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How do 2 random mix Quantum States look like in a graphics image? Pretty.


Today’s Image of the Week comes from a study of The difference between two random mixed quantum states: exact and asymptotic spectral analysis from the Universidad de los Andes and ETH Zürich. In this recent JPhysA paper, José Mejía, Camilo Zapata and Alonso Botero investigate the spectral statistics of the difference of two density matrices, each of which is independently obtained by partially tracing a random bipartite pure quantum state. Their results make it possible to quantify the typical asymptotic distance between the two random mixed states using various distance measures.

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Not sure where the author got his messaging on AI and QC (namely AI more fluid and human like due to QC); but it sounds a lot like my words. However, there is one lost piece to the AI story even with QC to make AI more human like and that is when you have Synbio involved in the mix. In fact I can not wait to see what my friend Alex Zhavoronkov and his team does with QC in his anti-aging work. I expect to see many great things with QC, AI, and Synbio together.

Nonetheless, I am glad to see others also seeing the capability that many of us do see.


Applications of Artificial Intelligence In Use Today

Beyond our quantum-computing conundrum, today’s so-called A.I. systems are merely advanced machine learning software with extensive behavioral algorithms that adapt themselves to our likes and dislikes. While extremely useful, these machines aren’t getting smarter in the existential sense, but they are improving their skills and usefulness based on a large dataset. These are some of the most popular examples of artificial intelligence that’s being used today.

Another example where we will see a convergence of tech and bio especially as we emerge QC forward and synbio technology such as gene/ cell circuitry. We are finding so many synergies between Quantum and bio including the brain/ neuro networking, cell technology, human framework and pathways, etc. My guess when we mature these fields along with the minerals fiend we will began to wonder why we didn’t figure this out sooner.


New technique illuminates role of previously inaccessible proteins involved in health and disease.

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Quantum will be the most important technology in 2017; as it will touch everything as well as change everything. Until we see a better integration of AR in Enterprise Apps, platforms, and published services; AR like VR will remain a niche market gadget.

I do know companies like Microsoft, SAP, and Oracle have been looking at ways to leverage AR in their enterprise platforms and services such as ERP and CRM as well as Big Data Analytics; however, to see the volume of sales needed to make VR or AR have staying power on a large scale; the vendors will need to it a pragmatic useful device on multiple fronts. And, yes it is great that we’re using VR and AR in healthcare, defense, engineering, and entertainment (includes gaming); we just need to make it an every consumer device that people canot live with out.


2016 has been a remarkable year that’s brought continued growth and awareness to the worlds of Augmented, Virtual and Mixed Reality. Set to become a $165 Billion dollar industry by 2020, there’s still a common question that lingers among many newcomers trying to understand this fast moving digital phenomena we are just beginning to watch evolve: What’s the difference between them and how will it impact the digital world as I currently know it?

Before we jump into the mind-blowing future Mixed Reality is set to usher in over the course of 2017, let’s first discuss the distinctions between Virtual and Augmented Reality. Their technologies are very similar but have some fundamental differences.

I have shared this many times that we’re within a 5 year window; and glad others are seeing the same thing.


A new age of quantum computing may be around the corner. Three new research groups predict that a shift away from von Neumann toward quantum computing is upon us.

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IBM Research is making quantum computing available to the public for the first time, providing access to a quantum computing platform from any desktop or mobile device via the cloud. Users of the platform called the IBM Quantum Experience can create algorithms and run experiments on an IBM quantum processor, learn about quantum computing through tutorials and simulations, and get inspired by the possibilities of a quantum computer.

To learn more about IBM’s quantum computing research and get access to the IBM Quantum Experience please visit: http://ibm.com/quantumcomputing

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Some researchers are predicting that the market for “universal” quantum computers that do everything a supercomputer can do plus everything a supercomputer can not do — in a chip that fits in the palm of your hand — are on the verge of emerging. The rise of quantum computing may be as important a shift as John von Neumann’s stored program-and-data concept.

Here are some of the scientists and breakthroughs that will enable this shift.

Robert Schoelkopf (Yale, Quantum Circuits inc) claims a number of “world’s firsts,” the latest of which is the longest “coherence time” for a quantum superposition.

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QC in the mainstream is definitely viable less than 7 yrs. and possible within 5 yrs. However, I have a friend who even believes we’re looking at 3 years.


Internet security, once considered to be strictly in the domain of the wonkiest tech experts, has become central to public discourse over the past year. Besides the attacks on the DNC, even tech savvy business like Snapchat, Oracle and Verizon Enterprise Solutions have had significant breaches in the last year.

For the most part, these attacks were preventable. Often, hackers use a technique called social engineering, to trick people into allowing them into a system. Other times, they exploit a vulnerability in software to give them access to confidential data. In most cases, more stringent procedures can prevent attacks.

However, there is a more serious crisis coming. In five to ten years, we are likely to see quantum computers that are so powerful that they are able to break even the strongest encryption in use today. That means that soon, even our most vital and well protected data will be at risk. So if you want to protect your businesses, you should start preparing now.

Has anyone besides NSA, NIST, DARPA, IARPA, etc. realize and thought about what type of cyber warfare will exist in a QC world? The skillsets alone will be so far advance than the techies that we have seen in most companies today as well as in most government agencies. Granted we’re simplifying things with the platform; however, skillsets will still need to be more advance than what we have seen with the standard techie.


Members of the cryptography community have expressed interest in the National Institute of Standards and Technology’s (NIST) recent call for an algorithm less susceptible to hacks from a computer that does not exist yet.

NIST announced a call for proposals for post-quantum cryptography standardization on Dec. 20. One or more of the proposed algorithms will ultimately replace some of NIST’s cryptographic standards that are most vulnerable to quantum computers. According to Dustin Moody, a mathematician at NIST, 40 people have joined the agency’s online cryptography forum since the call was announced two weeks ago. The forum had about 200 members before the call went out. Moody said that many people were anticipating the announcement, as cryptography enthusiasts tend to run in the same circles.

“Most people who are interested in the field already knew about it,” Moody said. “The call wasn’t a surprise.”