SlideShare a Scribd company logo
1 of 81
Serendipity: beyond recommendation




Pedro Fernandes
Interaction Designer, TBWA365
http://www.tbwa365.fr
twitter: @betasolo
Serendipity denotes the property of
making fortunate discoveries while
looking for something unrelated, or
the occurrence of such a discovery
during such a search.
http://en.wikipedia.org/wiki/Serendipity
All rights reserved by Looooo
The unexpected
Most common mechanisms
for enabling serendipity

1. Search

2. Categorisation

3. Social recommendation
Most common mechanisms
for enabling serendipity

1. Search

2. Categorisation

3. Social recommendation
1. Search   Results
Query
1. Search   Results
Query
By mdx
Autocompletion can sometimes help serendipity,
but its purpose is to guide users
towards the most common queries.




It encourages users to take the most common path,
instead of exploring alternatives.
All rights reserved by .patrick.
                                   Highway: I know where I’m going
Some rights reserved by jokru




Preset paths



                                Some rights reserved by jokru
All rights reserved by srini_g2003




        unfinished paths:
        open to exploration
Most common mechanisms
for enabling serendipity

1. Search

2. Categorisation

3. Social recommendation
2. Categorisation




http://seogadget.co.uk/wp-content/uploads/2008/12/seo-sitemap-structure-keywords-hifi.gif
2. Categorisation




http://seogadget.co.uk/wp-content/uploads/2008/12/seo-sitemap-structure-keywords-hifi.gif
2. Categorisation




                                     A                                                     B




http://seogadget.co.uk/wp-content/uploads/2008/12/seo-sitemap-structure-keywords-hifi.gif
2. Categorisation




                                       A                                         B
                                                                 Limited awareness of
                                                                 potentially interesting products


http://seogadget.co.uk/wp-content/uploads/2008/12/seo-sitemap-structure-keywords-hifi.gif
Home
Category
 Brand
Product
All rights reserved by alittleflood
A




                                                        related products



http://seogadget.co.uk/wp-content/uploads/2008/12/seo-sitemap-structure-keywords-hifi.gif
Typical criteria include
          Most popular
          Most recent
          Similar typology
          Editorial choice

 In general these criteria point to a
 restricted subset of the product range
 and add some serendipity, but are limited in
 scope and often lead to closed loops
A   B   C   D   E
A   B   C   D   E
A      B      C     D    E



B CD   A CD   ABD   ABC   F GH
A      B      C      D    E



B CD   A CD   ABD    ABC   F GH



       Closed Loop
Most common mechanisms
for enabling serendipity

1. Search

2. Categorisation

3. Social recommendation
All rights reserved by wireguy
algorithm              recommendation

                                        EFG

A B C D



          A B C D E F G N P R T X
individual



ABCD?
individual            group



ABCD?        ABCDE   ABCNP    ABRTX
individual            group



ABCD?        ABCDE   ABCNP    ABRTX
individual            group



ABCD?        ABCDE   ABCNP    ABRTX

  Suggestions: E
               NP
               RTX
ABCDE     ABCNP      ABRTU



ABCD?   ABCDF     A B C NQ   ABRKX


        A B C DG A B C S T   A B UW Z
ABCDE      ABCNP      ABRTU



ABCD?         ABCDF       A B C NQ    ABRKX


               A B C DG A B C S T     A B UW Z

Recommendations:   E FG   N PQS T    R T U K X UW Z
A
    X               B
                        D
                              U
U                                 I   L   O
                             T Y
                        F         K
                              C E
R                                  G
                               P
                    N
        S     Q             H J M V
            Known            Unknown
A                               G




F               B       L                   H




E                       K
            C                           I



    D                           J
                    M




        R                   N




        Q
                            O



                    P
All rights reserved by Éamonn
“   [...] participants may find their own opinions constantly echoed
    back to them, and in doing so reinforce a certain sense of truth
    that resonates with individual belief systems.

    This can create some significant challenges to critical discourse
    within an online medium.

    The echo-chamber effect may also impact a lack of recognition
    to large demographic changes in language and culture on the
    Internet if individuals only create, experience and navigate those
    online spaces that reinforce their "preferred" world view.

