It's Thursday and I'm back, guys.
It's been long time, but here I'm again :)
This post theme was getting ripe in my head for long time. Something like since 2014.
Recently I got some data to put together the stepping stones for turning my mere suspicion into more of a grounded conclusion.
The problem was that it was also growing in width and depth with time, so here you are a momentary snapshot or sketch-map of it, which I intend to elaborate further on.
I'll start with shooting two slogan-missiles which constitute super-compression of lotsa research and which will be revisited soon in separate series of articles.
Trust is Force
''you trust 'em only as much as you can make 'em to...''
Money is Mnemonics
yes, precisely THIS is the core essence and function of ANY monetary system - (even the primordial barter one with its naturally emerging special tokens ,  to mitigate its intrinsic exponential wall  of unscalabiliuty , ) - to account or remember human activity. That is, money is always work to prove work. Basically we need to remember due to impossibility of simultaneity of transactions.
Which I already went over ... and, I beg your pardon. Three, not two slogans. The third one is:
Law is Between, Code is Within
Will explain later what I mean  and how it ties up with the former two. In a nutshell is about the enforceability as essential characteristic of all law and now will just hint that the reason why Force (coercion) is deemed to be fundamentally non-decentralizable is the Pauli exclusion principle  which is kinda ''location conservation law'' .
You already know ,  my taste for epystemological 'archaeology', that's why I think it is better to carry the story on in chronological order.
Back in 2014 I stumbled upon series of extremely astute and deep thought articles , , , ,  on the cost of several well known monetary systems in comparison with Bitcoin, which just has been grown enough to become visible for unaided eye.
I remember I discovered these great articles by the obviously great Hass McCook in the wake of the MtGox ,  boom and bust aftershock, when huge anxiety about the 'wastefullness' of the Bitcoin mining was reigning the public sentiment. (It happens everytime the price nears the production cost).
The search of mine which hit those was driven by the quite legitimate question of:
''If crypto is wasteful, then how much the traditional fiat costs us, god damn it?''
Well, the comparison turned up, as I suspected, not at all in favor neither of the quite recent demetalized fractalized-centralized double-entry book-keeping debts mnemonincs of the banknotes monetary system, nor in favor of the millennia old 'heavy metal' single-entry money where the physical possession of gold/silver denotes your purchase power...
And it occured it was not at all just about costs of mining, refining, casting, ink, printing press, storage, accounting, counterfaiting countermeasures, ... but the bill to pay includes also all the social infrastructure and capital devoted on the making the system to work, and to be kept ticking ...
Essentially all which is know as ... government. All its buildings, all its sallaried humans, all their guns, pens, pensions, courts, judges and bailiffs ... everything.
All that needed in order a common Ledger to be built, maintained, broadcasted and kept. The difference between government and governance is obvious - the former is the means to an end, the later is the end. The former is the machine, the later is the function.
Here is the place to insert three other quick notions which are in the pipeline for revisiting and furnishing with separate articles.:
Firstly, Mnemonics is subject of big evolutionary/development forces just as anything else into the combinatorial explosion which the universe, nature, society is ...
You noticed above the notion of money emergence kinda coinciding with writing? The Sumerian example.
Writing is mnemonics amplifier . Just like the combustion engines are transportation boosters .
The better memory and memory sharing system we have on our disposal the better money we have.
Money is technology .
Secondly, any book-keeping - regardless whether we write by hand on cave wall or papyri, or by blade on a wooden stick, or by most sophisticated laser-quantum methods on most sophisticated multi-dimensional crystals  - is, yeah, a function of writing. We can go even further and state that illiterate verbal folklore - the only thing we got for millions of years - is form of verbal writing onto each other's short-term/long-term memories, just like photography and sound recording is.
The important thing to note here is that in the light of ''Money is Mnemonics'' spell of mine - the accountancy systems do possess cardinality of entries , , .
And it seems that the mega-trend is:
''the more entries handled = the better our money is''
Fiat one - monetary and overall - is double-entry based and relies upon import of trust, blockchain is tripple-entry and trust is built-in. Blockchain is not 'trustless' but is 'autotrophic'  in regards with trust.
The third notion turns us back on track with the main theme of this article. It is that of the mutual entropy .
The Ledger, no matter which tech it uses to be, has as purpose to define how the individual people's acivity has to be limited for the sake of collective cooperation and collaboration.
The Ledger - product of the particular kind of Mnemonics in play - literally SHAPES and MAKES the society.
As kinda Sorites  or Holon  or Mereonomic  ... generator.
NOW, which costs more? Which one is more wasteful of all the known Ledger or Mnemonic or Monetary systems known?
Literally couple of days ago I stumbled upon ''The $29 trillion cost of trust'' from 24 Jul 2018 by Sinclair Davidson, Mikayla Novak and Jason Potts , which made this long time in the making article to come out.
