September 2023 robotics funding totaled $1.84 billion, the result of 50 investments. Total funding for the months of January 2023 through September 2023 equals approximately $10.7 billion. Robotics investment for the month of September 2023 totaled $1.84 ...

September 2023 Robotics Investments Total $1.84 Billion

White Castle has teamed up with Miso Robotics to deploy “Flippy 2," an advanced kitchen robot, across various locations.

New chef in town: White Castle brings robot in for fast-food cooking

A guacamole-generating robot that never misses a shift at Chipotle? An automated fryer that serves up 150 pounds of French fries every hour–10 times what a human fry cook can do? Robots as both sushi chefs and servers at Kura Sushi?

Kitchen Robotics and Automation Market to Grow 16.6%, BCC Research Report Predicts

The latest chapter features White Castle, a fast-food chain, introducing robotic chefs into their kitchens, highlighting a futuristic shift in food preparation and delivery. White Castle has teamed up with Miso Robotics to deploy “Flippy 2,” an ...

Tech Takes Over: White Castle’s Robotic Chefs Usher in a New Era for Fast Food

As technology becomes an ever-present force in daily routines, the fast-food sector is fast catching up and witnessing a transformative shift. The latest chapter features White Castle, a fast-food chain,

When White Castle's Flippy 2 is allowed to cook, it can produce 30% more fries than its human counterparts.

Meet Flippy, Chippy, and Hyphen — the Robots That Will Be Making Your Restaurant Meals

In recent years the advancement of AI and robotic technology has reduced many workloads in our day-to-day life. Take cooking for example. Not all people enjoy cooking due to lack of time, skill, or interest.

AI Robot Chefs: Automated Cooking Could Redefine Food Industry

White Castle have recently introduced 'Flippy 2', the robot behind some of the brand's most popular food items.

Robots are now making fries at White Castle – and it’s weirder than you think

The Ohio-based fast-food chain has been implementing Miso Robotics' "Flippy 2" as fry cooks across the country, according to a recent report from Today. The initiative first began in September 2020, when White Castle installed the original "Flippy" in a ...

White Castle is hiring robots as fry cooks and seeing improvements in service and order accuracy

Robots are slowly taking over White Castle, albeit in a more helpful rather than menacing manner. The Ohio-based fast-food chain has been implementing Miso Robotics' "Flippy 2" as fry cooks across the country,