    Another emerging term used to describe this "echoing" and
    homogenizing effect on the Internet within social communities is

                                                                       ”
    "cultural tribalism" [...]

    http://en.wikipedia.org/wiki/Media_echo_chamber
Social recommendation doesn’t encourage users
       to step outside their comfort zones
         and discover challenging objects




          me and
        what i know
Social recommendation doesn’t encourage users
       to step outside their comfort zones
         and discover challenging objects




          me and
        what i know


    what my friends know
Social recommendation doesn’t encourage users
       to step outside their comfort zones
         and discover challenging objects




                                The Unknown
          me and
        what i know


    what my friends know
!
cultural and social implications ?
Exploring alternative models
Romantic                Film

           Film
                                Film
                  Film
Reality                           Fantasy

                         Film
          Film

 Film
            Cynical
Suggested tags A B C D E F G H I J K L

My selection
Videos
Suggested tags A B C D E F G H I J K L

My selection   C
Videos
Suggested tags A B C D E F G H I J K L

My selection   C
Videos



                   Search all videos tagged C
Suggested tags A B C D E F G H I J K L

My selection   C
Videos
               CHI     CL     COP CS T C E FG

                   Resulting videos tagged C
Suggested tags   HI    L    OP   ST   EFG

My selection     C
Videos
                 CHI   CL   COP CS T C E FG
Suggested tags   HI   L   OP   ST   EFG

My selection     C
Videos
Suggested tags   HI   L   OP   ST   EFG

My selection     C
Videos
Suggested tags   HI    L   OP   ST   EFG

My selection     C L
Videos
Suggested tags   HI      L     OP      ST     EFG

My selection     C L
Videos



                   Search all videos tagged C + L
Suggested tags   HI     L      OP      ST     EFG

My selection     C L
Videos
                 C LG CLJ     C L N C LS VC L P Q

                  Resulting videos tagged C + L
Suggested tags     G    J      N    SV     PQ

My selection     C L
Videos
                 C LG CLJ   C L N C LS VC L P Q
Suggested tags     G    J      N    SV     PQ

My selection     C L
Videos
                 C LG CLJ   C L N C LS VC L P Q
This systems enables a high level of serendipity
because the suggested tags shift constantly,
funneling results but remaining really open to
unexpected deviations from fixed paths.
www.mowid.com
Example 2




    Serendipicity mobile app
Polysemy of images:
images can have multiple meanings, so people
will interpret them according to context.


If you are shown a sequence of images, your
mind starts making sense of them, putting them
in context, judging them.


Everyone will make slightly different
interpretations of what they’re seeing, based on
their past experience.
Images are more open to interpretation than plain text,
their meaning isn’t xed and shifts with context
Mobile city guides direct users to specific locations
but most fail to encourage users to venture off the
beaten track and find new spots by themselves.


One way to encourage serendipity is to let users
see the city through someone else’s eyes.
Serendipcity
Mobile application prototype
(user scenario excerpt)
(user scenario excerpt)
Prototype is being tested with users,
 receiving rather positive feedback
Conclusion

Most common mechanisms for enabling serendipity
1. Search
2. Categorisation
3. Social recommendation

Alternatives
1. Free combination of tags and objects
2. Local search + Polysemy + Non-verbal interface

Plenty of opportunities for innovation
Let’s help people find        the unexpected




By Random Rupert
Unicorn, in Myths & Monsters Exhibition.
Pedro Fernandes
Interaction Designer, TBWA365
http://www.tbwa365.fr
twitter: @betasolo

More Related Content

Similar to UX Lx presentation "Serendipity: beyond recommendation" by Pedro Fernandes

Growth Hack Your Way to YouTube Success - TBEX Billings 2019
Growth Hack Your Way to YouTube Success - TBEX Billings 2019Growth Hack Your Way to YouTube Success - TBEX Billings 2019
Growth Hack Your Way to YouTube Success - TBEX Billings 2019TBEX
 
Developing you public research profile
Developing you public research profile Developing you public research profile
Developing you public research profile Anna Jenkin
 
Co se značky mohou naučit od úspěšných youtuberů (Petr Houzar, Google)
Co se značky mohou naučit od úspěšných youtuberů (Petr Houzar, Google)Co se značky mohou naučit od úspěšných youtuberů (Petr Houzar, Google)
Co se značky mohou naučit od úspěšných youtuberů (Petr Houzar, Google)Médiář
 
Kit Oliynyk: Evil By Design (Interaction19)
Kit Oliynyk: Evil By Design (Interaction19)Kit Oliynyk: Evil By Design (Interaction19)
Kit Oliynyk: Evil By Design (Interaction19)Kit Oliynyk
 
