May 12, 2024

What’s next for city administrations, building further on success and learnings of smart city implementation.


So now that most of those cities which have already implemented and experimented with the smart city concept for once, what is there next, for city administrations to do better, and do it right in the next phase of smart city implementation?


1. Scaling up and replication opportunities for living labs and districts of experimentation.

2. A partnership approach (quadruple helix model and network governance)

3. Early community engagement, heterogeneity of community cross-section in participation, and tackling the digital divide in the context of smart city strategy.

4. Reinstating community trust in brand smart city, by publicizing learnings from the past, acknowledging long-term legacy challenges (e.g. flooding) and wicked problems (e.g. congestion), and mitigating privacy concerns.

5. Regional collaboration with peer cities and capacity building of smaller municipalities in the geographic area – adopting a smart region approach.

6. Enabling linkage of urban policies with sectoral policies (e.g. how come the supply chain doesn't embrace the idea of a smart city, while continuously interacting with and operating within the city.

7. Bringing AI and ML based businesses, and startup ecosystems under the ambit of urban policy or strategic smart city framework, if these businesses have any envisaged impact or use-case application in the built environment and management of the city in any form.

8. Unlocking the true potential of the digital twin, i.e. going beyond utility automation, traffic status, environmental sensing, and mapping of public amenities (i.e. exploring land use change scenario impact simulation, modal split change impact scenario analysis, flood modeling, vulnerability assessment, hazard simulation, climatic and extreme weather impact simulation ect.)

9. Exploring the social impacts of digitalization; exploring whether and how digitalization may contribute to building a fair, equal, and just urban society.

Author: Anoop Jha
LinkedIn Page: https://www.linkedin.com/company/urbantenets/
Visit Website: 🌐https://urbantenets.nl/

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Nov 2, 2023

 Fourteen distinct future technology trends!

Please visit my web page "Urban Tenets" at https://urbantenets.nl/

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🌏TECHNOLOGY THAT KEEPS THE WORLD GOING: Technology without which the world may come to a standstill.

♾️UBIQUITOUS AND OMNIPRESENT TECHNOLOGY: The technology you only value when you find yourself disconnected

🧪TESTBED TECHNOLOGY: The unquenchable quest of mankind, pushing the technological limits.

🌐TECHNOLOGY FOR A PARALLEL WORLD: Technology that offers a new world construct and experience within the world.

📘KNOWLEDGE, ENTERTAINMENT, AND MASS COMMUNICATION: Technology that connects and accelerates the world interaction, shapes opinions, builds support, and prompts action.

💁‍♂️PERSONAL ASSISTANCE TECH: Technology provides such an opportunity at a time when taking care of yourself and your loved ones is as important.

⚙️NICHE TECH: A tech universe of its own.

🏛️TECH FOR CONSERVATION AND PRESERVATION: Tech that documents anything and everything - a digital repository for generations to come.

🔎EXPLORATORY TECH: Technology for human curiosity, tech that reveals what is unfathomable and mystical, and that is hidden in plain sight.

TECHNOLOGY AS A MEANS TO SOLVE URGENT WORLD PROBLEMS: Technology that makes quantification and visualization of the world’s problems possible, provides real-time support and unparallel solutions.

⚖️REGULATORY MECHANISM TO CURB THE EVILS OF TECHNOLOGY: Setting up the ethical, functional, notional boundaries of technology.

🧾RIGHT TO TECHNOLOGY: Access to technological means to be increasingly perceived as a right.

🙅‍♂️CHOICE TO OPT-OUT OF PERVASIVE TECHNOLOGY: Also offering a possibility for respecting the choice of people who wants to opt out of technology.

DIMINISHING CONCEPT OF TIME: Technology that makes the 24X7 world a possibility.

(Full Article below, mentioning technological means supporting specific trend)

Author: Anoop Jha

Image: Pixabay

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[Recent update

Starting 2024, launching urban management, interior design, home decor and commissioned artwork services in the Netherlands, serving local as well as international remote clients.