Miso Robotics

misorobotics

11/10/2019 The Book of Five Rings I just finished and was looking for my next book (I’m a quarter of the way through , but that’s something I pick up when I’m between books). a few weeks ago and in the episode Joe quotes , a legendary swordsman, which ultimately led me to . Mathematics and Plausible Reasoning The Wealth of Nations Kevin Smith was on Joe Rogan’s podcast Miyamoto Musashi The Book of Five Rings If you know the way broadly you will see it in everything. Here’s another quote from the book that relates to about the historical context of decision making. my statement in last week’s newsletter Do not just read, memorize or imitate, but so that you realize the principle from within your own heart study hard to absorb these things into your body. Robinhood Infinite Leverage Even with infinite leverage, these traders lost money. It goes to show you that money doesn’t automatically beget more money. This is a nice segue into something that annoys the hell out of me. The U.S. has these arcane accreditation rules that disqualify average people from investing in start ups. The argument is that the accreditation rules are in place to protect people from losing all their money. The problem with this logic is we don’t stop people from crowdfunding projects they’re interested in or trading with infinite leverage. Explain to me how buying private equity is more risky than trading with infinite leverage. Andreessen Horowitz Crypto Start Up School I’m sure a large portion of my readers are interested in this. It looks like the lectures will be available online after the course is finished, so it’ll be interesting to see what kind of content is in the course. Miso Robotics Crowdfunding It’s interesting that a robotics company is going the crowdfunding route rather than traditional financing. I reserved a spot just in case, but I likely won’t invest because it makes me wary. Also, I already bought shares of Robinhood and that is enough private equity for one week. Did someone say Robinhood? Christian Catalini On Unchained One of the Libra co-creators was on this week. With all the headlines surrounding Libra, it was refreshing to get some less sensationalized information on the project. Unchained Aramco’s March Toward IPO Continues It  feels like this IPO has been in the headlines for months now. It’ll be interesting to see how the market reacts when the IPO finally happens, particularly given the current market sentiment toward oil. One thing I hadn’t considered was the political ramifications of a particular country owning a large amount of the Aramco shares outlined in . this Bloomberg article It looks like individual investors will be capped at 0.5% of the initial IPO. More info broke on this before I posted this newsletter. The IPO prospectus was also released right before this newsletter, which outlines the risks Aramco can see with the business. ” Facebook’s New “Logo This is an obvious attempt at avoiding anti-trust scrutiny. Given it is so obvious to everyone, one can’t help but wonder, why bother? This week’s newsletter not your cup of tea? Check out some of the more popular weeks below! GitHub Acquires Semmle, Vitalik’s Time Machine, and Condolences to the Facebook Engineer Get Paid Today, A $100k EOS Hack, and Tokenizing a Basketball Player The $1 Billion Bitcoin Whale, A $243,000 Deepfake, Pre-Mature Optimization, and The Yandhi Leak This content is for informational purposes only, you should not construe any such information or other material as legal, tax, investment, financial, or other advice. Nothing contained in this post constitutes a solicitation, recommendation, endorsement, or offer by myself to buy or sell any securities or other financial instruments in this or in any other jurisdiction in which such solicitation or offer would be unlawful under the securities laws of such jurisdiction. The opinions expressed in this publication are those of the author. They do not purport to reflect the opinions or views of any of the author’s employers. Don’t forget to follow me on twitter , add me on linkedin , add me on facebook , subscribe to my blog , or follow me on medium for more content like this. I post a review of topics I find interesting every week. I’m always looking for new topics to cover, so if you have anything you find interesting and would like to discuss please reach out!

