Friday, March 29, 2024

Such a brilliant presence


 

Thursday, March 28, 2024



Hello there!

These Rangoon creepers they are in a hurry
The vines clasp whatever is handy (in this case an unsettled ficus) and entwin to tall places
Just as instantly spray flowers from wild mesh of green
pendulating trumpets like bleeding wound that end in petals and fragrance
they aren’t sure though what color to display
White? not really. Pink, maybe. Ah bright red. Eventually settling for deep maroon. Waiting.

See here
this is what I got
all colours
all fragrance
and some poison -just in case.
Deal with me I am at your window.  

Wednesday, March 27, 2024

Attention is all you need

 

That is a groovy title for a research paper that revolutionized natural language processing and created deep learning architecture called Transformer that became the foundation for modern AI -the generative AI. Previously neural network (Recurrent Neural Network -RNN) process data sequentially -one word at a time in the order of appearance. Transformer was able to capitalize on pattern that exist between words without being located in proximity or are in sequence, this long distance dependencies in words is ‘attention mechanism’. So, not all words are important only some are, and then you work the pattern and imprint it simultaneously to get the meaning. This is pretty amazing. Amazing because that is how I also read, infact all slow readers attempt such tricks.

There are two steps in trying to comprehend written text. One is to understand basic structure of language, that is, grammar as also meaning of words. Since I really couldn’t understand grammar, I worked it by reading a lot and getting the structure, iterative learning -more you read better you become. So that when you write something wrong you get a feeling of something not quite right, so you pause and evaluate it further to get it right. Meaning of the words are always contextual hence iterative learning works. The more you read better you become while quality reading enhances your intellect. This is precisely how AI also learned language by getting pattern approximation through large data and powerful computation. I have discussed these few years back in context to GPT (https://depalan.blogspot.com/2021/12/human-intelligence-artificial.html). Now that you understand language how do you get the meaning is the second step. There was this big gap between wanting to read and capacity to read. I had racks of books to finish, and I was equally excited to know more as also understand high caliber patterns, but the capacity to read was woefully slow. I really couldn’t read more than few pages in a day, and sometimes I was stuck in word mesh and sentence loop, it is crazy but words tend to jump and play around, it frustrating to hold the words in their places while you try to get the meaning. I figured that there are two types of reading; one is deliberately slow, like for instance if you are reading nuanced writing like Kafka’s story or Dickinson’s poem, the unhinged words too add to depth of meaning, and the other one is fast reading -that is when you are reading nonfiction. The trick for fast reading is to identify signifier words (that encapsulates much meaning- 'holds attention'/tokens) and then to link a pattern to get the meaning. Though less number of words but the one that carry high approximation for meaning, and interestingly jumping words adds to unintended complexity to meaning. This is quite crazy but meaning gets into zone of high probability of not intended and eventual mess up.  Probability of success vary with how much comfort you have in the subject; approximation is generally high if you are adept in identifying important signifier words. Indeed, I used to teach fast reading techniques for few years –a kind of job you finish fast with decent money then enough time to focus on real interests.

Finding signifier words and linking it to get the meaning is precisely how ‘attention mechanism’ works -transformer parallelization, powerful AI makes it instantaneous. Since human mind is relatively slow, we take words sequentially, this is the problem with language we have trapped reality into linear time sequence hence the meaning get dispersed and is rarely able to express the holistic moment. Sometime back I discussed (https://depalan.blogspot.com/2021/07/story-of-your-life.html) about this amazing short story “Story of your life” (Ted Chiang) as also movie ‘Arrival’ on aliens who use complex symbols capsulating time to be understood as a whole. With parallelized computation through powerful GPU’s generative AI maybe we are at the cusp of nuanced meaning of the moment in great writings that has so far eluded us. Van Gogh impressions oscillates with our meditative being since it catches the essence.         

           

Wednesday, March 20, 2024

Game changing superchip

 

Much of economic growth of western countries in the last many decades was riding on remarkable prescience of Moore’s law- periodic increase in density of chip -doubling every two years. A few years back people thought Moore’s law has hit a dead end -it is getting too dense that it experiences quantum interference so on. The increased computational power (apart from large data and neural learning) that led to AI development has much to do with sophistication in chip -microprocessor. With remarkable development and increasing computation demands of AI, CPU shifted to exponentially powerful GPU – a massively parallelized processor suited to transformer parallel architecture. And just when you thought: how much more can they squeeze in? comes the NVIDIA’s superchip Blackwell -B2100 is a massive leap in computational power. If you saw the video of introduction by Jensen Huang he slips in the worth -essentially money spent, that square piece cost about 10b$. It however doesn’t really solve the problem of massive power consumption, it is estimated that by 2030 Foundation Models will consume as much as 25% of world power. Meanwhile Extropic is researching on Entropy computers -a paradigm shift in basics of computer through unified AI and physics, working in natural harmony with entropy thus scaling beyond constraints of digital computing and substantially reduce power consumption. It is an attempt to emulate nature and embrace chaos and noise into a symbiosis for a probabilistic AI algorithm.          

