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SF Beacon Meetup
November 18, 2015
Introducing GnoTag
“Barcoding Our World” - Semantically
BLE Meets "Big Blue"
Lee Livezey
Edited for public distribution – November 22, 2015
All Rights Reserved
Thesis leading to Gnobits, Inc.
• Possibly a trillion “Things” will find their digital voice as
everything of value becomes connected (“Trillions”).
• We'll be immersed in ambient information.
• In this increasingly complex mobile world, Apps won’t scale.
• “Human literate“ personal AI’s (“Agents”) will power your user
experience (UX).
• Gnobit’s Mission: Enable your Agent to “understand” your
world, empowering your daily life.
Meet Jane.
She’ll help you understand our vision:
All Rights Reserved
“The Jane Examples”
It's a sunny day and Jane is walking back to work. As she passes
a small shoe store, Jane’s Agent advises her that the store has a
pair of red pumps in the style she's looking for. They're in her
size, and budget. Jane walks in, pulls them from the display rack
and tries them on. They're perfect! Her Agent displays,
"Purchase?" Jane taps "Yes" and walks out with the shoes.
All Rights Reserved
“The Jane Examples”
Jane passes a dog and her Agent reports its location, earning
Jane ten cents. Jane doesn't care about the money but loves
animals. She authorized her Agent to support the Pet Finder
Association. Jane's Agent discovered the collar's status had
changed to "lost dog - please report" when the dog strayed
from its yard. The Agent reported the dog's time and location
using the collar's associated transactional address.
All Rights Reserved
“The Jane Examples”
Jane still has time so she goes through the park. It will add 5
minutes but it’s Spring and everything is in bloom. By the time
she exits the park, Jane's stroll and her Agent have assisted the
City's ground keepers by reporting 8 planting beds needing
water, and 3 trash cans needing emptying. It also forwarded the
environmental data from 5 different sensors maintained by the
University. People and their Agents provide no-cost ad-hoc data
transport for these short-range sensors.
All Rights Reserved
“The Jane Examples”
Jane is four blocks from work when her Agent alerts her to
provide assistance. A pedestrian is entering cardiac arrest and
his heart monitor is broadcasting an "Emergency Health
Request - Cardiac Arrest!" signature. Jane is a Certified EMT and
her Agent knows she's only 50 feet from the victim. Thanks to
the rapid response, the gentleman survived.
All Rights Reserved
Ambient Micro-Commerce
Our Agents will enable a new level of participation unbound by human
limitations. Valuable opportunities are perishable. More often than not
they're short-lived. Data gets old, or something better comes along and
the, "window of opportunity" is lost. Unlike humans, our Agents can
seize an opportunity very quickly. Unlike humans, our Agents aren't
bothered by the effort of a transaction. Most humans won't stop to pick
up a penny. But our Agents will gladly take a few milliseconds to “pick up
a penny.” In the world of Trillions, there will be lots of pennies.
All Rights Reserved
So, how are we going to do this?
Glad you asked!
In a nutshell: By enabling very low-cost “Beacons” to
tag our everyday objects with a digital voice our
Agent can hear, and understand.
Kind of like:
When Nature added the “chirp” to the bird!
All Rights Reserved
Everyday Things getting a digital voice
• Beacons use a new low-power BlueTooth technology “BLE”.
BLE's low cost and pervasive infrastructure is driving rapid
adoption. BLE is:
• In every new smart phone
• Inherently contextual
• Publicly discoverable
• Very low cost hardware, and falling.
Everyday objects and contexts can become billions of new
gateways to services.
All Rights Reserved
Everything Has Something To Say
All Rights Reserved
Water as a metaphor for data
Today – We seek it out and drink it when
we’re thirsty.
Tomorrow - it’s immersive. We’ll be
swimming through data rich with
knowledge and opportunity.
All Rights Reserved
Changing our relationship
to data services
• We call this ambient information “GnoSpace”
– From Gnosis – “the light of knowledge”
• It will deliver very personal, very contextual, and very
spontaneous insights and opportunities.
• And it’s going to re-invent commerce.
All Rights Reserved
Apps days are numbered
• From the UI to UX to AI - personalization, context and data
immersion are driving us to a place where Apps are obsolete.