Now I finally have put my eyes on some numbers to juggle with.
The ecumenical  or midgardic  GDP is evaluated on roughly rounded up ~$100t p.a.
There is lots of well grounded criticism  on the ability of the present day fiat financial system to actually manage to encompass and measure it all - but lets take this conditional good round figure for the global GDP.
The total wealth of ~quarter of $Quadrillion (giving total average depriciation / consumption rate of over a third per year).
GDP evaluates the dynamic part. The work.
Almost 1/3rd of all work is devoted to account for or to prove the work!
Visualize the fiat system as a primitive, primordial, predeluvial or perecursor form of PoW .
Funny enough this ~1/3rd global proof-of-work or mnemoic or governance cost strangely coincides with the energy budget of the brain  as fraction of the total energy a human body dissipates to live.
The last two pieces of research argumentation to close the topic are.:
I'm trully impressed by the depth of these two documents. It is as big as - each sentence backed by several book volumes of profound research.
Paul Sztorc convincingly demonstrates that PoW is the most efficient protocol for decentralization or 'trustlessness'. It appears that 'PoW is the cheapest' not only among the blockspace  but also cheapest everywhere and everywhen.
Mr. Game and Watch evaluates that if in the present day 100-ish $Trills strong global economy there was nothing but Bitcoin as a form of money - the value of a single BTC would be worth millions of $.
''Banknote waste diﬀers from other types of monetary waste in that it is much harder to perceive, by virtue of the complex nature of banknote creation. In contrast, Bitcoin mining directly consumes electricity, and gold mining obviously requires engineers, machinery, armed guards and so forth. At ﬁrst glance, it seems incredible that impoverished hunter-gatherers would devote some of their precious time to the manufacture of silly beads and shells and other collectibles. And, it seems wasteful indeed, that we humans use our powerful brains primarily to obsess over what other people think of us. All of these activities are wasteful,in a narrow sense, but in a broader sense they maintain the infrastructure required to promote and sustain cooperation. These are social activities – we engage in them because we are not alone.''
Apparently monetary system which involves humans to function is unscalable. In the preTau. It is far easier and unlimited as capacity to grow our electricity and machinery resources, than to replicate humans. 
Intuitively, the lower the Cost of Trust the stronger the society, the bigger and with higher acceleration is the growth of the economy, the higher is the affluence and wealth. , , , , , .
If hypothetically the Cost of Trust is zero, the value of the economy will be infinite?
The endogenous automation of production and distribution of trust which the blockchain enables many orders of magntitude lowering of the cost of trust, compared with the present hand-driven system. (As an example - Satoshi himself posited aka 'payment channels'  and Lightning Network  and such promise hundreds of thousands of times smaller transaction costs all internal to the trusltessness environment of blockchain without to rely upon human work to prove work ...)
At the end, what has Tauchain in common with that all?
Well, lotsa things. I'm light years if not infinitely far from any generalization and systematization, but here you are an improvised list ... of questions :
Please, you continue ...
 - https://www.thoughtco.com/clay-tokens-mesopotamian-writing-171673
 - http://www.ancientpages.com/2017/07/08/intriguing-sumerian-clay-tokens-ancient-book-keeping-system-used-long-writing-appeared/
 - https://arxiv.org/abs/1703.02572
 - https://steemit.com/tauchain/@karov/scaling-is-layering
 - https://steemit.com/tauchain/@karov/tauchain-transcaling
 - http://www.behest.io/ & https://steemit.com/blockchain/@karov/behest-for-tauchain
 - https://en.wikipedia.org/wiki/Pauli_exclusion_principle
 - https://en.wikipedia.org/wiki/Conservation_law
 - https://steemit.com/bitcoin/@karov/bitcoin-retrodictions
 - https://steemit.com/blockchain/@karov/geodesic-by-tau
 - https://www.coindesk.com/microscope-true-costs-gold-production/
 - https://www.coindesk.com/microscope-real-costs-dollar/
 - https://www.coindesk.com/microscope-true-costs-banking/
 - https://www.coindesk.com/microscope-economic-environmental-costs-bitcoin-mining/
 - https://thebitcoin.pub/t/under-the-microscope-conclusions-on-the-costs-of-bitcoin/44457
 - https://en.wikipedia.org/wiki/Mt._Gox
 - https://oracletimes.com/mt-gox-bitcoin-whale-trustee-seized-selling-bitcoin-btc/
 - https://steemit.com/tauchain/@karov/tauchain-the-hanson-engine
 - https://steemit.com/tauchain/@karov/tauchain-as-szabo-booster
 - https://winklevosscapital.com/money-is-broken-but-its-future-is-not/
 - https://en.wikipedia.org/wiki/5D_optical_data_storage
