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Experimental Labs and Innovative
EntrepreneurshipPiero Formica
Intentac, Innovation Value Institute, and Eden Centre,
National University of Ireland, Maynooth, Dublin
www.intentac.org
www.ivi.ie
www.eden.nuim.ie
piero.formica@gmail.com
• PATHFINDER vs PATH CREATOR
PATHFINDER – the “knowledgist”

Measurement
Optimization Path
Specialization Path
Neutralization Path

Horizon of
certainty
Silos

Knowledge maps
Nevil Maskelyne

John Harrison
Hypothetical reconstruction of the lost world map of 1474 by
Paolo dal Pozzo Toscanelli (in clear, the position of the American
continent, which he ignored), "A Literary and Historical Atlas of
America

Planned route, proof of preparedness
PATH CREATOR – the “resilient persona”

Disobedience
(“Ignorance is bold and knowledge reserved”, Thucydides
“Future knowledge is not possible in the present”, Karl Popper )

Uncertainty
Inaccuracy

Horizon of
doubt

Imagination
(“Knowledge circumscribes
the imagination”, Giacomo
Leopardi, Notebooks)

“The imaginary has more
natural powers, and nature
is always superior to reason”,
G. Leopardi, Notebooks)

A range of disciplines
e-Book!
NO MAP

“There is no map, and
charting a path ahead will not
be easy" - as Mr Bezos,
Amazon's founder, said after
he bought
the Washington Post
Battle of
Leuctra,
July 6, 371 BC

Apple and Google
versus Intel

BlackBerry considered a simple toy
the iPhone that Apple introduced in
Co-Creation of Trade Routes
and
Novel Products

Path creator is a depositary of entrepreneurial energy
transmitted in packets (‘quanta’) of indivisible ideas and used to
create a path.
Nokia’s market capitalisation at the end
of 2000 was $209bn
while Apple’s was $8.6bn.
At the end of last year, Nokia was
worth $14.3bn and
Apple $627bn – a swing of $800bn.

Source: EUROPE HAS PAID A PRICE FOR LOSING ITS MOBILE LEAD
By John Gapper, FT, September 5, 2013
Innovation Horizons 1
The Visible Horizon
HORIZON 1

Pathfinders seek a path within
the boundaries of their knowledge map.
Innovation Horizons 1
The Visible Horizon
HORIZON 1

Pathfinders, „knowledgists‟ who read markets
Constraint of
knowledge
“Knowledge
reserved”

My point of view
is expert’s
point of view
Innovation Horizons 2 and 3
The Real Horizon
HORIZONS
2, 3

HORIZON 1

„hypernova‟

„supernova‟
Path creators chart a path by randomly walking,
disregarding the map of knowledge mastered.
Innovation Horizons 2 and 3
The Real Horizon
HORIZONS
2, 3

HORIZON 1

„hypernova‟

„supernova‟
Path creators, salutary purposeful ignorant,
whose ignorance follows knowledge

Freedom of
ignorance
“Ignorance
is bold”

Need & Tech seekers
Search for disconfirming
evidences

The non expert
point of view
R-Evolution (New Thinking) in Business Economics
3. EXPERIMENTAL LAB FOR INNOVATIVE ENTREPRENEURSHIP
(HIGH-EXPECTATION START-UPS)
 Firsthand knowledge of states, situations, emotions, or sensations
 Content of direct observation
or participation in an event
 Arbitrage between competing models/
hypothesis

2. INCUBATION
(EU design)

 Accumulation of (managerial)
skills
 Consultancy-led services
High-expectation entrepreneurs are responsible
for up to eighty percent of total expected jobs
by all entrepreneurs

HIGH EXPECTATION
ENTREPRENEURS
TECHNOLOGY ADVANCEMENTS +
ENTREPRENEURSHIP =
HIGH-EXPECTATION ENTREPRENEURS
High-expectation entrepreneurs pursue the
intent of significantly growing their
companies
High-expectation start-ups drain enormous energy in the
build-up phase

Experimental Lab – A Collision Hall
High-expectation
start-ups are
detected and created
during high energy
collisions between
seemingly unrelated
business ideas

The business idea is treated as an assumption or conjecture
based on incomplete information and imprecise or vague
knowledge
E = MC