• Tomorrow's UX has to work like a trusted servant:
• Natural language UI
• Must understand us and our physical world, and be
guided by our personal goals.
• Personal AI’s (“Agents”) will be tomorrow’s UX.
• Google and company get it. They're working hard to bring us
the progeny of Now, Watson, and Siri – AI that understands
your “personal context”.
All Rights Reserved
It’s Complicated
• Your “personal context” is a many layered thing.
• It's where you are, where you're going, your current activities,
the information they require and how that influences your,
and others, future activities and goals.
• It's very complex, extremely personal, and constantly
changing. Minute by minute it drives ever changing needs and
priorities for information and affiliations.
• Ultimately, it's understanding enough about you, your
surroundings, your preferences, and your associations to
provide just the right information or opportunity, at just the
right time.
All Rights Reserved
Personal & Contextual Commerce
Imagine - when your personal Agent can sense all
available products in a coffee shop. Knowing your
preferences, and your situation (budget, time, diet)
it might suggest, "How about a gluten-free
cinnamon raisin cookie and a medium latte?"
Your, "Okay" will be all it takes to place the order and
complete the transaction.
All Rights Reserved
But We’ll Need “New Eyes”
• Tapping all this value means we have to change how our
software discovers it.
• In nature humans directly recognize objects and their context.
• Without thinking, we easily filter out what’s not important,
and hone in on what’s valuable to us.
All Rights Reserved
Learn Once, Apply Everywhere
• In our natural world we're constantly assaulted with a massive
amount of information and we've evolved mechanisms to
deal with it.
• We're able to filter out most of the irrelevant, and focus on
the useful.
• We're able to contextualize and add insight through
associations.
• This is possible because, in the natural world, we're able to,
"learn once and apply everywhere".
All Rights Reserved
Semantic Discovery
• Nature gives us symbols that uniquely relate to our world’s
entities and their context.
• Think of these as “nature’s barcodes”.
• We aren't born knowing much about our world. But we
quickly learn from experience.
All Rights Reserved
We All Use Nature’s Barcodes
All Rights Reserved
A child learns she likes cookies, and
that wasps sting. From then on
she'll avoid any wasp, but want
most any cookie.
We learn from experience..
• A child is able to identify a single instance as a member of a
class, learn something useful about it, then apply that
knowledge to any other member of that class. That skill is
profound.
• It requires both identity and association.
• We extrapolate the identity of all wasps from our first wasp
experience.
All Rights Reserved
..and Apply It Universally
• Nature’s unique symbols allow us to associate our linguistic
and mental concepts to any real world object.
• To manage the immersive world of Trillions we will have to
emulate nature.
• We need a semantic Universal Product Code (UPC) derived
directly from human natural language.
• This will enable our Agents to join our conversation, to “learn
once and apply everywhere”.
Patents Pending All Rights Reserved
Introducing GnoTag
A new kind of Beacon
• Goal – Tag everyday objects with a semantically interpretable
identifier using BLE.
• "If we can make it here, we can make it anywhere!“
• BLE is the perfect demonstration platform:
– It’s universally available in every new smartphone
– The BLE Advertisement’s very constrained data payload
makes it the least common denominator for a wireless
proof of concept.
Patents Pending All Rights Reserved
Linking Gnospace and our AI
All Rights Reserved
GnoTag - Bridging the Divide
• When an object’s digital voice includes a “Semantic UPC“ it’s
value to you, at that place and moment in time, can be
instantly evaluated by the Agent in your pocket.
• But, is this possible?
• Yes, and it’s being done millions of times a day in the data
warehouses of Watson, Now, and Siri:
– By the Deep Learning (DL) and Natural Language
Processing (NLP) of cognitive computing.
Patents Pending All Rights Reserved
NLP is Advancing Rapidly
All Rights Reserved
GnoTag - Bridging the Divide
Humans Are Hard to Understand
• The major NLP challenge for Watson and Siri is “semantic
disambiguation”.
• Generally this is the first, and most computationally intensive,
process.
• Give any human the image, the sound, their language’s word
or a phrase; they all understand what a “cat” is.
• NLP’s greatest progress is it’s ability to resolve all our varied
symbols to a single underlying semantic concept all humans
share and understand.
