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Vital Role of True Randomness in Modern Computing

The critical need for true randomness in cryptography, simulations, and more

True randomness is essential for encryption, statistical sampling, simulations, and more computing applications to work effectively. We explore why.

The concept of randomness often evokes thoughts of unpredictability and chance occurrences. However in the world of computing, having access to true randomness is vital for many critical applications to function properly. Without the ability to generate random values and data, key aspects of modern technology simply would not work reliably.

In this article, we will explore what constitutes true randomness from a computational perspective, why it is crucially important, and some of the ways that software and hardware attempt to produce randomness reliably. Gaining insight into this topic highlights the dependence much of digital functionality has on the availability of non-deterministic, uniformly distributed random data.

What Makes Randomness “True”?

For data to be considered truly random from an information theory perspective, values must satisfy key mathematical and statistical qualities, for example at Lucky Seven Casino. True randomness implies meeting three core criteria:

  • Uniform distribution — All potential values have an equal probability of occurring so that no bias exists towards certain numbers.
  • Independence — The value at any position does not relate to or depends on values at other positions. Previous numbers do not influence future ones.
  • Unpredictability — Knowing some values provides no useful information to predict other values. Guessing upcoming numbers is mathematically impossible.

Hence, true randomness requires generated data featuring high entropy (information density) with no observable patterns or correlations over any length or time period analyzed. Values must pass various statisticatests of randomness to qualify. True randomness exists only in specific natural phenomena scientists believe exhibit fundamental uncertainty such as radioactive decay. Computational methods can attempt to produce randomness but technically generate only an approximation usually called pseudo-randomness. However for many practical purposes, computationally generated randomness proves sufficient if it passes robust statistical testing.

Why True Randomness Matters Cryptography 

Arguably, the area with the most crucial dependence on true randomness is cryptography. All modern encryption technologies require random number generation to ensure security. Encryption systems work by utilizing random numbers for:

  • Key generation
  • Initialization vectors
  • Salts
  • Nonces
  • Padding

Any bias, predictability or correlation within random values used for the above purposes significantly compromises encryption protocols and introduces vulnerabilities. With trillions of dollars transferred online daily and vast amounts of sensitive data stored digitally, safeguarding cryptography requires high-quality random number generation rooted in solid entropy sources.

Simulations & Modeling 

Outside of security, many more computing applications need randomness to operate correctly per their design intent. Monte Carlo simulations extensively utilize randomness to model complex real-world behaviors by running many iterations with differing random inputs. Financial analysis, climate modeling, nuclear reactions and molecular behavior represent common Monte Carlo simulation applications.

Games, Artificial Intelligence & Machine Learning 

Gaming, AI and ML commonly incorporate randomness to increase variation, introduce unpredictability, and improve realism. For example, non-player characters in video games use randomness for movement, dialog and behavior to feel more lifelike and less robotic. AI/ML leverage randomness to train networks more thoroughly against a wider possibility space and build more resilient models less prone to biases.

Generating True Randomness via Hardware 

Given the pervasive need for genuine randomness across computing, how do software and hardware reliably produce it? Most systems today use either specialized hardware random number generators or hybrid combinations of hardware and software.

Hardware options utilize the inherent randomness within low-level physical phenomena to produce entropy. Different techniques for generating randomness exist but most hardware implementations focus on three main sources:

  1. Thermal Noise
  2. Semiconductor Quantum Physics
  3. Chaotic Oscillator Outputs
Generator TypeDescription
Thermal NoiseAmplifies and extracts random electrical noise from resistor thermal vibrations
Quantum PhysicsLeverages quantum mechanical properties like photon emission timing from LEDs/lasers
Chaotic CircuitsUses unpredictable oscillator circuit outputs from chaos theory

Semiconductor-based solutions can generate high bitrates up to 5Gbps using compact modern chip fabrication allowing extensive harvestingof entropy. However these sources derive from complex, random physical processes proving impossible to predict or fully model mathematically. This unpredictability provides excellent entropy quality unattainable via software algorithms alone.

Most general-purpose computers now integrate random number generators within CPUs allowing applications access to decent hardware-based random data. For the highest security use cases, dedicated standalone hardware random number generators exist exceeding >100Gbps speeds. Hence accessing genuine randomness is available today even on common computing devices.

Cryptographically Secure Pseudo-Random Number Generators 

While hardware mechanisms utilize hard-to-predict physical phenomena to produce randomness, software solutions must take a different approach. Algorithmically-generated randomness cannot achieve true randomness from a physics perspective. However clever mathematical techniques like cyclical algorithms can generate randomness passing many statistical tests of randomness within their output bit length limits.