Please Note, that I am also conducting a FREE 45-minute online individual consultation on your interior design and home decor needs and aspirations if you are in the Netherlands or even internationallyDrop me an email at anoop.jha@gmail.com 

Please visit my web page "Urban Tenets" at https://urbantenets.nl/

Instagram interior design page @urbantenets 

Instagram fine art and illustration page @urbanoregional 

My LinkedIn Profile: https://www.linkedin.com/in/anoopjha/

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#tech #AR #VR #AI #IoT #ML #Digitaltwin #metavese #smartcities #urbanplanning #urbanmanagement #digital #technology #Sensors #robotics #bitcoin #connectedinfrastructure #climatechnage #climatetech #circulareconomy #ICT #communication #digitalinfrastructure #Rotterdam #Utrecht #Amsterdam #Eindhoven #Hague #Netherlands

 

 

 

What is there to learn from a fruit tree about the circular economy?

Please visit the web page "Urban Tenets" at https://urbantenets.nl/

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Those who have seen the production of food closely in nature, understand the broader meaning and the potential opportunities that exist at the grassroots level. Take any fruit for example, the real magic happens before you find them on the supermarket shelves. If you have seen the lifecycle of a fruit of any kind for instance, how the tree is planted, how it is cared for, how it blossoms, how fruits mature, how they are harvested, how fruit is locally stored, preserved and consumed, and how fruit and tree parts are put to dozen different uses at the household and community level, you will appreciate the possibilities.

Say the mango tree in that remote village of India, that tree is an ecosystem in itself, it is worth much more than the means for shining fruit on the shelf of a mart, or juice inside a tetra pack. For instance, the leaves and branches of that tree are used on auspicious occasions and otherwise from birth to death as part of the culture, leaves are sometimes used for festive decoration, and sometimes in rituals, as well as for medicinal purposes; children climb up and down the tree, as they play; people make houses out of branches and twigs. That tree stands like a signpost and landmark for the village; stories are woven around the tree that makes its way to become part of the local culture; wood is even used in last rites.

The not yet ripened mango is used to make sweet and salty pickles of a dozen kinds and hence preserved for years. The unripe fruit is also used to make fresh, tangy, and refreshing drinks, to cool you down in summer. When ripened, mango either gets consumed just like that or goes on to make sweet dishes and drinks of another dozen kinds, preserved locally for another day, week, and month. When fruit season is about to end, local households know other techniques to dry, preserve and consume the mango pulp right until next year. Fruit at various stages is also processed and used in various home remedies. And when you have finished eating the fruit, plant that seed in your backyard and see it grow fast enough, only to get more fruits in the coming years. That mango tree and that mango orchard is an ecosystem in itself, and an economic pillar for households, it’s a full circle of life. Look at any fruit tree in your own region, it has much more value, utility, depth, and story than just a few kg equivalents of fruit that are sold in the market.

When we talk about circularity, this kind of encompassing and interdisciplinary learning will help us innovate. The circular economy is also about leveraging what we have, preserving what we can, and regenerating what is possible!

Author: Anoop Jha

Image: Author

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[Recent update

Starting 2024, launching urban management, interior design, home decor and commissioned artwork services in the Netherlands, serving local as well as international remote clients.

Please Note, that I am also conducting a FREE 45-minute online individual consultation on your interior design and home decor needs and aspirations if you are in the Netherlands or even internationallyDrop me an email at anoop.jha@gmail.com 

Please visit the web page "Urban Tenets" at https://urbantenets.nl/

Instagram interior design page @urbantenets 

Instagram fine art and illustration page @urbanoregional 

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#circulareconomy #regeneration #conservation #ecosystem #biodiversity #mango #mangotree #horticulture #systemthinking #orchard #food #valuecpature #agriculture #agroforestry #Rotterdam #Utrecht #Amsterdam #Delft #Hague #Netherlands #India 

How important is it today to embrace AI including LLM as part of wider professional practices, those dealing with creative, IP, and planning fields?