Patents Pending All Rights Reserved
But Today’s NLP isn’t very portable
All Rights Reserved
GnoTag - Bridging the Divide
With SemSigs
• In simple terms, Gnobit’s goal is to use DL and NLP to create
a universal index of semantic signatures (“SemSigs”).
• In essence, a master index created by pre-parsing millions of
examples of humanity's semantic language and symbols to
create numeric indices.
• Just like a Barcode, these can tag real-world objects and
concepts.
• Unlike any code in use today, Semsigs will directly correlate
to natural language concepts.
Patents Pending All Rights Reserved
“A Cat By Any Other Name…”
Patents Pending All Rights Reserved
Gato
“…is still a cat.” Or
Semsig F57A334C7761
GnoTag - Bridging the Divide
With Direct Discovery
• By providing the link between our human semantic concepts
and the actual “object”, Semsigs make direct semantic
association in-situ possible.
• Just like nature’s unique patterns, Semsigs allow our Agents
to, “learn once, and apply everywhere”
• And they’re small. For about the same memory it takes to
store a single HD image, a Semsig aware phone could "know
and recognize" 1,000,000 distinct semantic objects and
situations.
Patents Pending All Rights Reserved
GnoTag – Enabling Action
• But the real power of a GnoTag goes well beyond providing
semantic identity.
• GnoTag’s BLE advertisement couples a 16 byte “Transactional ID”
with the Semsig.
• Pairing semantic identity and a dedicated transactional link is
incredibly empowering. It binds a single semantically identifiable
entity with a dedicated means to take appropriate action.
• It will change marketing. Your agent will discover buying
opportunities intimately tailored to your needs, and goals.
• But it’s more than commerce. A "transaction“ is any fluid exchange
of value. That value can be currency, information, collaboration,
even social assistance.
Patents Pending All Rights Reserved
GnoTag – Contextually Adaptive
• A GnoTag's semantic identity is seldom static. It's Semsig
adapts to a new context.
• The purpose of a Semsig is to identify an entity as a member
of a class.
• Class affiliations often change as context changes.
• New affiliations spawn new transactional, and even social
opportunities.
Patents Pending All Rights Reserved
Enabling a “New Social”
• Spontaneous affiliations - "There are 2 people in this bar
going my way and willing to give someone a lift.“
• Ad-hoc contextual networking – “There are 3 Python
programmers open to employment near my flight’s gate.”
• P2P sharing economy – “That Tesla you just passed is
available for rent Tuesday thru Friday.”
• AI neighborhood watch – “The elderly gentleman in #504
hasn’t left in 2 days and his doorknob is concerned.”
Patents Pending All Rights Reserved
GnoTag – The Ecosystem
Ultimately, realizing all the benefits will require an ecosystem
providing:
• Powerful personal Agents working exclusively for us.
• An open, evolving, Master Semantic Registry.
• A secure, trusted transactional network supporting very low
cost micro-transactions.
• Verifiable but anonymized identity.
Take it from Jane. When we build it, the
rewards will be amazing!
Patents Pending All Rights Reserved
GnoTag Today
Gnobits is moving this vision from concept to reality.
• Foundational patent applications are in, with more coming.
• Our current Focus & Goals:
– Business strategy and development
– Acquiring sufficient capital to expand the core team and bring in
cognitive computing talent.
– Fostering a collaborative community.
– Researching establishment of a Foundation to create, and curate, an
Open Semsig Registry.
• Delaware C Corp
– Room for 1 or 2 additional Board members with vision and talent.
If you're a Tim O'Reilly, Elon Musk or Astro Teller - "Welcome Aboard!“
All Rights Reserved
If you share our vision
and would like to participate,
please contact us.
All Rights Reserved
Thank You!
