businesses alike are looking for stronger ways to protect their online activity. While traditional VPN apps are popular, a growing number of users are discovering something far more powerful: dedicated VPN servers.Unlike standard VPN apps...
November is typically the busiest month of the year for online advertisers. Brands increase budgets, consumers actively look for deals, and competition for attention spikes across all traditional ad platforms. Over the past two years, we’ve seen a noticeable shift: a growing share of Black Friday and Cyber Monday promotions is moving to Telegram. Many companies—especially in e-commerce, digital...
November is typically the busiest month of the year for online advertisers. Brands increase budgets, consumers actively look for deals, and competition for attention spikes across all traditional ad platforms.Over the past two years, we’ve seen a noticeable shift: a growing share of Black Friday and Cyber Monday promotions is moving to Telegram. Many companies—especially in e-commerce, digital...
Why Choose Romantic AI?
- Customized companionship: You build a partner who truly matches your tastes, style, and interests.
- Always present: Your virtual companion does not have to adhere to a human schedule or mood swings and is there for you 24/7 to talk, listen, or even laugh.
- Pressure-free interaction: You connect without all of the complications that come with human relationships, no judgment, no "ghosting," only conversational support.
- Emotional support: If you are alone, need someone to talk to, or want to share your secrets, Romantic AI provides a reliable place to go.
What is an AI Boyfriend?
An AI boyfriend is essentially the same concept as an AI girlfriend, a virtual male companion created using AI that can chat with you, engage emotionally, and provide companionship based on your customization options. With Romantic AI, you may select this format if this is your preference, and have access to the same personalized personality, appearance, mood, and interaction features, as applicable for a male or male-style partner.
How to Start
To begin your journey with Romantic AI:
1. Go to the official site or get the app on your phone.
2. Sign up for your account by providing basic information and completing any necessary verifications.
3. Choose your companion type and create your avatar.
4. Set personality, tone, and preferred conversation topics.
5. Start chatting: your virtual partner will begin responding and adapting over time as you interact more.
6. Check out the settings and premium features if you want a little more customization or an enhanced experience.
Virtual Girlfriend website: https://romanticai.com/
The most interesting opportunity for Web3 builders isn’t to replicate old ad tech; it’s to recompose it. Instead of centralized servers dictating delivery, imagine ad logic expressed as smart contracts interacting with decentralized data oracles and off-chain storage.
- A DeFi protocol could sponsor liquidity tutorials directly inside an interactive NFT magazine.
- A DAO could use on-chain governance to decide which creators receive treasury-funded exposure.
- Micropayments for engagement could flow instantly, verified on-chain.
This turns “ad delivery” into programmable engagement, a modular, verifiable component of digital economies.
5. Why Builders Should Care
Y Combinator and the broader startup ecosystem have long emphasized that infrastructure innovation precedes product explosions. Web3’s consumer moment will arrive when the stack for monetization, attribution, and transparency matures, just as the ad server once enabled the internet’s first sustainable business model.
Fintech 3.0 companies experimenting with embedded ads, token-gated rewards, or cross-platform engagement already need these primitives. The challenge isn’t inventing them, it’s adapting a proven infrastructure mindset to a new technological reality.
The ad server of the future won’t just choose which banner to show; it will determine how digital value itself circulates, among wallets, creators, and applications that share no central database, only a protocol.
That’s not an ad tech story. It’s an infrastructure story — one that quietly defines the economics of the ownership era.
Visit https://epom.com/ad-server for more info.
The past decade of fintech innovation has reshaped how value moves. The next one will redefine how attention moves, and how it’s valued. As builders dive into Fintech 3.0, a quiet but crucial part of Web 2.0 infrastructure is resurfacing as a model for on-chain design: the ad server.What made the ad server such a durable piece of internet infrastructure wasn’t its UI or dashboards. It was the...
A simple app that helps you prepare for technical interviews and verify your IT knowledge.The latest version adds 5,000+ interactive quizzes and 2,100+ real interview questions across major tech topics like JavaScript, Java, Python, PHP, HTML, Databases, and DevOps.https://www.itflashcards.com
The Disinformation Commission (disinformationcommission.com) presents itself with a simple mission: “We Monitor, We Act, We Protect.” Though still relatively new and not fully transparent about its leadership or governance, the initiative signals growing global concern over the dangers of disinformation.Mission and FocusFrom its tagline, the Commission appears committed to three...
Industry observers often describe the road to Artificial General Intelligence (AGI) in five levels:
1. Chatbot — simple Q&A
2. Reasoner — logical problem-solving
3. Agent — task execution
4. Innovator — creative generation
5. Organizer — orchestrating and managing other AI entities
Most tools today remain at Levels 2–3. A handful are pushing into Level 4. Bika.ai is among the first to target Level 5: the Organizer.
This positioning matters. While competitors battle to build “better workers,” Bika.ai focuses on digital management — the missing layer needed to unlock scalable productivity. For financial institutions and entrepreneurs, this represents not just incremental efficiency, but a step-function change in operating models.
Voices from the Founding Team
Kelly Chan, Founder & CEO of Bika.ai, commented:
“The future of AI is not about adding more workers, but about managing them better. Our mission is to make Bika.ai the scientific management system of the AI era — freeing professionals from digital busywork so they can focus on vision, strategy, and leadership.”
The team behind Bika.ai emphasizes that their ambition is not limited to individual productivity. By embedding orchestration, auditing, and reporting into the platform, they aim to serve financial professionals, enterprises, and global markets.
Industry insiders point to the platform’s ability to integrate with over 5,000 tools, its no-code customization layer, and its immediate utility for financial advisors and entrepreneurs. As one fund manager noted:
“The real winners in AI won’t be those who build one more assistant. It will be those who build the system that runs them all.”
About Bika.ai
Bika.ai is developed by a dedicated global AI team focused on building organizational solutions for the AI-native era. The platform is designed to turn digital complexity into clarity, enabling financial advisors, entrepreneurs, and businesses worldwide to scale with AI. Its long-term mission is to make the one-person company a reality — supported not by endless tools, but by a managed digital workforce.
Learn more at https://bika.ai