Cryptographically secure pseudo-random number generators (CSPRNG) serve as the premier software-based method for generating randomness. CSPRNGs work by repeatedly applying cryptographic primitives like hash or cipher functions on initial random seed values. This process produces a chain of output bits not reproducible without the original seed key. Leading CSPRNG algorithms include:

  • Hash_DRBG
  • HMAC_DRBG
  • CTR_DRBG

Software libraries implement these CSPRNGs so developers can integrate quality randomness into applications with proper seeding. Seeding establishes the initial starting point for randomness generation using an entropy source like hardware random number generators or timing variability.

CSPRNGs allow the production of vast quantities of randomized data for any purpose needed. Compared to hardware mechanisms limited by physics on maximum speeds, algorithms scale boundlessly in the bits created as long as adequate computational power exists.

Yet key differences between software and hardware randomness remain. While CSPRNG outputs pass statistical testing and contain no observable patterns, their pseudo-randomness means given the same seed, the exact same value sequence will generate each time. Also, if a CSPRNG algorithm or implementation has flaws, adversaries could predict and exploit output resulting in compromised security. Still, with proper cryptographic design and regular reseeding, CSPRNGs provide quality randomness for most software needs.

Conclusion

From the above exploration, we see true randomness plays a pivotal role across computing – from cybersecurity to simulations and beyond. While no substitutes for true physically-derived entropy exist, modern hardware and hybrid hardware-software solutions provide abundant randomness for practical usage.

However as computing continues evolving with new technologies like quantum, ensuring high-quality randomness generation tackles emerging information security and system reliability challenges. Access to ample true randomness stands necessary now for current computing functionality and lays the foundation for future innovation.

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Features

Hacker and Fraud Prevention for Online Gambling Profiles

Safeguard your online casino & sports betting accounts from cyber threats

Follow these 10 vital steps to reinforce your online gambling profile by enabling two-factor authentication, using VPNs, unique passwords and more.

With the global online gambling market projected to reach over $100 billion by 2026, securing your online casino and sportsbook accounts is more critical than ever. As digital wallets swell with winnings so too does the motivation for cybercriminals to steal credentials and loot accounts.

#1. Activate Two-Factor Authentication

Topping the list is two-factor authentication (2FA) – requiring two credentials to login instead of one at FanDuel. Often this entails providing your password plus a one-time code sent via SMS or email.

Per an Oracle study, implementing 2FA would have thwarted 99% of historical cyber attacks that involved stolen credentials.

Most regulated online gambling sites offer 2FA, accessible under account settings. Turn it on immediately for stronger defense.

#2. Never Reuse or Recycle Passwords 

A cardinal sin is recycling the same password across multiple sites or services. Once one account is breached, cyber thieves can access more accounts using that same password.

To avoid this, every account deserves a unique, strong password. For simplicity, utilize a password manager app to randomly generate and store site-specific passwords.

#3. Install a VPN for Public Wi-Fi Access 

When playing online casino games on shared/open wireless networks, your data flows openly and risks interception. That’s where virtual private networks (VPNs) come in.

VPNs encrypt all network traffic to and from your device. This protects your gambling activity and account credentials from Wi-Fi eavesdroppers. VPNs also disguise your IP address.

Some top-rated services include NordVPN, ExpressVPN and CyberGhost.

#4. Keep Software Updated & Run Anti-Virus Scans 

You must keep computers and mobile devices updated with the latest OS and security patches. Postponing critical updates leaves open dangerous holes that malware exploits.

Likewise run reputable anti-virus scans to catch viruses attempting to infiltrate systems and spy on login credentials for financial accounts.

#5. Verify the Security & Encryption of Sites 

When signing up at online betting sites and casinos, verify the legitimacy of their security measures:

  • Confirm the address starts with HTTPS, not HTTP
  • Check that data transmissions are encrypted using at least 128-bit SSL
  • Ensure site has proper licensing
  • Review privacy policy for data storage and sharing

Reputable sites will display trust badges from companies like Norton and TrustE.

#6. Avoid Account Sharing 

While tempting to give friends or relatives access to funded accounts, sharing login credentials is extremely risky. You lose control over deposits/withdrawals while exposing yourself to potential theft.

Instead, gift deposits to other player accounts or refer them to open their own secure accounts.

#7. Beware Account Takeover Scams 

Exercise caution if contacted unexpectedly about unusual account activity. Savvy scammers will pretend a breach occurred to trick you into handing over your username and password.

If concerned about account integrity, directly access the site yourself and contact customer support – don’t click any links in unsolicited emails.