Lee Livezey
Office: 415.766.5640
Cell: 707.813.9366
gnobits@gmail.com
LinkedIn: leelivezey
All Rights Reserved
Recommended:
• “Trillions” - http://trillions.maya.com/book-page/
• Visualizing “Gnospace” – check this out and multiply it by 100:
https://vimeo.com/121175008
• Qualcomm is moving the AI into your phone:
– www.youtube.com/watch?v=LF8ecUmo8hI
– www.youtube.com/watch?v=cBJnVW42qL8 (watch the demo at 10:30)
• Must watch: Vlabs “Deep Learning: Intelligence from Big Data” forum -
https://www.youtube.com/watch?v=czLI3oLDe8M
• Jeremy Howard’s TED:
http://www.ted.com/talks/jeremy_howard_the_wonderful_and_terrifying_implica
tions_of_computers_that_can_learn
• Slides from, "Understanding Context" - Andrew Hinton: http://www.inkblurt.com/
All Rights Reserved

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GnoTag - Semantically Barcoding Our World

  • 1. SF Beacon Meetup November 18, 2015 Introducing GnoTag “Barcoding Our World” - Semantically BLE Meets "Big Blue" Lee Livezey Edited for public distribution – November 22, 2015 All Rights Reserved
  • 2. Thesis leading to Gnobits, Inc. • Possibly a trillion “Things” will find their digital voice as everything of value becomes connected (“Trillions”). • We'll be immersed in ambient information. • In this increasingly complex mobile world, Apps won’t scale. • “Human literate“ personal AI’s (“Agents”) will power your user experience (UX). • Gnobit’s Mission: Enable your Agent to “understand” your world, empowering your daily life. Meet Jane. She’ll help you understand our vision: All Rights Reserved
  • 3. “The Jane Examples” It's a sunny day and Jane is walking back to work. As she passes a small shoe store, Jane’s Agent advises her that the store has a pair of red pumps in the style she's looking for. They're in her size, and budget. Jane walks in, pulls them from the display rack and tries them on. They're perfect! Her Agent displays, "Purchase?" Jane taps "Yes" and walks out with the shoes. All Rights Reserved
  • 4. “The Jane Examples” Jane passes a dog and her Agent reports its location, earning Jane ten cents. Jane doesn't care about the money but loves animals. She authorized her Agent to support the Pet Finder Association. Jane's Agent discovered the collar's status had changed to "lost dog - please report" when the dog strayed from its yard. The Agent reported the dog's time and location using the collar's associated transactional address. All Rights Reserved
  • 5. “The Jane Examples” Jane still has time so she goes through the park. It will add 5 minutes but it’s Spring and everything is in bloom. By the time she exits the park, Jane's stroll and her Agent have assisted the City's ground keepers by reporting 8 planting beds needing water, and 3 trash cans needing emptying. It also forwarded the environmental data from 5 different sensors maintained by the University. People and their Agents provide no-cost ad-hoc data transport for these short-range sensors. All Rights Reserved
  • 6. “The Jane Examples” Jane is four blocks from work when her Agent alerts her to provide assistance. A pedestrian is entering cardiac arrest and his heart monitor is broadcasting an "Emergency Health Request - Cardiac Arrest!" signature. Jane is a Certified EMT and her Agent knows she's only 50 feet from the victim. Thanks to the rapid response, the gentleman survived. All Rights Reserved
  • 7. Ambient Micro-Commerce Our Agents will enable a new level of participation unbound by human limitations. Valuable opportunities are perishable. More often than not they're short-lived. Data gets old, or something better comes along and the, "window of opportunity" is lost. Unlike humans, our Agents can seize an opportunity very quickly. Unlike humans, our Agents aren't bothered by the effort of a transaction. Most humans won't stop to pick up a penny. But our Agents will gladly take a few milliseconds to “pick up a penny.” In the world of Trillions, there will be lots of pennies. All Rights Reserved
  • 8. So, how are we going to do this? Glad you asked! In a nutshell: By enabling very low-cost “Beacons” to tag our everyday objects with a digital voice our Agent can hear, and understand. Kind of like: When Nature added the “chirp” to the bird! All Rights Reserved
  • 9. Everyday Things getting a digital voice • Beacons use a new low-power BlueTooth technology “BLE”. BLE's low cost and pervasive infrastructure is driving rapid adoption. BLE is: • In every new smart phone • Inherently contextual • Publicly discoverable • Very low cost hardware, and falling. Everyday objects and contexts can become billions of new gateways to services. All Rights Reserved