 - https://en.wikipedia.org/wiki/Single-entry_bookkeeping_system
 - https://en.wikipedia.org/wiki/Double-entry_bookkeeping_system
 - https://bitcoinmagazine.com/articles/triple-entry-bookkeeping-bitcoin-1392069656/
 - https://en.wikipedia.org/wiki/Autotroph
 - https://en.wikipedia.org/wiki/Mutual_information
 - https://en.wikipedia.org/wiki/Sorites_paradox
 - https://en.wikipedia.org/wiki/Holon_(philosophy)
 - https://en.wikipedia.org/wiki/Mereology
 - https://medium.com/@cryptoeconomics/the-29-trillion-cost-of-trust-be8ffbd5788d
 - https://en.wikipedia.org/wiki/Ecumene
 - https://en.wikipedia.org/wiki/Midgard
 - https://steemit.com/tauchain/@karov/tauchain-trumps-procrustics
 - https://en.wikipedia.org/wiki/Proof-of-work_system
 - http://www.pnas.org/content/99/16/10237
 - http://www.truthcoin.info/blog/pow-cheapest/
 - https://www.scribd.com/document/354688866/Bitcoin-A-5-8-Million-Valuation-Crypto-Currency-and-A-New-Era-of-Human-Cooperation
 - http://www.truthcoin.info/blog/blockspace-demand/
 - https://steemit.com/blockchain/@karov/tau-through-the-moravec-prism
 - https://steemit.com/tauchain/@karov/masa-effect-with-tauchain
 - https://steemit.com/tauchain/@karov/tutor-ex-machina
 - https://steemit.com/tauchain/@karov/tauchain-trumps-procrustics
 - https://bitcoin.org/bitcoin.pdf
 - https://lightning.network/
 - https://steemit.com/tauchain/@karov/tauchain-in-the-algoverse
 - http://www.juliansimon.com/writings/Ultimate_Resource/ & https://orionsarm.com/fm_store/Population.pdf
 - https://en.wikipedia.org/wiki/Cybernetics & https://en.wikipedia.org/wiki/Control_theory
“A human being should be able to change a diaper, plan an invasion, butcher a hog, conn a ship, design a building, write a sonnet, balance accounts, build a wall, set a bone, comfort the dying, take orders, give orders, cooperate, act alone, solve equations, analyze a new problem, pitch manure, program a computer, cook a tasty meal, fight efficiently, die gallantly. Specialization is for insects.”
― Robert A. Heinlein 
No, it is not a vow everybody to be everything. It is a reflection of the fundamental human fungibility . The average human can be taught to take any human role. The exceptions of true organic geniuses (those who are hard to be replaced) and morons (those who are incapable to replace), only confirm this general rule of shear numbers . This is what makes the mankind so scalable .
''Know'' is synonymous with ''can''. Literally. Knowledge = technology. Even etymologically . Knowledge is praxis . Only. There ain't such thing as impractical knowledge. If it is not a skill, it is not knowledge. I mentioned once  that we're all AIs. Ref.: feral children .
We are not what we eat , but we are what we've learnt. You are what you know/can. And you can what you have learnt. Learning is from the taking side. Teaching is on the giving side. Of one and a same process. We do not have a word to denote the modulus  of learning/teaching, it seems. But it will come.
We are taught by the others, the society. We are the cherry ontop of a layer cake of culture onto nature . We are learning by ... living. We acquire skills in plethora of contexts from family, street, school, job, media ... Learning  is not a monopoly of man, countless systems are also learners. Maybe one of the basic definitions of life and intelligence is the ability to learn . Giant topic, yeah. We won't graze into it here now on what is learning, but on how we learn.
Due to our neurological bottlenecks we spontaneously form hierarchies . This hinders our scalabilty  by forcing humanity to be more or less a fractal of 5. We are close to a number of breakthroughs which to mitigate these innate limitations of ours into a number of ways    . But the general case is not subject of this article - herein we focus on HOW we are taught. How we acquire knowledge, and how this knowledge of ours gets recognized and utilized by society. And the hierarchic emergent structuring is of course in full force upon us in teaching as well as into everything social else.
So comes education , such comes exam , knowledge certification , certified skills application , knowledge creation verification , job fitness testing , CVs and employer recommendations ... etc., etc. With all the bugs and the so little features of this 'map is not the territory' , situation.
It is all centralized and hierarchic - exactly as the global fractal of double-entry accountancy ledgers which we call fiat financial system is. In fact it is so interwoven with fiat finance than it is almost inextricable from it . And as much inefficient and imprecise.
In all these years of talking and thinking on Tauchain  - I noticed - and this suspicion of mine incrementally turns into shear conviction - that Tau, the upscaler of humanity, inevitably also is the ultimate teaching machine. If education is facilitating of learning, Tau is the maximizer of learning. By its very construction, it comes out so.