3

where E = Entrepreneurial energy; M = Motivations and attributes in
entrepreneurial behaviour; C (Creativity) raised to the third power:
Creativity in technology (creation) x Creativity in planning (conversion)
x Creativity in marketing (commercialization)
3
E = MC

Power relations: creative
power that emerges when different
disciplines collide.
Incubator and Experimental Lab:
„Fission‟ and „Fusion‟ Processes

Potential
start-up

Splitting („fission‟) demand for
and supply of
premises and value-added
services

Merging („fusion‟)
together demand and
supply
Experimental Labs vs Incubators
Incubators

.Roots and rationale in the industrial era
.Based on (subsidized) protection of aspiring
entrepreneurs

Experimental labs

.Productivity-driven open models of innovation
.Young minds for new venture creation are opened

up and so much energized to be intelligently earlier
exposed to risk & control
Roller Coaster Profile of an
Experimental Lab
3. Maximum potential energy
at the top of the Hill

3
2

4
4. Down the Hill,
potential energy
turns into
kinetic (i.e.,
energy due its
motion)

1

2. When the business idea
climbs the „Experimentation Hill‟,
energy is expended and a
potential difference („potential
energy‟, stored in the lab) is
created

1. Business idea in its initial reference position in opposition to a force
(e.g., known unknowns, unknown unknowns, entry barriers, etc..)
Extraordinary: Large Deviations Make the
Difference
In experimental labs events supposed not
happening, happen
“normal” is
the focus

“extremes” are
the focus
You don‟t tame uncertainty
looking at extraordinary
events

We reward
acts of
prevention
rather than
treatment

Feedback loops
Cumulative, snowballs, arbitrary
and unpredictable effects

“extremes” are
the focus
The Experimental Lab community is a platform where business ideas are being posted looking for problem
seekers and problem solvers. The first actively seek out and attempt to deal with problems as they arise
from the Lab community ideas. The latter identify effective solutions by
enabling unobvious connections of different ideas. Teams of problem seekers and problem solvers are
interchangeable.

B

A
C

“I am going to use
my idea in my field
of use, and you are
welcome to use
it in your own field”
“Innovation is a body
contact sport. I search
for adjacent ideas – one
door leading to another
door – which ignites a
process of accretion.”
Interactionist identity
(“innovation is a body
contact sport”):
– search for adjacent ideas
(“one door leading to
another door”),
– which ignites a
process of accretion
(“accretive development”).
Playing cards in cafés instead of playing by business cards in
formal debates
1. High Context Communities of
Practice

2. Cafés-type Communities
of Practice
Are life forms whose behaviour
is organised from the bottom up
It was in coffee-houses that
commerce and new technology
first became intertwined.
3. Low Context Knowledge Communities
HOW?

BRAINSTROMING
„Do not criticize‟
“Decades of research have consistently
shown that brainstorming groups think
of far fewer ideas than the same number
of people who work alone and later pool
their ideas.”
HOW?
GROUPTHINK
„Debate and Criticize‟
“Do not inhibit ideas but, rather,
stimulate them relative to every
other condition”.
“Casual, cafe-style interactions,
but allow people to disappear
into personalized, private
spaces when they want to be
alone”.
Creating a community of innovators
Each participant show and test
her/his passion, motivation
aspiration, and attitude

1
ONE DAY
WORKSHOP

The organizer
proposes
1 to 3 themes
to be resolved
E.g.:
Smart City
Eco-energy
E-Health
……

Themes
detection
and
selection

Finding what is missing….

2
Candidates form
2 to 4 persons
teams of problem
seekers.
Each team must
analyzes in
details the theme
which has been
chosen

3
Each team
presents the
theme
detected into
its components

4

….and building something
that is interesting

6

Teams
of problem
solvers
elaborate
project
solutions

5

TEAM 1
Different in
composition
from team 1 of
problem seekers

Project

TEAM 2

Different in
composition
from team 2
of problem seekers

Project

TEAM 3

Different in
composition
from team 3
of problem seekers

Project

TEAM n

Presentations / Discussants

External
stimulus

….then
fixing it….

Jury
Senior

Jury
Junior
(successful
Start-up
founders)

Project

Winners

Alertness

Tutors, Mentors and Coaches provide support for
teams
Creating a community of innovators
Each participant show and test
her/his passion, motivation
aspiration, and attitude

External
stimulus

1
ONE DAY
WORKSHOP

The organizer
proposes
1 to 3 themes
to be resolved
E.g.:
Smart City
Eco-energy
E-Health
……

Themes
detection
and
selection

Alertness

Finding what is missing….