  • 10. Everything Has Something To Say All Rights Reserved
  • 11. Water as a metaphor for data Today – We seek it out and drink it when we’re thirsty. Tomorrow - it’s immersive. We’ll be swimming through data rich with knowledge and opportunity. All Rights Reserved
  • 12. Changing our relationship to data services • We call this ambient information “GnoSpace” – From Gnosis – “the light of knowledge” • It will deliver very personal, very contextual, and very spontaneous insights and opportunities. • And it’s going to re-invent commerce. All Rights Reserved
  • 13. Apps days are numbered • From the UI to UX to AI - personalization, context and data immersion are driving us to a place where Apps are obsolete. • Tomorrow's UX has to work like a trusted servant: • Natural language UI • Must understand us and our physical world, and be guided by our personal goals. • Personal AI’s (“Agents”) will be tomorrow’s UX. • Google and company get it. They're working hard to bring us the progeny of Now, Watson, and Siri – AI that understands your “personal context”. All Rights Reserved
  • 14. It’s Complicated • Your “personal context” is a many layered thing. • It's where you are, where you're going, your current activities, the information they require and how that influences your, and others, future activities and goals. • It's very complex, extremely personal, and constantly changing. Minute by minute it drives ever changing needs and priorities for information and affiliations. • Ultimately, it's understanding enough about you, your surroundings, your preferences, and your associations to provide just the right information or opportunity, at just the right time. All Rights Reserved
  • 15. Personal & Contextual Commerce Imagine - when your personal Agent can sense all available products in a coffee shop. Knowing your preferences, and your situation (budget, time, diet) it might suggest, "How about a gluten-free cinnamon raisin cookie and a medium latte?" Your, "Okay" will be all it takes to place the order and complete the transaction. All Rights Reserved
  • 16. But We’ll Need “New Eyes” • Tapping all this value means we have to change how our software discovers it. • In nature humans directly recognize objects and their context. • Without thinking, we easily filter out what’s not important, and hone in on what’s valuable to us. All Rights Reserved
  • 17. Learn Once, Apply Everywhere • In our natural world we're constantly assaulted with a massive amount of information and we've evolved mechanisms to deal with it. • We're able to filter out most of the irrelevant, and focus on the useful. • We're able to contextualize and add insight through associations. • This is possible because, in the natural world, we're able to, "learn once and apply everywhere". All Rights Reserved
  • 18. Semantic Discovery • Nature gives us symbols that uniquely relate to our world’s entities and their context. • Think of these as “nature’s barcodes”. • We aren't born knowing much about our world. But we quickly learn from experience. All Rights Reserved
  • 19. We All Use Nature’s Barcodes All Rights Reserved A child learns she likes cookies, and that wasps sting. From then on she'll avoid any wasp, but want most any cookie.
  • 20. We learn from experience.. • A child is able to identify a single instance as a member of a class, learn something useful about it, then apply that knowledge to any other member of that class. That skill is profound. • It requires both identity and association. • We extrapolate the identity of all wasps from our first wasp experience. All Rights Reserved
  • 21. ..and Apply It Universally • Nature’s unique symbols allow us to associate our linguistic and mental concepts to any real world object. • To manage the immersive world of Trillions we will have to emulate nature. • We need a semantic Universal Product Code (UPC) derived directly from human natural language. • This will enable our Agents to join our conversation, to “learn once and apply everywhere”. Patents Pending All Rights Reserved
  • 22. Introducing GnoTag A new kind of Beacon • Goal – Tag everyday objects with a semantically interpretable identifier using BLE. • "If we can make it here, we can make it anywhere!“ • BLE is the perfect demonstration platform: – It’s universally available in every new smartphone – The BLE Advertisement’s very constrained data payload makes it the least common denominator for a wireless proof of concept. Patents Pending All Rights Reserved
  • 23. Linking Gnospace and our AI All Rights Reserved