Please visit my web page "Urban Tenets" at https://urbantenets.nl/

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Imagine a situation where you as an architect, interior designer or furniture designer go to a client with a couple of alternative design options and you find the client ready with dozen odd design and remodeling alternatives of their own, along with the articulated conceptual description and most efficient cost estimates; just because an app on their phone today or tomorrow allows them to do so effortlessly. Imagine a situation where these AI-based apps and websites, for instance, produce highly tailored designs that precisely suit the personality and profile of the client based on their psychometric analysis, and health profile among others. Also imagine AI making it possible to deliver different bespoke design solutions for each of 1000 odd units of mass housing before handover, including different choices and grades of material, finishes, and appliances tailored to each unit and to the preference and paying capacity of each household; something which is certainly beyond the means and resources of individual architect or firm. Likewise, hundreds of possible logos, products, land use, and masterplan options which AI can generate just like that. These are the cases of AI overshadowing your manual hard work in times to come. It may even qualify as an existential crisis for creative professionals.

It makes one think how prepared we are today to embrace the use case application of AI and LLM in the creative and idea-driven fields; and the answer is, we are not as prepared as we think or as we should be.

For example, around 20-odd years ago, architectural education and architectural professional practice were going through a similar but slower quantum shift, i.e., from analog to digital. That was made possible through the means and tools like the proliferation of affordable computers, emerging drafting and visualization software, and access to online resources among others, all happening at the same time. These technological shifts changed things like lesser focus and reliance on hand-drawn concepts, moving away from hand-rendered visualization, physical drafting tools slowly getting obsolete, and lesser trips to university libraries among others. On different parameters, these were good and bad for the industry. On the one hand, it helped access new resources, forge possibilities, and made way for faster execution; but on the other hand, it also led to the mechanization of creativity and loss of sublimity and fluidity of imagination.

At that point in time, other than a few privileged niche institutions, the architectural education and architecture industry in general especially in the global south were certainly not prepared for this shift, at least they had no concrete strategy or plan in place to fast embrace this technological transition that was at the doorstep. That is evident from the fact that there was no corresponding radical restructuring that could be seen in architectural curricula or radical transformation that could be seen in architectural professional practice. It is understood because traditionally socio-technological changes take longer, sometimes a decade or so, before fully integrated into practice. It is also understood because it was a different time and a different pace of technological diffusion.

Today we are witnessing a technological breakthrough that is happening every other day, that is immensely disruptive, shapeshifting, and at an unparallel pace in history, be it Artificial Intelligence (AI) or Large Language Model (LLM) potential use cases. In creative, conceptual, and vision-driven knowledge areas like design, architecture, and even urban planning, the impact of the same is unfathomable. Unless serious thought and effort are given to understand the impact and application of AI and LLM in the above areas by academia and practitioners alike, we are either going to miss the unparalleled opportunity that AI and LLM offer today or technology is going to outpace education and industry practice, making them look like outdated craft and institutions.

When it comes to technology, there was some ignorance, skepticism, and resistance 20 years ago and there is again apprehension and lack of comprehension today; today it’s about technology like creative AI. The discomfort of not knowing how technology like text-to-image, text-to-animation, ChatGPT, and whatnot may shape the industry, is obvious. The only difference is that today not immediately embracing AI in education and practice, may come at unforeseen and unparallel costs. The forces of technology are inescapable and contagious today, it may only be a wise idea to be an early adopter and to embrace the changes. The possible way might be to swiftly acknowledge, integrate and treat AI in design, architectural, and planning education as well as professional practices, as an aid to the scenario building, design thinking, and optimization process.