2
Candidates form
2 to 4 persons
teams of problem
seekers.
Each team must
analyzes in
details the theme
which has been
chosen

3
Each team
presents the
theme
detected into
its components

“If I had an hour to solve a problem
I'd spend 55 minutes thinking about
the problem and 5 minutes
thinking about solutions.”
― Albert Einstein
“The formulation of the problem is
often more essential than its solution,
which may be merely a matter of
mathematical or experimental skill.”
― Albert Einstein
“You cannot solve a problem with
the same level of consciousness that
created it.”
― Carl Jung
“It's so much easier to suggest
solutions when you don't know too
much about the problem.”
― Malcolm S. Forbes
EXPERIMENTAL DAY WORKSHOP
Traits of Entrepreneurial Teams
TEAMBUILDING
to form a tight group
IGNORANCE
“ignorance follows knowledge”

– the equivalent of open-mindedness,
which gives the strength to take a stance
different from the traditional one and
set out into unknown paths

KNOWLEDGE
to get the maximum
of knowledge and
information

ENTREPRENEURIAL TEAMS
participants
with diversified,
complementary
background

SHARING

“I am going to use my idea in my
field of use, and you are welcome
to use it in your own field”

CREATIVITY
to form a creative spirit

GROUPTHINKING
to generate ideas
Process
Team mode. Each participant engaged in a team (size: 2 to 4 individuals)
Each participant can change team during the experimental phase.
Two or more team can merger. " I use your idea in the field you don't" is
an example of an operational tool.

Participants work in parallel
Participants are supported by mentors and coaches.
Mentor and Coach – Profiles

Mentor: Facilitate, Question, Listen; Challenge, Build, Inspire
Coach: Instruct, Direct, Teach; Engagement with transformation
(changing direction, breaking new ground)
Outputs
• Experimenting with business ideas
• Learning how to turn ideas into opportunities serving the market
• Learning how to engineer high level of creativity and initiative
• Getting immersed in a community of innovators
• Gaining confidence in mastering intercultural exchange
• Learning how to capitalize on brain circulation
BUSINESS CONCEPT DEVELOPMENT
1. Concept Description

2. Value Proposition
To Customer
To Company
3. Commercial Potential
Estimated Market Size & Revenues
Total Revenue
4. Competitive Advantage
5. Feasibility
Questions to answer
1. What's the Problem, the Opportunity?
2. What is the solution found and how it works?
3. What are the benefits of the solution and how does it
differ?
4. For whom is the solution important and what
community or social subjects would benefit from it?
5. What are the estimated costs to implement the idea?
6. What are the pros and cons of the idea and the
difficulties?
Jury: Criteria of Evaluation
NOME

DESCRIZIONE

PESO
Marks: from 1 to 6

Magnitude of the
Idea

Reform or Redefinition of the Market

35%

Business Model

Key resources, Value Proposition and Marketing

20%

Economics

Impact, Costs, Revenues

10%

Feasibility

SWOT Matrix

35%

42
CROWDFUNDING and…
• The 2013 crowdfunding report by Massolution stated that
around
billion in transactions occurred globally in
2013. That’s around a 100 percent increase from 2012
when $2.6 billion was raised.

$5.1

• A new report produced by Richard Schwartz for the World
Bank states that the annual total market potential of the
entire crowdfunding industry could reach

$300

billion by 2025. China’s potential could reach
$47.6 billion, while Europe and central Asia could
reach $13.8 billion.
…..BITCOIN
• A fascinating use case for Bitcoin is micropayments,
or ultrasmall payments. Micropayments have never
been feasible because it is not cost effective to run
small payments (think $1 and below, down to
pennies or fractions of a penny) through the existing
credit/debit and banking systems. The fee structure
of those systems makes that nonviable.
• With Bitcoin, that’s trivially easy. Bitcoins have the
nifty property of infinite divisibility: currently down
to eight decimal places after the dot, but more in the
future. So you can specify an arbitrarily small amount
of money, like a thousandth of a penny, and send it to
anyone in the world for free or near-free.
Finale
There is no such thing as a failed experiment, only
experiments with unexpected outcomes
Richard Buckminster
US engineer and architect, 1895-1983