  • 24. GnoTag - Bridging the Divide • When an object’s digital voice includes a “Semantic UPC“ it’s value to you, at that place and moment in time, can be instantly evaluated by the Agent in your pocket. • But, is this possible? • Yes, and it’s being done millions of times a day in the data warehouses of Watson, Now, and Siri: – By the Deep Learning (DL) and Natural Language Processing (NLP) of cognitive computing. Patents Pending All Rights Reserved
  • 25. NLP is Advancing Rapidly All Rights Reserved
  • 26. GnoTag - Bridging the Divide Humans Are Hard to Understand • The major NLP challenge for Watson and Siri is “semantic disambiguation”. • Generally this is the first, and most computationally intensive, process. • Give any human the image, the sound, their language’s word or a phrase; they all understand what a “cat” is. • NLP’s greatest progress is it’s ability to resolve all our varied symbols to a single underlying semantic concept all humans share and understand. Patents Pending All Rights Reserved
  • 27. But Today’s NLP isn’t very portable All Rights Reserved
  • 28. GnoTag - Bridging the Divide With SemSigs • In simple terms, Gnobit’s goal is to use DL and NLP to create a universal index of semantic signatures (“SemSigs”). • In essence, a master index created by pre-parsing millions of examples of humanity's semantic language and symbols to create numeric indices. • Just like a Barcode, these can tag real-world objects and concepts. • Unlike any code in use today, Semsigs will directly correlate to natural language concepts. Patents Pending All Rights Reserved
  • 29. “A Cat By Any Other Name…” Patents Pending All Rights Reserved Gato “…is still a cat.” Or Semsig F57A334C7761
  • 30. GnoTag - Bridging the Divide With Direct Discovery • By providing the link between our human semantic concepts and the actual “object”, Semsigs make direct semantic association in-situ possible. • Just like nature’s unique patterns, Semsigs allow our Agents to, “learn once, and apply everywhere” • And they’re small. For about the same memory it takes to store a single HD image, a Semsig aware phone could "know and recognize" 1,000,000 distinct semantic objects and situations. Patents Pending All Rights Reserved
  • 31. GnoTag – Enabling Action • But the real power of a GnoTag goes well beyond providing semantic identity. • GnoTag’s BLE advertisement couples a 16 byte “Transactional ID” with the Semsig. • Pairing semantic identity and a dedicated transactional link is incredibly empowering. It binds a single semantically identifiable entity with a dedicated means to take appropriate action. • It will change marketing. Your agent will discover buying opportunities intimately tailored to your needs, and goals. • But it’s more than commerce. A "transaction“ is any fluid exchange of value. That value can be currency, information, collaboration, even social assistance. Patents Pending All Rights Reserved
  • 32. GnoTag – Contextually Adaptive • A GnoTag's semantic identity is seldom static. It's Semsig adapts to a new context. • The purpose of a Semsig is to identify an entity as a member of a class. • Class affiliations often change as context changes. • New affiliations spawn new transactional, and even social opportunities. Patents Pending All Rights Reserved
  • 33. Enabling a “New Social” • Spontaneous affiliations - "There are 2 people in this bar going my way and willing to give someone a lift.“ • Ad-hoc contextual networking – “There are 3 Python programmers open to employment near my flight’s gate.” • P2P sharing economy – “That Tesla you just passed is available for rent Tuesday thru Friday.” • AI neighborhood watch – “The elderly gentleman in #504 hasn’t left in 2 days and his doorknob is concerned.” Patents Pending All Rights Reserved
  • 34. GnoTag – The Ecosystem Ultimately, realizing all the benefits will require an ecosystem providing: • Powerful personal Agents working exclusively for us. • An open, evolving, Master Semantic Registry. • A secure, trusted transactional network supporting very low cost micro-transactions. • Verifiable but anonymized identity. Take it from Jane. When we build it, the rewards will be amazing! Patents Pending All Rights Reserved
  • 35. GnoTag Today Gnobits is moving this vision from concept to reality. • Foundational patent applications are in, with more coming. • Our current Focus & Goals: – Business strategy and development – Acquiring sufficient capital to expand the core team and bring in cognitive computing talent. – Fostering a collaborative community. – Researching establishment of a Foundation to create, and curate, an Open Semsig Registry. • Delaware C Corp – Room for 1 or 2 additional Board members with vision and talent. If you're a Tim O'Reilly, Elon Musk or Astro Teller - "Welcome Aboard!“ All Rights Reserved
  • 36.