#8. Monitor Financial Statements

Carefully review online betting account and credit card statements to detect unauthorized transactions right away. Dispute unrecognized activity ASAP to limit losses.

For further vigilance, some banks offer real-time purchase alerts via email or SMS.

#9. Don’t Save Payment Info 

Saving credit card or e-wallet details on gambling sites for faster future deposits also expedites withdrawals – by you and potentially hackers.

Instead, manually enter payment info each time to contain potential damage from any account infiltration.

#10. Create a Secure Email 

A strong yet oft-overlooked defense is creating a secure email account strictly for gambling transactions. Keep it completely separate from your personal email to isolate threats.

Use a nickname, enable 2FA and establish a strong password using special characters, numbers, case changes and 15+ letters.

Table: Comparison of Top VPNs for Online Gambling Site Security

VPN ServiceEncryption StandardNumber of Server LocationsAllows P2P TrafficNumber of Simultaneous ConnectionsMoney Back Guarantee
NordVPNAES 256-bit5400+Yes630 days
ExpressVPNAES 256-bit3000+Yes530 days
CyberGhostAES 256-bit7400+Yes745 days

Fortify Your Online Gambling Fortress 

As online casinos and sportsbooks explode in popularity, no player is immune to the growing plague of cyber fraud and account theft.

Guard your profile by enabling two-factor authentication, setting strong passwords, installing critical software updates and more. Also research site security measures and payment options.

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Features

News from Israeli hotels

Roy Avidor new GM at The Ritz-Carlton, Herzliya

Introduction: The current wars in Gaza and Lebanon have had a disastrous effect on Israeli tourism. Recently we were contacted by a friend in the advertising business in Israel who asked us whether we would help to promote a couple of well-known Israeli hotels – who are hoping for a huge rebound in bookings once the wars come to an end.

Here is news about two leading Israeli hotels:

Mr. Roy Avidor is the new GM at The Ritz-Carlton, Herzliya.

We are delighted to welcome Roy Avidor as the new General Manager of The Ritz-Carlton, Herzliya!

Roy brings over a decade of leadership in the international hospitality industry, with a proven track record of operational excellence.

Most recently, Roy served as Director of Operations at the Sheraton Grand Tel Aviv, where he oversaw daily operations across multiple departments, always ensuring the highest standards of service. Prior to that, he held management positions at Celebrity Cruise Line and Isrotel Hotel Chain.

Roy’s extensive background in luxury hospitality, combined with his passion for service, makes him the perfect addition to our team and to his newest position as General Manager.

Boaz Elani Appointed General Manager of Sheraton Grand Hotel Tel Aviv

Boaz Elani has been named the new General Manager of the Sheraton Grand Hotel Tel Aviv, a prestigious property within the global luxury Marriott portfolio.

Bringing extensive expertise in luxury hospitality, Boaz most recently served as the General Manager of the Ritz-Carlton Herzliya, also part of the Marriott group. During his three-year tenure, he successfully navigated the hotel through two major challenges: the COVID-19 pandemic and the conflict in Israel. His steadfast dedication to exceptional service significantly enhanced guest satisfaction, solidifying the hotel’s reputation as a premier destination.

“I am honored by Marriott’s trust in me and thrilled to join the Sheraton Grand Tel Aviv team,” said Boaz. “This hotel holds a distinguished place as one of Israel’s finest and most iconic. Following its comprehensive renovation, we are committed to delivering unmatched experiences for our guests and continuing its tradition of excellence.”

The Sheraton Grand Tel Aviv, overlooking the Mediterranean, features 320 beautifully redesigned rooms, including premium, deluxe, and club accommodations, along with luxurious suites. Guests staying in club-level rooms enjoy exclusive access to the 18th-floor lounge, offering breathtaking sea views. The recent renovations incorporate modern aesthetics with natural, seaside-inspired materials, creating a serene and inviting ambiance.

The hotel boasts a range of world-class amenities, including a newly updated beachfront pool, a popular sushi bar open to both guests and the public, and a renowned gourmet breakfast. Its versatile meeting spaces and state-of-the-art conference halls have garnered international acclaim, earning it the 2024 World MICE Award for Best Event and Conference Hotel.

In line with Marriott’s global commitment to sustainability, the Sheraton Grand Tel Aviv has held Green Key Certification since 2014, highlighting its dedication to environmentally responsible practices.

With Boaz Elani at the helm, the Sheraton Grand Tel Aviv is poised to further elevate its status as a premier destination for both leisure and business travelers.

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Features

Jolted: Whose Troubled Reality?