This may also mean for everyone, all the academic and professional institutions involved in some sort of design and planning process, to increasingly shift their focus and energy from creativity, drafting, visualization, and project economics (increasingly being taken care of by AI), to originality, system thinking, design and life philosophy, causality, value proposition, and core human values, which AI today may not entirely be equipped to address. Thinking of what differentiates creative souls and humans in general from AI, it occurs that while AI including LLM may logically synthesize perceivable output based on the vast dataset and training, AI has not yet reached a point to have the ability like encountering eureka moments, ideas that descend unconsciously and in dreams, surreal and spiritual experiences as humans do.

Author: Anoop Jha

Image: Pixabay

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[Recent update

Starting 2024, launching urban management, interior design, home decor and commissioned artwork services in the Netherlands, serving local as well as international remote clients.

Please Note, that I am also conducting a FREE 45-minute online individual consultation on your interior design and home decor needs and aspirations if you are in the Netherlands or even internationallyDrop me an email at anoop.jha@gmail.com 

Please visit my web page "Urban Tenets" at https://urbantenets.nl/

Instagram interior design page @urbantenets 

Instagram fine art and illustration page @urbanoregional 

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#AI #design #architecture #designthinking #urbanplanning #artificialIntelligence #valueproposition #designphilosophy #university #collegeofarchitecture #technology #distuptivetechnology #AIusecase #Rotterdam #Amsterdam #Utrecht #Hague #Netherlands 

Ways we solve world problems i.e., by education, by reward-penalty, and by design - What worked, what is the catch, and where the focus should shift?

Please visit my web page "Urban Tenets" at https://urbantenets.nl/

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The way we have been trying to solve world problems i.e., by education, by reward-penalty, and by design - What worked, what is the catch, and where the focus should shift?

SOLVING PROBLEMS THROUGH EDUCATION

Education is usually considered the universal and baseline intervention to solve world problems, but there is a catch. Education here may imply, in all its encompassing connotations, from the simple awareness, to the education system, to Reading, Writing, Arithmetic (RRR), to research and innovation, to system thinking, and anything that enables us and inspires us to take action to solve the problems in the life of the individual, community, and world at large.

The catch here in terms of education is manyfold, first, education may take a decade or generation or two to actually see the benefit and by that time whole context and definition of the problem may change. Second, education doesn’t guarantee the resultant desired action due to the lack of accountability, i.e., in spite of education, one may or may not choose to act in a specific expected manner. Third, there is no common denominator in the diversity and pursuit of specialized education, i.e., while everyone acknowledges, faces, and is to some extent accountable for aggravating common world problems through their action, be it a subject of climate change, energy crisis, poverty, inequality, material scarcity, erosion of bio-diversity, etc. but just education has not been a panacea for these problems. The “education” around common big world problems that impact each one of us without discrimination, must find its way to the curriculum across hierarchy and specialization of course without discrimination, i.e., the themes mentioned above (like climate change, poverty, inequality etc.) must be introduced and taught to every stream of education, irrespective of hierarchy and specialization, i.e., from science to law, to agriculture, to hospitality, to philosophy and more. Big world problems require collective action and collective consciousness to resolve them, and for that, a common definition of problems must be understood, and a baseline sensitization and sensitivity across the educated population must be there.

SOLVING PROBLEMS THROUGH REWARD-PENALTY

Reward-penalty is another superimposed approach tried and tested over centuries to solve a range of world problems, essentially in an attempt to bring order. There is the catch again. Reward-penalty may imply here every enforcement effort like incentives, recognition, penalty, and punishment, imposed primarily by institutions of all kinds, across all hierarchies, that encourage actions that are compliant with social and statutory norms and discourages any action otherwise. The simple catch here is this is the archaic notion of attempting to solve problems. In a utopian scenario, in a civilized and conscious world, the systems and actions should be self-regulatory and should be in equilibrium on their own, but the counter forces like unawareness, ignorance, greed, pursuit for short-term gain, etc lead to unbalance and disproportion of individual and collective actions, which hence in turn require checks and balances in terms of reward-penalty.