The Book of Five Rings, Miso Robotics, and Men in Tights

Let's learn about via these 33 free stories. They are ordered by most time reading created on HackerNoon. Visit the to find the most read stories about any technology. Ipo /Learn Repo 1. SEMRush IPO Puts Digital Marketing in the Spotlight As of last month, SEMRush, a (SaaS) company that specializes in aiding businesses with online visibility management and content marketing, has gone public. 2. Private Equity Technology in 2020 Review of the decade 3. The Crazy Rise of Crazy Eddie: How an Electronics Store in the 80s Tricked Investors Eddie Antar is one of the most remarkable people who has fooled investors. With his "Crazy Eddie" stores, he has earned more than $60 million. But got in prison 4. On Wild IPOs; Tech Addiction; & Airbnb's Policies Post-Shooting —  #StuffIReadThisMorning 5. Bird-Watching and Stargazing: Could Elon Musk’s Purchase of Twitter Impact Starlink’s IPO prospects? Is it possible that Musk’s commitment to revamping Twitter could interrupt Starlink’s path to launch an IPO in the future amid investor concern for his decision 6. Is WeWork WeWTF? I Beg to Differ... 7. SaaS IPOs and a Zoominfo S1 mini teardown By some estimates, investing in the IPOs of the 75 or so SaaS companies would have netted you 5x in less than 5 years. That’s the kind of math that makes even the world’s best investors drool, and considering the target for most private market investors is 3x, and that do in any liquid security, it makes this all the more interesting. 8. Applying Complexity Theory to Valuation The last of three articles on corporate valuations and capital structures. 9. The Malice Towards Robin $HOOD Every traditional media outlet and its compatriots, the ones who get paid to voice the traditional media opinion are bashing Robinhood. Why? 10. Breaking Down Barriers to IPO Investment: How Can The General Public Get Involved in IPOs? Let’s take a step back and look at why initial public holdings are tricky for investors to access, especially for retail investors. 11. Evaluating the Performance of SaaS Companies During COVID Following companies has a huge advantage – you can actually see every company’s performance by tracking its stocks. As the below table depicts, a few companies like Shopify, RingCentral, Twilio and Docusign have had tremendous growth in the past 6 months. Why – because in one way or another they enable people with ease of access to either office or ecommerce. Let’s look at the highlights of each company’s performance. 12. Confessions of a Robinhood User Highlights from the Robinhood S-1, and a personal journey of "growing up" with Robinhood 13. A Platform for the People: Robinhood Opens its IPO up to Retail Investors There’s no doubt that the pandemic has helped to put Robinhood in a position where the trading platform can launch a potentially huge IPO for investors. 14. Is Upwork The Next Wework? What do Upwork and Wework have in common? 15. Ant Financial: Controversies around the Biggest IPO in History At a share price of 68.8 Chinese yuan, the Ant Financial IPO was expected to raise $34 billion in its public offering at the Shanghai and Hong Kong exchanges -- which would value it at over $300 billion. 16. WeWork IPO Fiasco Proves Public Investors Have More Valuation Risk Than VCs "If you invested in WeWork at a $47 billion valuation, you’re getting fleeced!" 17. Why Crypto Companies Are Eyeing an IPO—From an Ex-Goldman Sachs Investor Why are more Crypto Companies Eyeing an IPO: Q&A with an ex-Goldman Sachs Investor who has a background in cryptocurrency and other related industry fields. 18. Four Years From ‘Zero to IPO’ : A Chat About Pivots And Productivity I remote chat this afternoon with Joost Boer, a Dutch entrepreneur, company builder and product strategist who has extensive international experience gained through living in 5 different countries in Asia-Pacific over the past decade. He describes himself as having a beginner's mindset, happiest when creating something, a voracious reader. He is currently based in the Netherlands. 