It doesn’t matter how beautiful your theory is,
it doesn’t matter how smart you are. If doesn’t
agree with experiment, it’s wrong
Richard Feynman
American theoretical physicist, 1918-1988

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Experimental Labs and Innovative Entrepreneurship - Prof. Piero Formica

  • 1. Experimental Labs and Innovative EntrepreneurshipPiero Formica Intentac, Innovation Value Institute, and Eden Centre, National University of Ireland, Maynooth, Dublin www.intentac.org www.ivi.ie www.eden.nuim.ie piero.formica@gmail.com
  • 2.
  • 3.
  • 4.
  • 5.
  • 6. • PATHFINDER vs PATH CREATOR
  • 7. PATHFINDER – the “knowledgist” Measurement Optimization Path Specialization Path Neutralization Path Horizon of certainty Silos Knowledge maps
  • 9. Hypothetical reconstruction of the lost world map of 1474 by Paolo dal Pozzo Toscanelli (in clear, the position of the American continent, which he ignored), "A Literary and Historical Atlas of America Planned route, proof of preparedness
  • 10. PATH CREATOR – the “resilient persona” Disobedience (“Ignorance is bold and knowledge reserved”, Thucydides “Future knowledge is not possible in the present”, Karl Popper ) Uncertainty Inaccuracy Horizon of doubt Imagination (“Knowledge circumscribes the imagination”, Giacomo Leopardi, Notebooks) “The imaginary has more natural powers, and nature is always superior to reason”, G. Leopardi, Notebooks) A range of disciplines
  • 12. NO MAP “There is no map, and charting a path ahead will not be easy" - as Mr Bezos, Amazon's founder, said after he bought the Washington Post
  • 13. Battle of Leuctra, July 6, 371 BC Apple and Google versus Intel BlackBerry considered a simple toy the iPhone that Apple introduced in
  • 14. Co-Creation of Trade Routes and Novel Products Path creator is a depositary of entrepreneurial energy transmitted in packets (‘quanta’) of indivisible ideas and used to create a path.
  • 15. Nokia’s market capitalisation at the end of 2000 was $209bn while Apple’s was $8.6bn. At the end of last year, Nokia was worth $14.3bn and Apple $627bn – a swing of $800bn. Source: EUROPE HAS PAID A PRICE FOR LOSING ITS MOBILE LEAD By John Gapper, FT, September 5, 2013
  • 16. Innovation Horizons 1 The Visible Horizon HORIZON 1 Pathfinders seek a path within the boundaries of their knowledge map.
  • 17. Innovation Horizons 1 The Visible Horizon HORIZON 1 Pathfinders, „knowledgists‟ who read markets Constraint of knowledge “Knowledge reserved” My point of view is expert’s point of view
  • 18. Innovation Horizons 2 and 3 The Real Horizon HORIZONS 2, 3 HORIZON 1 „hypernova‟ „supernova‟ Path creators chart a path by randomly walking, disregarding the map of knowledge mastered.
  • 19. Innovation Horizons 2 and 3 The Real Horizon HORIZONS 2, 3 HORIZON 1 „hypernova‟ „supernova‟ Path creators, salutary purposeful ignorant, whose ignorance follows knowledge Freedom of ignorance “Ignorance is bold” Need & Tech seekers Search for disconfirming evidences The non expert point of view
  • 20. R-Evolution (New Thinking) in Business Economics 3. EXPERIMENTAL LAB FOR INNOVATIVE ENTREPRENEURSHIP (HIGH-EXPECTATION START-UPS)  Firsthand knowledge of states, situations, emotions, or sensations  Content of direct observation or participation in an event  Arbitrage between competing models/ hypothesis 2. INCUBATION (EU design)  Accumulation of (managerial) skills  Consultancy-led services
  • 21. High-expectation entrepreneurs are responsible for up to eighty percent of total expected jobs by all entrepreneurs HIGH EXPECTATION ENTREPRENEURS TECHNOLOGY ADVANCEMENTS + ENTREPRENEURSHIP = HIGH-EXPECTATION ENTREPRENEURS High-expectation entrepreneurs pursue the intent of significantly growing their companies
  • 22. High-expectation start-ups drain enormous energy in the build-up phase Experimental Lab – A Collision Hall High-expectation start-ups are detected and created during high energy collisions between seemingly unrelated business ideas The business idea is treated as an assumption or conjecture based on incomplete information and imprecise or vague knowledge
  • 23. E = MC 3 where E = Entrepreneurial energy; M = Motivations and attributes in entrepreneurial behaviour; C (Creativity) raised to the third power: Creativity in technology (creation) x Creativity in planning (conversion) x Creativity in marketing (commercialization)
  • 24. 3 E = MC Power relations: creative power that emerges when different disciplines collide.