SOLVING PROBLEMS THROUGH DESIGN

Finally, what you can’t solve through education and reward-penalty, you solve through design. Acknowledging that the most urgent and big challenges of the world are usually wicked problems, still solving problems “by design” may possibly be the most appropriate and fastest way to attempt to solve the small and large problems that the world is facing. The “design” here may imply a framework, schemata, method, system, philosophy, engineering or automation, that provides a ground, a conduit, or a datum, which is conducive, self-regulatory, and self-healing; and that works even if there is a lack or disparity of education and enforcement in terms of reward-penalty. There are numerous ways, examples, and possibilities of how the world’s key problems are being tackled and must be tackled through scaling up this approach of solving problems “by design”. These are a few examples and possibilities for solving problems by design –

Example includes, connecting poor and remote households with off-grid power, internet, banking, community food bank, and seed bank as a means of empowerment, access to education, food security, and means for bringing them out of the poverty trap, and not leaving this to fate and chance.

Possibility of leveraging existing supply chain networks of many kinds to serve multiple functions like food and medicine aid networks to connect local, remote communities and entrepreneurs to the global market, is a poised possibility.

Further, the possibility of leveraging big data to reinvent urban travel by predictive matching of ridership demand and supply around public transport so that no bus is running nearly empty in a city.

Leveraging big data and AI to reconfigure land use in real-time, matching vacant housing stock and other vacant land use properties with current and predicted housing demand and homelessness, to provide everyone with a home and much-needed shelter.

Redefining census parameters to include information including, household health condition, household debt profile, and specific skill profiles, that may encourage institutions to take steps towards better social security, service delivery, aid, well-being, encourage entrepreneurship, untapped employment like post-retirement and dual household income (translating opportunity cost to actual economic gains for households).

Preparing tangible layers/networks/ sub-systems and blueprints for autonomous circular cities and communities based on resource demand-supply match, sharing, pooling, product life extension, community storage and preservation, community repair facilities, off-grid renewable energy provisions, etc.

Applying AI and robotics for mass-scale waste profiling, segregation, and high-value reuse, and taking humans out of the unhealthy waste stream

Going beyond documentation, actually devising the easiest means of providing intellectual property rights to indigenous and artisanal community practices across the world to preserve these practices and protect them from exploitation, biopiracy, etc., and strengthen their socio-economic conditions.

There may be many more examples of how small and big problems of the world must be solved “by design”. Of course, there are inherent challenges in doing so primarily, through the aid of technology, but those challenges can always be tackled through appropriate governance. 

Author: Anoop Jha

Image:Pixabay

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[Recent update

Starting 2024, launching urban management, interior design, home decor and commissioned artwork services in the Netherlands, serving local as well as international remote clients.

Please Note, that I am also conducting a FREE 45-minute online individual consultation on your interior design and home decor needs and aspirations if you are in the Netherlands or even internationallyDrop me an email at anoop.jha@gmail.com 

Please visit my web page "Urban Tenets" at https://urbantenets.nl/

Instagram interior design page @urbantenets 

Instagram fine art and illustration page @urbanoregional 

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#climatechange #energytransition #poverty #inequality #circulareconomy #biodiversity #urbanplanning #urbanmanagement #mobility #transportplanning #census #AI #bigdata #supplychain #community #Rotterdam #Amsterdam #Utrecht #Eindhoven #Hague #Netherlands 

 From the traditional art of city-making to the science of future-ready cities.

Please visit my web page "Urban Tenets" at https://urbantenets.nl/

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The cycle of the “city in making” through centuries somewhat seems to follow this evolutionary pattern.