Wave 8 : Le Langage du Contenu par UM et Mediabrands France
Wave 8 : Le Langage du Contenu par UM et Mediabrands FranceWave 8 : Le Langage du Contenu par UM et Mediabrands France
Wave 8 : Le Langage du Contenu par UM et Mediabrands FranceIPG Mediabrands France
 
AARP Studios: Harrier Jet Video Report
AARP Studios: Harrier Jet Video ReportAARP Studios: Harrier Jet Video Report
AARP Studios: Harrier Jet Video ReportTammy Gordon
 
Viral is a Dirty Word
Viral is a Dirty WordViral is a Dirty Word
Viral is a Dirty WordOgilvy
 
COM 583 Ethics and Editing
COM 583 Ethics and EditingCOM 583 Ethics and Editing
COM 583 Ethics and EditingJessica Partnow
 
Design that’s easy on the brain
Design that’s easy on the brainDesign that’s easy on the brain
Design that’s easy on the brainFITC
 
Criteria for open access publishing and indexing in DOAJ
Criteria for open access publishing and indexing in DOAJCriteria for open access publishing and indexing in DOAJ
Criteria for open access publishing and indexing in DOAJClara Armengou
 
Netflix social investor presentation draft v1
Netflix social investor presentation draft v1Netflix social investor presentation draft v1
Netflix social investor presentation draft v1natakom
 
AS Media - Creating a Pitch
AS Media - Creating a PitchAS Media - Creating a Pitch
AS Media - Creating a PitchMissCTurner
 
Prototyping Interaction with Video Scenarios
Prototyping Interaction with Video ScenariosPrototyping Interaction with Video Scenarios
Prototyping Interaction with Video ScenariosDavid Sherwin
 
I'm an artist -- avoiding copyright issues
I'm an artist -- avoiding copyright issuesI'm an artist -- avoiding copyright issues
I'm an artist -- avoiding copyright issuesGeorgiakh
 

Similar to UX Lx presentation "Serendipity: beyond recommendation" by Pedro Fernandes (17)

Growth Hack Your Way to YouTube Success - TBEX Billings 2019
Growth Hack Your Way to YouTube Success - TBEX Billings 2019Growth Hack Your Way to YouTube Success - TBEX Billings 2019
Growth Hack Your Way to YouTube Success - TBEX Billings 2019
 
Developing you public research profile
Developing you public research profile Developing you public research profile
Developing you public research profile
 
Co se značky mohou naučit od úspěšných youtuberů (Petr Houzar, Google)
Co se značky mohou naučit od úspěšných youtuberů (Petr Houzar, Google)Co se značky mohou naučit od úspěšných youtuberů (Petr Houzar, Google)
Co se značky mohou naučit od úspěšných youtuberů (Petr Houzar, Google)
 
Kit Oliynyk: Evil By Design (Interaction19)
Kit Oliynyk: Evil By Design (Interaction19)Kit Oliynyk: Evil By Design (Interaction19)
Kit Oliynyk: Evil By Design (Interaction19)
 
Assessing the quality of scholarly publishing
Assessing the quality of scholarly publishing  Assessing the quality of scholarly publishing
Assessing the quality of scholarly publishing
 
Wave 8 : Le Langage du Contenu par UM et Mediabrands France
Wave 8 : Le Langage du Contenu par UM et Mediabrands FranceWave 8 : Le Langage du Contenu par UM et Mediabrands France
Wave 8 : Le Langage du Contenu par UM et Mediabrands France
 
AARP Studios: Harrier Jet Video Report
AARP Studios: Harrier Jet Video ReportAARP Studios: Harrier Jet Video Report
AARP Studios: Harrier Jet Video Report
 
Viral is a Dirty Word
Viral is a Dirty WordViral is a Dirty Word
Viral is a Dirty Word
 
COM 583 Ethics and Editing
COM 583 Ethics and EditingCOM 583 Ethics and Editing
COM 583 Ethics and Editing
 
Design that’s easy on the brain
Design that’s easy on the brainDesign that’s easy on the brain
Design that’s easy on the brain
 
Criteria for open access publishing and indexing in DOAJ
Criteria for open access publishing and indexing in DOAJCriteria for open access publishing and indexing in DOAJ
Criteria for open access publishing and indexing in DOAJ
 