  • 25. Incubator and Experimental Lab: „Fission‟ and „Fusion‟ Processes Potential start-up Splitting („fission‟) demand for and supply of premises and value-added services Merging („fusion‟) together demand and supply
  • 26. Experimental Labs vs Incubators Incubators .Roots and rationale in the industrial era .Based on (subsidized) protection of aspiring entrepreneurs Experimental labs .Productivity-driven open models of innovation .Young minds for new venture creation are opened up and so much energized to be intelligently earlier exposed to risk & control
  • 27. Roller Coaster Profile of an Experimental Lab 3. Maximum potential energy at the top of the Hill 3 2 4 4. Down the Hill, potential energy turns into kinetic (i.e., energy due its motion) 1 2. When the business idea climbs the „Experimentation Hill‟, energy is expended and a potential difference („potential energy‟, stored in the lab) is created 1. Business idea in its initial reference position in opposition to a force (e.g., known unknowns, unknown unknowns, entry barriers, etc..)
  • 28. Extraordinary: Large Deviations Make the Difference In experimental labs events supposed not happening, happen “normal” is the focus “extremes” are the focus You don‟t tame uncertainty looking at extraordinary events We reward acts of prevention rather than treatment Feedback loops Cumulative, snowballs, arbitrary and unpredictable effects “extremes” are the focus
  • 29. The Experimental Lab community is a platform where business ideas are being posted looking for problem seekers and problem solvers. The first actively seek out and attempt to deal with problems as they arise from the Lab community ideas. The latter identify effective solutions by enabling unobvious connections of different ideas. Teams of problem seekers and problem solvers are interchangeable. B A C “I am going to use my idea in my field of use, and you are welcome to use it in your own field” “Innovation is a body contact sport. I search for adjacent ideas – one door leading to another door – which ignites a process of accretion.”
  • 30. Interactionist identity (“innovation is a body contact sport”): – search for adjacent ideas (“one door leading to another door”), – which ignites a process of accretion (“accretive development”).
  • 31. Playing cards in cafés instead of playing by business cards in formal debates 1. High Context Communities of Practice 2. Cafés-type Communities of Practice Are life forms whose behaviour is organised from the bottom up It was in coffee-houses that commerce and new technology first became intertwined. 3. Low Context Knowledge Communities
  • 32. HOW? BRAINSTROMING „Do not criticize‟ “Decades of research have consistently shown that brainstorming groups think of far fewer ideas than the same number of people who work alone and later pool their ideas.”
  • 33. HOW? GROUPTHINK „Debate and Criticize‟ “Do not inhibit ideas but, rather, stimulate them relative to every other condition”. “Casual, cafe-style interactions, but allow people to disappear into personalized, private spaces when they want to be alone”.
  • 34. Creating a community of innovators Each participant show and test her/his passion, motivation aspiration, and attitude 1 ONE DAY WORKSHOP The organizer proposes 1 to 3 themes to be resolved E.g.: Smart City Eco-energy E-Health …… Themes detection and selection Finding what is missing…. 2 Candidates form 2 to 4 persons teams of problem seekers. Each team must analyzes in details the theme which has been chosen 3 Each team presents the theme detected into its components 4 ….and building something that is interesting 6 Teams of problem solvers elaborate project solutions 5 TEAM 1 Different in composition from team 1 of problem seekers Project TEAM 2 Different in composition from team 2 of problem seekers Project TEAM 3 Different in composition from team 3 of problem seekers Project TEAM n Presentations / Discussants External stimulus ….then fixing it…. Jury Senior Jury Junior (successful Start-up founders) Project Winners Alertness Tutors, Mentors and Coaches provide support for teams