  • 37. If you share our vision and would like to participate, please contact us. All Rights Reserved
  • 38. Thank You! Lee Livezey Office: 415.766.5640 Cell: 707.813.9366 gnobits@gmail.com LinkedIn: leelivezey All Rights Reserved
  • 39. Recommended: • “Trillions” - http://trillions.maya.com/book-page/ • Visualizing “Gnospace” – check this out and multiply it by 100: https://vimeo.com/121175008 • Qualcomm is moving the AI into your phone: – www.youtube.com/watch?v=LF8ecUmo8hI – www.youtube.com/watch?v=cBJnVW42qL8 (watch the demo at 10:30) • Must watch: Vlabs “Deep Learning: Intelligence from Big Data” forum - https://www.youtube.com/watch?v=czLI3oLDe8M • Jeremy Howard’s TED: http://www.ted.com/talks/jeremy_howard_the_wonderful_and_terrifying_implica tions_of_computers_that_can_learn • Slides from, "Understanding Context" - Andrew Hinton: http://www.inkblurt.com/ All Rights Reserved

Hinweis der Redaktion

  1. The term, “Trillions” was coined by Mickey McManus, Peter Lucas, and Joe Ballay of MAYA Design. When we say, "things" we'll soon come to mean not just physical objects and sensors but conceptual objects like a meet up, or a social action, or an expert interpretation that turns data into timely value, like health diagnostics. How can our mobile devices make sense of constantly changing constellation of 1000's of localized data sources? How do we efficiently discover these "micro-services"?
  2. I love this example. It combines social good, and ambient micro-commerce. It also demonstrated the importance of being able to encode context and status. We’re seeing demos of “personal AI’ showing real-time identification of objects seen by a phone’s camera. But superficial image recognition, while useful for many tasks, lacks the depth of understanding required to mine the opportunities and insights of Gnospace.
  3. Why wouldn’t the trash report itself? Because people using the park are its network. BLE is short range, so people’s mobility and their Agents provide the data transport.
  4. We’re not quite ready to revel the structure of a Semsig. But, we are building in immediately recognizable emergency and public assistance contexts.
  5. I’m preaching to the choir here! Suffice it to say that BLE and Beacons are an important part of what’s driving a future of “Trillions”.
  6. More than any other technology today, BLE is the driving force behind what some are calling "Trillions". I believe the predictions of 100's of millions Beacons by 2025 falls short by at least 2 orders of magnitude. Most everything can become a gateway for a service, or offers a compelling ROI, if it only costs a few cents to give it a digital voice. Take beer - US bars serve Billions of pints beer annually generating $10B revenue. Imagine the ROI when a 50 cent beer glass can “chirp” “I’m empty!”
  7. This immersive data will be constantly, and quickly, changing as we move through our mobile day.
  8. Yesterday we were focused on the User Interface (UI). Today we’re concerned with the User Experience (UX), and how to make it relevant and less intrusive. Tomorrow, the UX needs to work more like a trusted friend or servant. To be guided by our goals, make intelligent decisions for us. Unlike today’s Apps it will talk less, do much more and be very personal. The most valuable opportunities are tightly bound to our daily activities. Ultimately, can Cloud centric AI services scale? By 2025, AI as a service like Now and Watson may require gigabyte mobile a connectivity with Zero Latency. And what about the 60% of the world lacking any connection? In Bangladesh, population 152 million, only 5 million people are connected
  9. We aren't born knowing much about our world. But we quickly learn from experience.
  10. Universal Product Code (UPC)
  11. A BLE advertisement’s very limited data payload is pretty damn challenging! BLE hardware and OS support is built into every new smart phone. Next, Let’s take a few minutes to look more closely at the changes that are determining our future, and hopefully making a GnoTag world possible.
  12. Putting a personal AI in your phone is difficult enough Giving it the ability to interpret the Gnospace with human literacy is yet another challenge
  13. Here's where it starts to get exciting January 14, 2011 Watson easily wins Jeopardy! demonstrating NLP and DL had come very far very fast. There's still a long ways to go before Watson or Siri can “understand” any sentence as well as a human. But, an incredible amount of progress has happened in the last 5 years, and it's growing exponentially.
  14. Today, advanced NLP only happens in a data warehouse, and we're not carrying 16,000 processor server center in our pocket. Yet. But we don’t need real-time semantic disambiguation and parsing! For our purposes we can, theoretically at least, pre-calculate a unique semantic “barcode”.
  15. Obviously it won’t be quite this easy and straightforward. But even a very imperfect system brings huge benefits if it allows your Agent to filter out 90% of what it “hears” as irrelevant to you. And stay tuned. We’re building in a way for your Agent to resolve uncertainties.
  16. Small, but mighty . It can encode over 10^19 different semantic concepts!
  17. This is generally the case in our natural world. As we, and the things we value, move through life they’re constantly changing their status and context. A package is delivered. A dog is lost.
  18. Enough said…