19. Robinhood: Virality + Gamification + FOMO + Simplicity = Billion Dollar IPO Robinhood is leading the modernization of investments because it offers everyone an equal opportunity to participate in the financial markets. 20. Alibaba’s “Homecoming” IPO in Hong Kong Image: Sam Tsang 21. Is Upwork The Sick Man Upon the Silicon Bosphorus? [Looking At Numbers] Financial reports are lengthy, confusing, and boring. I promise that I will keep it simple, brief, and straight to the point. I will let Upwork’s numbers do all the talking. 22. Making Sense of the Difference Between IPO, ICO, IEO, and STO? The advent of blockchain technology gave life not only to a new profitable financial asset, but also a new business model of funding startups. An increasing number of new companies are trying to use cryptocurrency to finance their projects. Unlike an IPO, which is a traditional and widely accepted form of external financing, STO, IEO, and ICO allow companies to start fundraising at a much earlier stage of development and the latter two avoid strict regulatory control. Already today, as a result of ICO, more than 1000 cryptocurrencies appeared on the market, and their number continues to grow. The practice of ICO has become so widespread that, in the opinion of many experts, it began to resemble the events of the dotcom boom of the late 90s and could lead to the same destructive consequences. 23. Upwork Second Quarter 2019 Financial Report: Titanic Orchestra At Their Finest What's the best way to analyze a public company's financial report for the second quarter? Well, I think you should keep it simple. 24. The Book of Five Rings, Miso Robotics, and Men in Tights 11/10/2019 25. How Does Pandemic Impact Company Valuation With the pandemic induced havoc, how is that the stock market is not down more? And what effect will the economic downturn have on the valuation of startups? 26. Starlink’s Rapid Growth Points to a Tantalizing 2022 IPO It appeared that Starlink’s subscriber growth was slowing down, paving the way for potential problems when the company’s eventual IPO landed. 27. The Future of SoftBank: The Goose that Lays the Golden Eggs SoftBank's results have improved dramatically, with a total net profit of about $29.9 billion between April and September 2020 (up 371 percent year-over-year) 28. What Happened To Upwork’s First Birthday Party? Wait! Something isn’t right here. 29. Freshworks' Journey to India’s First SaaS IPO: A Deep-Dive Freshworks' Journey to India’s First SaaS IPO 30. How Snowflake Grew Into a $70 Billion Dollar Company How Snowflake Became a $70 Billion Company with the Largest Software IPO in History 31. Going public: A Growth Story! Now that summer is officially coming to an end, thought it was worth doing a post-mortem on the barrage of S1s that happened over the past month. Looks like the entire analyst community came out swinging this month, and I don't think I have ever read this many founder/ company/ strategy/ technology histories and deep dives. A few takeaways, just reflecting on the froth! 32. Why does Market Cap Matter for Public SaaS Companies? In this article, we will discuss the concept of market cap in detail and how it relates to SaaS companies as well as why understanding why it's important. 33. OnlyFans’ Truth Laid Bare: The Marriage of Sex, Money, Tech and Power Sex, money, tech and power. OnlyFans, a social media platform created to share explicit content against tips, finds a way to merge all four. Thank you for checking out the 33 most read stories about Ipo on HackerNoon. to find the most read stories about any technology. Visit the /Learn Repo