  • 35. Creating a community of innovators Each participant show and test her/his passion, motivation aspiration, and attitude External stimulus 1 ONE DAY WORKSHOP The organizer proposes 1 to 3 themes to be resolved E.g.: Smart City Eco-energy E-Health …… Themes detection and selection Alertness Finding what is missing…. 2 Candidates form 2 to 4 persons teams of problem seekers. Each team must analyzes in details the theme which has been chosen 3 Each team presents the theme detected into its components “If I had an hour to solve a problem I'd spend 55 minutes thinking about the problem and 5 minutes thinking about solutions.” ― Albert Einstein “The formulation of the problem is often more essential than its solution, which may be merely a matter of mathematical or experimental skill.” ― Albert Einstein “You cannot solve a problem with the same level of consciousness that created it.” ― Carl Jung “It's so much easier to suggest solutions when you don't know too much about the problem.” ― Malcolm S. Forbes
  • 36. EXPERIMENTAL DAY WORKSHOP Traits of Entrepreneurial Teams TEAMBUILDING to form a tight group IGNORANCE “ignorance follows knowledge” – the equivalent of open-mindedness, which gives the strength to take a stance different from the traditional one and set out into unknown paths KNOWLEDGE to get the maximum of knowledge and information ENTREPRENEURIAL TEAMS participants with diversified, complementary background SHARING “I am going to use my idea in my field of use, and you are welcome to use it in your own field” CREATIVITY to form a creative spirit GROUPTHINKING to generate ideas
  • 37. Process Team mode. Each participant engaged in a team (size: 2 to 4 individuals) Each participant can change team during the experimental phase. Two or more team can merger. " I use your idea in the field you don't" is an example of an operational tool. Participants work in parallel Participants are supported by mentors and coaches.
  • 38. Mentor and Coach – Profiles Mentor: Facilitate, Question, Listen; Challenge, Build, Inspire Coach: Instruct, Direct, Teach; Engagement with transformation (changing direction, breaking new ground)
  • 39. Outputs • Experimenting with business ideas • Learning how to turn ideas into opportunities serving the market • Learning how to engineer high level of creativity and initiative • Getting immersed in a community of innovators • Gaining confidence in mastering intercultural exchange • Learning how to capitalize on brain circulation
  • 40. BUSINESS CONCEPT DEVELOPMENT 1. Concept Description 2. Value Proposition To Customer To Company 3. Commercial Potential Estimated Market Size & Revenues Total Revenue 4. Competitive Advantage 5. Feasibility
  • 41. Questions to answer 1. What's the Problem, the Opportunity? 2. What is the solution found and how it works? 3. What are the benefits of the solution and how does it differ? 4. For whom is the solution important and what community or social subjects would benefit from it? 5. What are the estimated costs to implement the idea? 6. What are the pros and cons of the idea and the difficulties?
  • 42. Jury: Criteria of Evaluation NOME DESCRIZIONE PESO Marks: from 1 to 6 Magnitude of the Idea Reform or Redefinition of the Market 35% Business Model Key resources, Value Proposition and Marketing 20% Economics Impact, Costs, Revenues 10% Feasibility SWOT Matrix 35% 42
  • 43.
  • 44. CROWDFUNDING and… • The 2013 crowdfunding report by Massolution stated that around billion in transactions occurred globally in 2013. That’s around a 100 percent increase from 2012 when $2.6 billion was raised. $5.1 • A new report produced by Richard Schwartz for the World Bank states that the annual total market potential of the entire crowdfunding industry could reach $300 billion by 2025. China’s potential could reach $47.6 billion, while Europe and central Asia could reach $13.8 billion.
  • 45. …..BITCOIN • A fascinating use case for Bitcoin is micropayments, or ultrasmall payments. Micropayments have never been feasible because it is not cost effective to run small payments (think $1 and below, down to pennies or fractions of a penny) through the existing credit/debit and banking systems. The fee structure of those systems makes that nonviable. • With Bitcoin, that’s trivially easy. Bitcoins have the nifty property of infinite divisibility: currently down to eight decimal places after the dot, but more in the future. So you can specify an arbitrarily small amount of money, like a thousandth of a penny, and send it to anyone in the world for free or near-free.
  • 46.
  • 47. Finale There is no such thing as a failed experiment, only experiments with unexpected outcomes Richard Buckminster US engineer and architect, 1895-1983 It doesn’t matter how beautiful your theory is, it doesn’t matter how smart you are. If doesn’t agree with experiment, it’s wrong Richard Feynman American theoretical physicist, 1918-1988