The next AI wave is consolidating on physical AI ie Robotics -access to multimodal data, which will understand natural language and emulate movement by observing human action (Terrabytes and Exabytes of videos to tap on) to navigate, adapt and interact, meanwhile reflexive learning and dexterity. Something akin to AGI is just around the corner. NVIDIA’s Project Grook is the foundational model for humanoid robot. Let’s be quite clear ‘human like’ will no doubt need breakthrough in quantum computing but nevertheless this is truly a remarkable achievement. Though it is a technological breakthrough of many lifetime -that will have significant impact much beyond work space, the social ramification will be severe. Surely, we are living in the best of the times, we also have to accept the worst of times with dangers it possesses. Technology so far is skirting a narrow balance without major disruption but it sure is going to cascade very soon. Never has technology so severely impacted society as also the meaning of what is to be a human.       

Tuesday, March 19, 2024

Killer air

Air contains oxygen that is needed for human survival. What happens when this basic need turns toxic? Air pollution kills millions of people, and for millions more it exacerbate other debilitating health conditions, add to it contaminated water, pesticide laced food, and ofcourse mind-numbing noise that characterizes cities. Common people are seriously impacted by air quality, and they die without being counted -that is how agencies deal with problem by not being terribly concerned about collecting data (data is crucial to understand the gravity of the situation and formulate polices to save lives) or else manipulate data. Even short term exposure to polluted air can cause severe reactions -from deeply irritated air passage, persistent cough, headaches, burning eyes, weakness and disorientation, imagine living your whole life in these polluted pits. Human life is pliable to official narration. In a poor and desperate society, it is easily achieved. Fudging data is an art that even AI cannot emulate.

Today the world air pollution report was released. Out of top 50 most polluted cities in the world 43 are in India. If you look at the number of cities in top 30 it is almost all from India, and these are mostly hellholes of small towns where the development marauders are playing havoc. It is a statement on culture of apathy.


I have travelled most of these places, even few kms away from nation’s capital these disappear from radar of any concern of power salivating officials, market media and corrupt ecosystem of nepotistic control and crony capitalism (ofcourse in recent time there is a focus on hygiene by constructing unprecedented number of toilets for common people, which surely has reduced number of deaths due to communicable diseases). Third rated Indian media -mostly occupied by different versions of psychopaths and devious slimy thick-skinned ectoplasts, stampede where the power, money and influence is. They create mythical cozy world of self-fulfilling desires and opulence, while stampede to represent desperate dying people around them. Fed and fattened they cultivate and percolate their own reflection of slimy creatures into the ecosystem as opinion makers and influencers, these appalling mediocres are then courted by feudal politicians with least connect with any reality except to control the herd. You look at the list of polluted cities and you will be mortified by the conditions under which millions of fellow Indians live around you. This is what neocapitalist development has done to the land. Death churning ecosystem is how progress is consolidated by market capitalism. The herd sink deeper into fate muck while herd controllers create bubbles of sanitized world to project their version of reality for herd to gawk.    

Thursday, March 14, 2024

How market capitalism unleashed development killed a garden city

 

In the early 2000s I shifted from polluted, loud and crowded Delhi –a city of ugly uncouth people salivating and stampeding around power so much so that the character of place percolates in its sinister clutch, to garden city of Bangalore (now Bengaluru). Bangalore was a welcome respite with charming weather and mostly understated mild mannered people. During those days even fans weren’t needed in summer. Huge trees dotted the avenues with cascading flowers and wafting scent in the air. I used to go for long walks or cycle, stop for warm delicious fluffy idlis, impeccable coffee, streetside books (I recall picking up rare copy of Pearl Buck), and watch clear bluest of sky. There were lakes, gardens, birds and butterflies…. there were so many jungle mynas, purple sunbirds, and as you cycle few kms you could see Indian rollers, Kingfishers, Drongos, Ibises, (even paradise flycatcher right in the center of city -Cubbon park)…so on. There was so much diversity in urban space. Oldtimers will tell you that the city had already started to crumble with IT influx from late 1990s. Glass houses -ostensibly to keep off air pollution and noise, and look chic, propping all around the place emulating desert architecture, ended up trapping heat hence began huge demand for air conditioners. Lakes vanished, and so did the catchment areas and biodiversity (I recall spending time to visit lakes and writing about it many years ago...please visit https://depalan.blogspot.com/2011/10/dying-lakes-of-bangalore.html), and yes, a quaint culture of care and compassion. For few years I faced the brunt of polluted traffic as a two-wheeler driver (and surely reduced my life span, I still get wheezing and tremors, and assaulted spinal).

Changes in Bangalore were swift. Very soon beautiful huge trees were cut, tacky flyovers and underpasses were constructed, all the while charming buildings resolutely morphed into sickening glass house clones as the city traffic got louder and louder spewing toxic smoke. Birds and butterflies have vanished (I used to sit in the garden after breakfast at NKB, there were so many birds and bees, and now after ugly Mantri mall and noisy traffic there is nothing. The place is dead). Disease of development took over the city. They systematically hacked out life from every nook and corner, and sanitized it with signs of neo liberal progress. Where once stood inviting Coffee house -overlooking street and garden, is now brick block of glittery gold jewellery shop. The civilizational loss to market capitalism nurtured greed and crass values is immense. They are now moving to Mysore like the medieval marauders. The deadly swarm of development that will barren the land and eviscerate life.  

Even in 2018, an international report had given dire warning that Bengaluru is one of the 11 cities in the world that will run out of water in few years. Did the policy makers take note of it? Ofcourse not. This when the worst summer -that is going to be hottest ever for human on earth, is yet to begin.