33 Stories To Learn About Ipo

Python for Data Science: How to Scrape Website Data via the Internet's Top 300 APIs

Born under a bad sign — AI learning, trolling, economy & political influence — leads to unwanted developments and consequences. Shape of things to come — health privacy, insect bots & chip making — is a mixed bag of developments. ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ Born under a bad sign - DARPA Seeking AI That Learns All the Time — “[DARPA] is looking to change the way works…[with] …that learn continuously, adapt to new tasks, and know what to learn and when. ‘ AI Lifelong Learning Machines …. We want the rigor of automation with the flexibility of the human’ ….[ Neural networks are adaptable systems whose ability to learn comes from…[training] on a set of data….[Problem] when the AI encounters something it was never trained to recognize So] two sets of groups. One set will…develop systems that can continuously learn, adapt to new tasks and circumstances, and understand inputs according to what the system’s mission is (called ‘goal-driven perception)…. .” [Another] to identify new mechanisms of lifelong learning — from biology or a physical science — and transfer that mechanism to an algorithm that improves AI https://spectrum.ieee.org/cars-that-think/robotics/artificial-intelligence/darpa-seeking-ai-that-can-learn-all-the-time _There are ghosts in the machine._medium.com Why You Should Fear Artificial Intelligence-AI State-Sponsored Trolling — “[T]he use by states of targeted online hate and harassment campaigns to intimidate and silence individuals critical of the state…[using] surveillance and hacking…afforded by a new era of pervasive technology…persecutes perceived opponents at scale…. [ …. There’s] several commonalities…[including] death and rape threats, using bots…to amplify vitriolic attacks at scale…accusations of treason or collusion with foreign intelligence agencies, using ‘black’ public relations firms to disseminate hyper-partisan or libelous disinformation about targets, spreading doctored images and memes…using spyware and hacking to gather…intelligence against targets, and sowing acrimonious sexism ….[ Changes in law are unlikely to effectively stem the practice of state-sponsored trolling in the short term…[so] technology companies bear…[responsibility] to curb…state-sponsored harassment campaigns…[as] form of human rights abuse…with pinpoint personalization Need] the expansion of…international and US law to include the types of online harassment and hate speech deployed as part of state-sponsored trolling attacks; the reconsideration of intermediary liability…[for] platforms in facilitating trolling campaigns;… .” technology companies to detect and identify state-linked accounts, bots, and hateful content online http://www.iftf.org/fileadmin/user_upload/images/DigIntel/IFTF_State_sponsored_trolling_report.pdf These 3 advantages once ensured U.S. prosperity. They’re not coming back. — “[Prosperity] constructs a society with greater economic and social justice…[Trump’s] appeal rests heavily on our loss of confidence in this vision…. From 1950 to 1973, the economy grew at an average annual rate of 4 percent …[but] from 2008 to 2017…averaged only 1.5 percent ….[T]he postwar boom…[had] three economic advantages…that were fated to fade…. backlog of new technologies (television, jet aircraft, synthetic fibers, antibiotics, air conditioning) that boosted both consumer spending and business investment…. destruction of Europe and Japan left…few serious [competitors]…[so] trade balance was routinely in surplus; the first deficit [1971]…. …. …. progress in stabilizing the economy 2008–2009 financial crisis remind us that the problem of the business cycle hasn’t been solved …. U.S. corporations turn out to be vulnerable…abroad, and to new technologies…. The skewing of income toward those at the top compounds the effect…[and] a breeding ground for discontent ” Trump blames… immigrants and imports…[and] American officials…[so] tariff proposals seem to be causing as much or more grief among the U.S. firms they’re supposed to help…[because] there’s a big difference between economic nostalgia and economic policy. https://www.washingtonpost.com/opinions/these-3-advantages-once-ensured-us-prosperity-theyre-not-coming-back/2018/07/22/835b4102-8c49-11e8-a345-a1bf7847b375_story.html?utm_term=.75d1f0c9de66 _As a dog that regularly bites, it is fair to say we have a love-hate relationship with capitalism. This lends itself to…_medium.com Capitalism and Post-Capitalism — The Whole Truth & Nothing But As inequality grows, so does the political influence of the rich — “SQUEEZING the top 1% ought to be…[easy] for politicians seeking to please the masses…[but] more concerned with immigration and sovereignty…[is] sign of the corrupting influence of inequality…. …. 19th century governments across the West faced the threat of socialist revolution…[and] promises of greater redistribution…[needed] institutional guarantees America’s electoral college…prized by elites…because they served as a check on the egalitarian tendencies of the masses …. …. [Today] more than two-thirds of Americans and Europeans express concern about current levels of inequality…[but] democracies might have become too jammed to make progress on any issue of substance …. Last year America’s government…change to taxes…tilts the distribution of income even more in favor of the rich…[and] politicians seem less interested in grappling with the problem [ So] rising inequality…boost the power of the rich…to counter the popular will…[with] political preferences of those with $40m or more…overwhelmingly favor cutting spending on major social-safety-net programs. (The general public wants it increased.).