Netflix social investor presentation draft v1
Netflix social investor presentation draft v1Netflix social investor presentation draft v1
Netflix social investor presentation draft v1
 
AS Media - Creating a Pitch
AS Media - Creating a PitchAS Media - Creating a Pitch
AS Media - Creating a Pitch
 
Prototyping Interaction with Video Scenarios
Prototyping Interaction with Video ScenariosPrototyping Interaction with Video Scenarios
Prototyping Interaction with Video Scenarios
 
Viral is a Dirty Word
Viral is a Dirty WordViral is a Dirty Word
Viral is a Dirty Word
 
I'm an artist -- avoiding copyright issues
I'm an artist -- avoiding copyright issuesI'm an artist -- avoiding copyright issues
I'm an artist -- avoiding copyright issues
 
Final evaluation
Final evaluationFinal evaluation
Final evaluation
 

Recently uploaded

Niintendo Wii Presentation Template.pptx
Niintendo Wii Presentation Template.pptxNiintendo Wii Presentation Template.pptx
Niintendo Wii Presentation Template.pptxKevinYaelJimnezSanti
 
ALISIA: HOW MIGHT WE ACHIEVE HIGH ENVIRONMENTAL PERFORMANCE WHILE MAINTAINING...
ALISIA: HOW MIGHT WE ACHIEVE HIGH ENVIRONMENTAL PERFORMANCE WHILE MAINTAINING...ALISIA: HOW MIGHT WE ACHIEVE HIGH ENVIRONMENTAL PERFORMANCE WHILE MAINTAINING...
ALISIA: HOW MIGHT WE ACHIEVE HIGH ENVIRONMENTAL PERFORMANCE WHILE MAINTAINING...Pranav Subramanian
 
AI and Design Vol. 2: Navigating the New Frontier - Morgenbooster
AI and Design Vol. 2: Navigating the New Frontier - MorgenboosterAI and Design Vol. 2: Navigating the New Frontier - Morgenbooster
AI and Design Vol. 2: Navigating the New Frontier - Morgenbooster1508 A/S
 
Piece by Piece Magazine
Piece by Piece Magazine                      Piece by Piece Magazine
Piece by Piece Magazine CharlottePulte
 
10 Best WordPress Plugins to make the website effective in 2024
10 Best WordPress Plugins to make the website effective in 202410 Best WordPress Plugins to make the website effective in 2024
10 Best WordPress Plugins to make the website effective in 2024digital learning point
 
Exploring Tehran's Architectural Marvels: A Glimpse into Vilaas Studio's Dyna...
Exploring Tehran's Architectural Marvels: A Glimpse into Vilaas Studio's Dyna...Exploring Tehran's Architectural Marvels: A Glimpse into Vilaas Studio's Dyna...
Exploring Tehran's Architectural Marvels: A Glimpse into Vilaas Studio's Dyna...Yantram Animation Studio Corporation
 
Making and Unmaking of Chandigarh - A City of Two Plans2-4-24.ppt
Making and Unmaking of Chandigarh - A City of Two Plans2-4-24.pptMaking and Unmaking of Chandigarh - A City of Two Plans2-4-24.ppt
Making and Unmaking of Chandigarh - A City of Two Plans2-4-24.pptJIT KUMAR GUPTA
 
Sharif's 9-BOX Monitoring Model for Adaptive Programme Management
Sharif's 9-BOX Monitoring Model for Adaptive Programme ManagementSharif's 9-BOX Monitoring Model for Adaptive Programme Management
Sharif's 9-BOX Monitoring Model for Adaptive Programme ManagementMd. Shariful Hoque
 
NBA power point presentation final copy y
NBA power point presentation final copy yNBA power point presentation final copy y
NBA power point presentation final copy ysrajece
 
General Simple Guide About AI in Design By: A.L. Samar Hossam ElDin
General Simple Guide About AI in Design By: A.L. Samar Hossam ElDinGeneral Simple Guide About AI in Design By: A.L. Samar Hossam ElDin
General Simple Guide About AI in Design By: A.L. Samar Hossam ElDinSamar Hossam ElDin Ahmed
 
ArtWaves 2024 - embracing Curves in Modern Homes
ArtWaves 2024 - embracing Curves in Modern HomesArtWaves 2024 - embracing Curves in Modern Homes
ArtWaves 2024 - embracing Curves in Modern HomesVellyslav Petrov
 