TRADITIONAL ART OF CITY MAKING

a.      Greenfield cities

[Utopian vision > identified potential > anchor economic activity as a growth magnet (or) infrastructure and real estate stock as a pull factor > achieving saturation and autonomous target functionality sooner or later > gets into brownfield city cycle]

b.      Brownfield Cities

[Organic growth > agglomeration as a centre of the economy > critical mass > the influx of population > additive infrastructure and real estate stock as coping mechanism > deterioration of the environment and degradation of the quality of life > urban overhaul as remedial measures > agglomeration continues to grow and get caught in a remedial cycle > confrontation with new age climate emergency > sense-making and search for coping mechanism continues]

What is noteworthy here in terms of the evolution of the traditional art of city-making, is that despite the wealth of learning, the city-making process still seems to be caught at the remedial stage.

FUTURE-READY CITY

Two preconditions of a future-ready city seem to be on the horizon.

A.     Finding new meanings and ways to make use of technology that is at doorsteps.

It appears that the summation of the plethora of technological aid that we have access to, for city-making until now, still only primarily served the purpose of sense-making and has only been used as a coping mechanism.

On the other side, the technology that is maturing and emerging right now, be it machine vision, automation, parametric, sensor fusion, LLM, advanced robotics, 5G/6G, quantum computing, or carbon capture etc., with AI as a binding factor, holds potential unlike anything witnessed before and offers an opportunity for potential application in the city-making unlike before and thus holds the key to achieve future-ready cities. The unprecedented pace of technological evolution that we witness today and onwards, seem to indicate that this is the ripe time to move away from the vicious cycle of remedial measure and coping mechanism associated with traditional city-making and city-retrofitting and leverage this opportunity to reflect and build something new, i.e., the future-ready city, be it greenfield or brownfield or a new type.

B.     The governance must outpace technological breakthroughs.

While a comprehensive policy and robust governance framework are essential for managing the dynamic entity called “city”, it is essential that governance in any part of the world, itself has to be future-ready by thinking deep into the future, generating future-ready policies based on simulations, and hence must outpace the technological breakthrough.

Author: Anoop Jha

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[Recent update

Starting 2024, launching urban management, interior design, home decor and commissioned artwork services in the Netherlands, serving local as well as international remote clients.

Please Note, that I am also conducting a FREE 45-minute online individual consultation on your interior design and home decor needs and aspirations if you are in the Netherlands or even internationallyDrop me an email at anoop.jha@gmail.com 

Please visit my web page "Urban Tenets" at https://urbantenets.nl/

Instagram interior design page @urbantenets 

Instagram fine art and illustration page @urbanoregional 

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#urbanplanning #futurecities #smartcities #AI #machinevision #IOT #5G #Rotterdam #Amsterdam #Utrecht #Eindhoven #Hague #Denhaag #Netherlands 

Please visit my web page "Urban Tenets" at https://urbantenets.nl/

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The secret of the human edge over AI lies in undocumented knowledge.

The quality of online search results has improved manifold over say past 15-20 years and the quality and speed with which results are generated shall continue to improve with the advent of LLM, but the quality of such search results essentially still remains a function of underlying bulk content. The more data that will get added for processing the more refined results we’ll get, and more the data that will be used, segmented, labeled, and annotated to train machines, the more efficient AI use cases will be.

Thinking of machines and humans and what differentiates them, and taking a case of the decision-making process. The potential application of Artificial Intelligence (AI)  in boosting the degree of confidence in judgment is well understood. The application of AI in critical and scientific decision-making processes is also understood. It is also acknowledged that AI holds immense potential to supplement or eliminate part or bulk of human manual efforts and provide a fast baseline content for judgment and decision-making. That being said, still, the chances are that the key decisions across industry, businesses, and governance will continue to be made based on human judgment. The human judgment that stems from the life experiences of individuals and fraternity, not surprisingly most of which never gets documented. What differentiates the decision-making process of AI and human beings outside of the scientific application, is that the key decision made by humans goes beyond empirical evidence, rationality, and explanation and are also based on their instinct and their belief system. We are not even discussing the occult, spiritual, and depth of human subconsciousness. It is also noteworthy that AI is only as smart as the data it has access to, even if it may claim to extrapolate the data gap.  