… [In] regular personal contact with elected officials…fewer than 30,000 people account for a quarter of all national political donations from individuals and…more than 80% of the money raised by political parties…[with] means to shape public opinion: financing…think-tanks…or buying media outlets…to shape public narratives about which problems deserve attention…[so] economic justice are crowded out…. [It’s] the ‘negative agenda power’ of the rich…that reducing inequality becomes less likely even as it becomes more urgent…with a loss of democratic accountability as a nasty side-effect …. [So far] across human history, inequality inevitably rises until checked by disasters like wars or revolutions…. If political leaders tried…they might…find that redistribution is a winner at the ballot box.” https://www.economist.com/finance-and-economics/2018/07/21/as-inequality-grows-so-does-the-political-influence-of-the-rich Shape of things to come — Health Insurers Are Vacuuming Up Details About You — And It Could Raise Your Rates — “[Insurers] are tracking your race, education level, TV habits, marital status, net worth**… ….** social media, whether you’re behind on your bills, what you order online…[then] feed this information into…algorithms that spit out predictions about how much your health care could cost them …. [But] patient advocates and privacy scholars say the insurance industry’s data gathering runs counter to its…federally required, allegiance to patients’ medical privacy …. HIPAA only protects medical information Patient advocates warn that using unverified, error-prone ‘lifestyle’ data to make medical assumptions could lead insurers to improperly price plans — for instance, raising rates based on false information — or discriminate against anyone tagged as high cost …. . . [This] is important because patients — through taxes, cash payments and insurance premiums…[fund] entire health care system Yet the industry’s…strategies and inside deals often has little to do with patients’ needs… [ …. T]he big guns in health data…[are] Optum, IBM Watson Health and LexisNexis ….[Optum] owned by…UnitedHealth Group…collected the medical diagnoses, tests, prescriptions, costs and socioeconomic data of 150 million Americans going back to 1993…to link patients’ medical outcomes and costs to details like their level of education, net worth, family structure and race…[and] filed a patent…to gather what people share on…Facebook and Twitter, and to link this…to the person’s clinical and payment information …. Doctors and hospitals have typically been paid based on the quantity of care [provided]…[but] moving toward paying them in lump sums for caring for a patient, or for an event, like a knee surgery…[so] can profit more when patients stay healthy …. Studies show social and economic aspects of people’s lives play an important role in [health]…[but] industry has a history of boosting profits by signing up healthy people and finding ways to avoid sick people … Affordable Care Act prohibits insurers from denying people coverage based on pre-existing health conditions or charging sick people more…[but] Trump administration is promoting short-term health plans, which do allow insurers to deny coverage to sick patients…[fail] to include enough information about which drugs a plan covers…[change] things a plan covers, or how much a patient has to pay…after a patient has enrolled…[or] exclude or limit certain types of providers from their networks — like those who have skill caring for patients with HIV or hepatitis C . …. ’ [IBM] surveys 80,000 Americans a year to assess lifestyle, attitudes and behaviors that could relate to health care…[and] analyzed together to identify social and economic factors for an area….A region with too many sick people, or with patients who don’t take care of themselves, might not be worth the risk ’God forbid you live on the wrong street…[and] get lumped in with a lot of bad things …. …. [LexisNexi] uses 442 nonmedical personal attributes to predict a person’s medical costs…[with] more than 78 billion records…including people’s cellphone numbers, criminal records, bankruptcies, property records, neighborhood safety and more…to predict patients’ health risks and costs in eight areas …. People who downsize their homes tend to have higher health care costs…[likewise] those whose parents didn’t finish high school. Patients who own more valuable homes are less likely to land back in the hospital within 30 days of their discharge….[T]he largest health actuarial firm in the world, Milliman…[uses] LexisNexis scores…[for] individual patients and make adjustments to protect themselves from losses ’No one gave anyone permission to do this…[and] not health data…[but] inferred data’ …[leading] to poor people being charged more…[and] harder for them to get the care they need….[Employers] could even decide not to hire people with…high medical costs in the future …. [Our] policymakers could…protect people’s information…[like] ’Europe, data protection is a constitutional right’….[Also] health scores should be treated like credit scores. Federal law gives people the right to know their credit scores and how they’re calculated .[If] rated by whether they listen to sad songs…or look up information about AIDS online, they should know…. … ” [LexisNexis] told me that if it had calculated my scores it would have done so on behalf of…my insurance company. So, I couldn’t have them. https://www.npr.org/sections/health-shots/2018/07/17/629441555/health-insurers-are-vacuuming-up-details-about-you-and-it-could-raise-your-rates ‘Scraper’ Bots and the Secret Internet Arms Race — “Companies are waging an invisible data war online…[using] software to scan rival websites and collect prices, a process called ‘scraping’…[with] machine-learning algorithms to help…decide how much to charge for different products…. . Google and Bing scrape web pages…for their search engines. Academics and journalists use scraping software to gather data… [ But] scraping can be a two-way street…[with] defenses to subvert scraping …. ….