Werner Heisenberg

By DAVID TOPPER Deeply absorbed in an exceptionally long essay in the New York Review of Books about a very esoteric book on “the trouble with reality” – and I’m speaking here of epistemology and ontology; namely, that nature of “reality” – and more specifically as elucidated by mainly this trio of thinkers (Immanuel Kant, Jorge Luis Borges, & Werner Heisenberg; in order, philosopher, novelist, & physicist), I feel ever drawn deeper into their sometimes paradoxical worlds. A world, for example, envisioned by Borges, in which a man has such perfect memory that he can recall every leaf of every tree that he has seen in his entire life; but, nonetheless, cannot comprehend the word “tree.” Indeed, what do we mean when we say “tree”? What is our thought process compared to this gifted, but unfortunate, man? It’s also the world, going back to one of the earliest Greek thinkers of whom we know, Zeno of Elea. He put forward this paradox: if a man walks toward a wall, he must go halfway there, and once there, he again goes halfway to the wall, and once again halfway, etc. But this can go on forever, cutting the path in half: halfway, halfway, halfway, etc. It therefore would take an infinite time to get to the wall; and hence, the only logical conclusion is that motion itself is an illusion. This is an example of the disjunction between what we see, and how it is when we probe deeper, rationally analyzing its parts. It was intellectual puzzlements like this that Kant said “woke me out of my dogmatic slumber” and formed the basis of what he called a critique of pure reason, where he methodically wrestled with the trouble with reality.
Diving still deeper, now into the sub-atomic world of quantum physics, it gets even more “spooky” as we try to measure, say, the location and momentum of an electron. (Precisely: momentum is mass multiplied by speed.) But here’s the problem. The answer to this question from quantum physics is that as we zero in on the electron’s exact location, the momentum goes to infinity (ah, that concept again). And likewise, as we measure the momentum of the electron, zeroing ever closer to its exact number, its position goes to infinity. In short, we can precisely know its momentum, but then have no idea where this electron resides in the entire universe. This fundamental scientific conundrum was the brainchild of Heisenberg.
As I read further into this “trouble with reality,” I come across this: the author says that one of the most memorable passages in the entire book that she is reviewing is from a 1942 essay by Heisenberg on the use of language in physics.
Heisenberg in 1942? Where? Leipzig or Berlin. Does it matter?
Jolted out of my esoteric reverie, I’m back in Germany in the 1940s.
No. Stop. Read this memorable passage. “The natural laws formulated mathematically in quantum theory no longer deal with the elementary particles themselves but with our knowledge of them. Nor is it any longer possible to ask whether or not these particles exist in space and time objectively. When we speak of the picture of nature in the exact science of our age, we do not mean a picture of nature so much as a picture of our relationship with nature.”
Yet, Germany. World War II. Images flash up: synagogues everywhere disappearing in flames, emaciated prisoners entrapped in death camps, mass shootings of entire villages with bodies dumped into deep ravines.
Wait, 1942. Heisenberg appointed principal scientist in the Nazi nuclear weapons program – the aim being to build a bomb.
But, focus. Back to this “memorable” passage. Heisenberg tells me that “science no longer confronts nature as an objective observer, but sees itself as an actor in this interplay between man and nature. The scientific method of analyzing, explaining, and classifying has become conscious of its limitations, which arise out of the fact that by its intervention, science alters and refashions the object of investigation. In other words, method and object can no longer be separated.”
Yes, yet. What about Heisenberg’s immediate, everyday world? How does he separate himself from this reality? Jewish shops and stores looted. Jews forced to stand in public with signs around their necks say they are “dirty Jews.” Brown-shirted thugs beat up non-Aryan men and woman in public, without retribution. Young girls dragged into dark alleys.
This is no daydream. It can’t be rationalized away. Despite “that infinitely complex association among words and concepts, without which we would lack any sense at all that we have understood anything of the infinite abundance of reality.”
This esoteric world can no longer hold my attention. It’s not the trouble with reality anymore. It’s now Heisenberg’s very, very troubled reality, right in front of him!
Things fall apart; the center cannot hold.
Is he like the man who knows every leaf but can’t comprehend the tree?
Mere anarchy is loosed upon the world.
I only know that I’m unable to concentrate on, and to comprehend his otherwise memorable passage.
The best lack all conviction.
Not now, anyway.
While the worst are full of passionate intensity.
I must contemplate the prophetic words of Yeats.
Yes.
Poetry.
Now.

                *****

Sources: Meghan O’Gieblyn, “The Trouble with Reality,” New York Review of Books, March 21, 2024, pp. 10-16. William Butler Yeats, “The Second Coming.” This poem was first published in 1920.

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