AI including Large Language Model (LLM) is fueled by data, but no amount of data seem to be enough to supersede the collective consciousness of human. The data that is undocumented is the missing piece of the puzzle and the documented data that AI has access to and on which it is being trained is possibly only the tip of the knowledge iceberg, and that's what will continue to differentiate humans from machines. This undocumented knowledge or data is almost like a treasure that is seated within the individual’s psyche, cultural experiences, contextual understanding, belief system, and their evolutionary instinct; such knowledge or data is hidden in plain sight and never gets documented, as there is no need.

How humans behave or act is many a time counterintuitive, intriguing and captivating. Each of these acts translates into experiences, the kind of experience that enriches individuals and fraternity but never gets documented, hence never becomes a data point. For instance, those seasoned drivers and commuters who take the shortcut route other than what is shown by the navigation app, by instinct as they have known the rhythm and streets of the city by heart over decades. Those investors who will buy stocks, or strike a deal based on numerology and their lucky number or based on perceived auspicious time or period, a deal that is different from predicted trends or obvious choice, as it goes with their belief system and has worked in their favor in the past. Those project leaders who navigate smoothly through challenging situations based on their life learning, that is nowhere to be found in textbooks and hardly get documented. Those businessmen who take day-to-day and big decisions based on the wisdom earned since childhood while helping their parents in their business, a kind of emotional intelligence not to be gained from business school. Also, those local guides who take you to hidden jewels of the city not to be found in best of the travel guide books, somehow remain a trade secret. Likewise the ordinary and extraordinary trade secrets or individuals, collective, fraternity, and sectors. The million interpretations of a single art piece and craftwork in the gallery and museum by varied spectators, many of which are no less vivid than the interpretation of an art critic. Even the quantum and richness of knowledge that gets instantly and momentarily generated in classroom discussions, ideation and Q&A sessions, but never find their way to the published literature of any kind or public domain. Examples of undocumented knowledge are innumerable, prolific and unfathomable.

The quest of mankind is to structure the knowledge, and the underlying assumption is that every case that is to be analyzed for empirical research has been categorized already, but no amount of sample size is large enough to tap into the experiences of individuals and the consciousness of the collective. Each individual’s experience is the rich embodiment of exceptions, like their life journey, meanwhile, the exceptions always get discarded in quest of a pattern, hence missing out on vital knowledge or data that stems from the individuals, subsets, and fraternity. This is an example of unstructured, undocumented data. AI and LLM while processing seemingly vast, heterogeneous data will most likely still continue to face the challenges of not having access to knowledge that is there but not documented, especially that is seated within individual, community, and culture, and remains obscure and unintentionally out of reach. Yes, one can pay to get the experiences documented and labeled for machine learning but that will still be like scratching the surface.

Acknowledging that humans bring a different value to the table, might be a solace in the turbulent changes in the technological landscape that is happening right now with no sign of slowing down.

Author: Anoop Jha

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[Recent update

Starting 2024, launching urban management, interior design, home decor and commissioned artwork services in the Netherlands, serving local as well as international remote clients.

Please Note, that I am also conducting a FREE 45-minute online individual consultation on your interior design and home decor needs and aspirations if you are in the Netherlands or even internationallyDrop me an email at anoop.jha@gmail.com 

Please visit my web page "Urban Tenets" at https://urbantenets.nl/

Instagram interior design page @urbantenets 

Instagram fine art and illustration page @urbanoregional 

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#AI #LLM #Chatgpt #Technology #ML #Machinelearning #urbanplanning #smartcities #Rotterdam #Hague #Amsterdam #Utrecht #Spain #Barcelona #Germany #Stuttgart #Demnark #UK #EU #Europe