[ …. [One’s] showing different prices to real people than to bots ….[So some] mask bots to avoid detection…[or] appear to be coming from smartphones Users] choice: View ads or allow the app to use ‘some of your device’s resources Sometimes bots actually tell the sites they’re visiting…[but] can also lie. One technique for detecting bots is the frequency with which a visitor hits a site….Captchas can help, but…an inconvenience for legitimate users …. . [Trouble’s] is the need to allow some, but not all, bots to scrape a site If websites blocked bots entirely, they wouldn’t show up in search results. Retailers also generally want their pricing and items to appear on shopping comparison sites…. .” [Amazon] ‘prioritize humans over bots’….[Publishers] make sure advertisers are showing a site’s viewers the same ads that they show to the publishers….[Recently] Chrome extension was accused of being used to steal passwords https://www.wired.com/story/scraper-bots-and-the-secret-internet-arms-race/ DARPA Wants Your Insect-Scale Robots for a Micro-Olympics — “[Large robots] capable in some very specific situations, but…smaller, cheaper, more specialized robots is much more efficient…[especially] with data collection as opposed to manipulation…. [ …. DARPA] program called SHRIMP: SHort-Range Independent Microrobotic Platforms…goal is ‘to develop and demonstrate multi-functional micro-to-milli robotic platforms [Tech] advances in microelectromechanical systems (MEMS), additive manufacturing, piezoelectric actuators, and low-power sensors have allowed researchers to…to create the strength, dexterity, and independence of functional microrobotics platforms…. ] DARPA expects…systems that weigh less than one gram and fit into one cubic centimeter….[to . High Jump… vertically from a stationary starting position…and survivability…>5cm Long Jump… horizontally from a stationary starting position…and survivability…>5cm Weightlifting… progressively larger masses until…>10g. . Shotput_…_ >10cm @ 1g, >5cm @ 2g … Tug of War… connected to a load…> 25mN . Rock Piling… travel to, lift, and stack weights…in a minimum of two layers without human interaction…2g, 2 layers . Steeplechase… traverse the course without human interaction or recharge between each obstacle … 2 obstacles, 5m Biathlon… traverse to a series of beacon waypoints to create an open circuit without human interaction or recharge between each waypoint…2 beacons, 5m. Vertical Ascent… traverse up two surfaces, one with a shallow incline (10º) and the other with a sharp incline (80º) … 10m at 10°, 1m at 80°.” https://spectrum.ieee.org/automaton/robotics/robotics-hardware/darpa-wants-your-insect-scale-robots-for-a-micro-olympics DARPA Plans a Major Remake of U.S. Electronics — “[T]o make small groups of engineers capable of feats that would take 100 engineers to achieve today…aiming for 2025 to 2030… around chip architecture…of deep neural nets and other implementations**….** [A] program called Hive …[is] making associations across data sets which aren’t densely connected…doing things like updating memory access patterns, updating the type of cores that would be doing the processing, and working across the software stack to do a hardware/software codesign for a variety of applications…. ’…[ [Next] is something we call ‘software-defined hardware where] hardware is smart enough to reconfigure itself to be the type of hardware you want, based on an analysis of the data type that you’re working on ….[The] hard thing is…how to do that data introspection, how to reconfigure the chip on a…millisecond timescale…monitor whether you’re right…[and] constantly evolving toward the ideal solution…. … …. [Lastly] is the ‘domain specific system-on-chip starting with the software-defined radio…[then] to machine vision and machine learning and other domains to see if you can still have simplified programming models running on top of hyperspecialized hardware [Work] showed that two to three student designers can do full system-on-chip designs by abstraction and automation …. … Idea is really the intersection of machine learning and electronic design automation (EDA)…to capture the capabilities of the designer inside the EDA itself…[so] every time you use an EDA package, it gets smarter and…next design [easier] envision a cloud resource where multiple people are sharing and can all get better simultaneously…. …. [Today] rare to go to GitHub, find high-quality hardware blocks that are available, and have the verification tools and everything you would need to trust that…it is in a state that is useable for your design. Posh is…about the verification tools…[and] IP blocks that will be freely available As the abstraction of the hardware design gets higher and higher, it gets closer to the software community’s mentality…[and] a methodology to understand how good something is at a deep level before it’s used …. .” [Also] look at where memory is stored and ask: Can those same materials be used for processing information?…. Next-generation nonvolatile memory, for example, that switches very fast and with a low write energy https://spectrum.ieee.org/tech-talk/computing/hardware/darpas-planning-a-major-remake-of-us-electronics-pay-attention.html Find more of my ideas on Medium at, . A Passion to Evolve Or click the Follow button below to add me to your feed. Prefer a weekly email newsletter — free, no ads, no spam, & never sell the list — email me with “add me” in the subject line. dochuston1@gmail.com May you live long and prosper!Doc Huston

Stories, News & Mentions about MISOROBOTICS

Misorobotics’s Stories on HackerNoon

Misorobotics's News & Mentions