Imagist3D Architectural and Interior Rendering Portfolio
Imagist3D Architectural and Interior Rendering PortfolioImagist3D Architectural and Interior Rendering Portfolio
Imagist3D Architectural and Interior Rendering PortfolioAlinaLau2
 
simpson-lee_house_dt20ajshsjsjsjsjj15.pdf
simpson-lee_house_dt20ajshsjsjsjsjj15.pdfsimpson-lee_house_dt20ajshsjsjsjsjj15.pdf
simpson-lee_house_dt20ajshsjsjsjsjj15.pdfLucyBonelli
 
The spirit of digital place - game worlds and architectural phenomenology
The spirit of digital place - game worlds and architectural phenomenologyThe spirit of digital place - game worlds and architectural phenomenology
The spirit of digital place - game worlds and architectural phenomenologyChristopher Totten
 
Giulio Michelon, Founder di @Belka – “Oltre le Stime: Sviluppare una Mentalit...
Giulio Michelon, Founder di @Belka – “Oltre le Stime: Sviluppare una Mentalit...Giulio Michelon, Founder di @Belka – “Oltre le Stime: Sviluppare una Mentalit...
Giulio Michelon, Founder di @Belka – “Oltre le Stime: Sviluppare una Mentalit...Associazione Digital Days
 
Karim apartment ideas 02 ppppppppppppppp
Karim apartment ideas 02 pppppppppppppppKarim apartment ideas 02 ppppppppppppppp
Karim apartment ideas 02 pppppppppppppppNadaMohammed714321
 
CAPITAL GATE CASE STUDY -regional case study.pdf
CAPITAL GATE CASE STUDY -regional case study.pdfCAPITAL GATE CASE STUDY -regional case study.pdf
CAPITAL GATE CASE STUDY -regional case study.pdfAlasAlthaher
 
TIMBRE: HOW MIGHT WE REMEDY MUSIC DESERTS AND FACILITATE GROWTH OF A MUSICAL ...
TIMBRE: HOW MIGHT WE REMEDY MUSIC DESERTS AND FACILITATE GROWTH OF A MUSICAL ...TIMBRE: HOW MIGHT WE REMEDY MUSIC DESERTS AND FACILITATE GROWTH OF A MUSICAL ...
TIMBRE: HOW MIGHT WE REMEDY MUSIC DESERTS AND FACILITATE GROWTH OF A MUSICAL ...Pranav Subramanian
 
FW25-26 Knit Cut & Sew Trend Book Peclers Paris
FW25-26 Knit Cut & Sew Trend Book Peclers ParisFW25-26 Knit Cut & Sew Trend Book Peclers Paris
FW25-26 Knit Cut & Sew Trend Book Peclers ParisPeclers Paris
 

Recently uploaded (20)

Niintendo Wii Presentation Template.pptx
Niintendo Wii Presentation Template.pptxNiintendo Wii Presentation Template.pptx
Niintendo Wii Presentation Template.pptx
 
ALISIA: HOW MIGHT WE ACHIEVE HIGH ENVIRONMENTAL PERFORMANCE WHILE MAINTAINING...
ALISIA: HOW MIGHT WE ACHIEVE HIGH ENVIRONMENTAL PERFORMANCE WHILE MAINTAINING...ALISIA: HOW MIGHT WE ACHIEVE HIGH ENVIRONMENTAL PERFORMANCE WHILE MAINTAINING...
ALISIA: HOW MIGHT WE ACHIEVE HIGH ENVIRONMENTAL PERFORMANCE WHILE MAINTAINING...
 
AI and Design Vol. 2: Navigating the New Frontier - Morgenbooster
AI and Design Vol. 2: Navigating the New Frontier - MorgenboosterAI and Design Vol. 2: Navigating the New Frontier - Morgenbooster
AI and Design Vol. 2: Navigating the New Frontier - Morgenbooster
 
Piece by Piece Magazine
Piece by Piece Magazine                      Piece by Piece Magazine
Piece by Piece Magazine
 
10 Best WordPress Plugins to make the website effective in 2024
10 Best WordPress Plugins to make the website effective in 202410 Best WordPress Plugins to make the website effective in 2024
10 Best WordPress Plugins to make the website effective in 2024
 
Exploring Tehran's Architectural Marvels: A Glimpse into Vilaas Studio's Dyna...
Exploring Tehran's Architectural Marvels: A Glimpse into Vilaas Studio's Dyna...Exploring Tehran's Architectural Marvels: A Glimpse into Vilaas Studio's Dyna...
Exploring Tehran's Architectural Marvels: A Glimpse into Vilaas Studio's Dyna...
 
Making and Unmaking of Chandigarh - A City of Two Plans2-4-24.ppt
Making and Unmaking of Chandigarh - A City of Two Plans2-4-24.pptMaking and Unmaking of Chandigarh - A City of Two Plans2-4-24.ppt
Making and Unmaking of Chandigarh - A City of Two Plans2-4-24.ppt
 
Sharif's 9-BOX Monitoring Model for Adaptive Programme Management
Sharif's 9-BOX Monitoring Model for Adaptive Programme ManagementSharif's 9-BOX Monitoring Model for Adaptive Programme Management
Sharif's 9-BOX Monitoring Model for Adaptive Programme Management
 
NBA power point presentation final copy y
NBA power point presentation final copy yNBA power point presentation final copy y
NBA power point presentation final copy y
 
General Simple Guide About AI in Design By: A.L. Samar Hossam ElDin
General Simple Guide About AI in Design By: A.L. Samar Hossam ElDinGeneral Simple Guide About AI in Design By: A.L. Samar Hossam ElDin
General Simple Guide About AI in Design By: A.L. Samar Hossam ElDin
 
ArtWaves 2024 - embracing Curves in Modern Homes
ArtWaves 2024 - embracing Curves in Modern HomesArtWaves 2024 - embracing Curves in Modern Homes
ArtWaves 2024 - embracing Curves in Modern Homes
 
Imagist3D Architectural and Interior Rendering Portfolio
Imagist3D Architectural and Interior Rendering PortfolioImagist3D Architectural and Interior Rendering Portfolio
Imagist3D Architectural and Interior Rendering Portfolio
 
simpson-lee_house_dt20ajshsjsjsjsjj15.pdf
simpson-lee_house_dt20ajshsjsjsjsjj15.pdfsimpson-lee_house_dt20ajshsjsjsjsjj15.pdf
simpson-lee_house_dt20ajshsjsjsjsjj15.pdf
 
The spirit of digital place - game worlds and architectural phenomenology
The spirit of digital place - game worlds and architectural phenomenologyThe spirit of digital place - game worlds and architectural phenomenology
The spirit of digital place - game worlds and architectural phenomenology
 
Giulio Michelon, Founder di @Belka – “Oltre le Stime: Sviluppare una Mentalit...
Giulio Michelon, Founder di @Belka – “Oltre le Stime: Sviluppare una Mentalit...Giulio Michelon, Founder di @Belka – “Oltre le Stime: Sviluppare una Mentalit...
Giulio Michelon, Founder di @Belka – “Oltre le Stime: Sviluppare una Mentalit...
 
Karim apartment ideas 02 ppppppppppppppp
Karim apartment ideas 02 pppppppppppppppKarim apartment ideas 02 ppppppppppppppp
Karim apartment ideas 02 ppppppppppppppp
 
CAPITAL GATE CASE STUDY -regional case study.pdf
CAPITAL GATE CASE STUDY -regional case study.pdfCAPITAL GATE CASE STUDY -regional case study.pdf
CAPITAL GATE CASE STUDY -regional case study.pdf
 
TIMBRE: HOW MIGHT WE REMEDY MUSIC DESERTS AND FACILITATE GROWTH OF A MUSICAL ...
TIMBRE: HOW MIGHT WE REMEDY MUSIC DESERTS AND FACILITATE GROWTH OF A MUSICAL ...TIMBRE: HOW MIGHT WE REMEDY MUSIC DESERTS AND FACILITATE GROWTH OF A MUSICAL ...
TIMBRE: HOW MIGHT WE REMEDY MUSIC DESERTS AND FACILITATE GROWTH OF A MUSICAL ...
 
FW25-26 Knit Cut & Sew Trend Book Peclers Paris
FW25-26 Knit Cut & Sew Trend Book Peclers ParisFW25-26 Knit Cut & Sew Trend Book Peclers Paris
FW25-26 Knit Cut & Sew Trend Book Peclers Paris
 
ASME B31.4-2022 estandar ductos año 2022
ASME B31.4-2022 estandar ductos año 2022ASME B31.4-2022 estandar ductos año 2022
ASME B31.4-2022 estandar ductos año 2022
 

UX Lx presentation "Serendipity: beyond recommendation" by Pedro Fernandes