People talk and listen whenever and whatever they want. Tau has unlimited capacity to listen and attend and remember, and answer. Only limited by the hardware capacity allocated. Tau extracts meaning. Purifies the stream, distills it down to the essence. Detects repetitions, contradictions and all other, ubiquitous nowadays conversation bugs. Remembers changes of opinions of the individual user. And points them out. Sounds like the best tool to know oneself. And the others to know you if you let them.
Your Tau account or profile is what you know. You say what you say and also ask. Say statements and questions. Tau pools you together with the others who state the same and, more importantly, who ask the same type of questions. Knowing what you know, and asking about what you don't know but want to know, maps not only your knowledge state but also maps your knowledge dynamics. Records and drives how your knowledge changes. You even have access to what you forget, and can recollect it. True real time knowledge state reporting. For first time in human history.
If consciousness  is - aside from the clinical state of being merely awake - the post-factum integration of senso-motoric experience , the Accountant of mind, the speaker of the narrative which is you, then Tau is your consciousness booster. That is - stronger than thought.
The ultimate teaching, the ultimate fair testing or exam, the ultimate real-time comprehensive diploma, or certificate, super-peer reviewed paper(s) of you as academic carrer.., the ultimate job interview AND the ultimate ... job of being working as yourself and anything useful you create to be instantly scarcifiable and monetizable - your Tau account is! And all the rest of accessible socoety - being your own workforce. And you to them. In the billions. In a move. In real time.
Including control over the pathways of increase of your skills towards the most productive personally for you learning directions, because it aids you to analyze the you-Tau history and to apply knowledge maximizer techniques and to participate profitably into creation of newer better ones. Maximizer of self. And maximizer of society making it to consist of max-selfs. Ever improving. Merger of education with work occupation. Work-as-you-live.
The literal Knowledge Economy, as described by @trafalgar in his article  from few months ago. Where search, creation, reflection, certification, recognition, commercialization, accumulation, modification, improvement ... everything of knowledge - is all in one.
And it is not only Humans and Tau lonely job. I foresee the other Machines to join the party . Yes, I mean machines capable to have interests and to ask and seek answers of palatable questions.
This - the education amplification - to come down the technology way - has been, of course, anticipated by many. Few arbitrary examples:
- A distant rough-sketch hint for the inevitable tuition power of Tau is Neil Stephenson's  ''The Diamond age''  , with the depicted: '' Or, A Young Lady's Illustrated Primer '' , as an interactive networked teaching device.
- or if I'm right about the inevitable conquest of the natural languages territory  - UX  like in the 'Her' (2013) film .
- Thomas Frey  of the futurist DaVinci Institute  in his book ''Epiphany Z''  paid special attention of this.: down the way of micro- and nano-education, an effective merger of the processes of education, diplomas issuing, job application, exam and actual execution of job obligations. Tom does not know about Tau. But I'll tell him.
With a big smile of irony and self-irony of course... these examples. Just to pick from here and there proofs of the giant anticipation of what's to come. And taken with a few big grains of salt. Cause the reality will be immensely more powerful.
Tutor , tuition , my emphasis via using exactly this wording, comes to denote the economic side of learning/teaching. It is about the cost of learning - the association of tuition with fees, about the placement of the acquired skills, about the business organization of those, about the protection of ownership and security of transaction of knowledge ... Let me introduce here a neologism  which to reflect the business side of it:
Scrooge Factor 
- Simply denoting the money-making power of a technology use by a business. The 'money suction power' of a business entity or organization of any kind coming from the application of a technology, if you want. Technology as socialized knowledge. Scaled up over multiple humans. Over a society. Of course the Scrooge Factor can pump in different directions. The Scrooge Factor of the traditional hierarchic education, governance and everything ... is apparently very often negative - hierarchies decapitalize, dissipate, waste. Orders of magnitude more wasteful than any PoW , but on this - some other time.
So aside from all the niceties of the abstractions of the full supply and value chains of a Knowledge economy, lets round up some numbers:
- We know that a true functional semantic search engine alone is worth $10t. Yeah. Tens of Trills. Trillions. As per the assessments of Davos WEF attendees of as far as I remember 2015 or 2016...
- Also, Bill Gates stated back in 2004  that ''If you invent a breakthrough in artificial intelligence, so machines can learn,'' Mr. Gates responded, ''that is worth 10 Microsofts.''
- Tom Frey  also argued  that by 2030 the biggest corporation in the world will be an online school. Given the present day size and growth rate  of, say, Amazon  this 'online school' should be in the range of good deal of trillions of marcap if it is to be bigger than the biggest corporations. But we do not need such indirect analogies over analogies to access the scale. The shear size of the global education industry is the most eloquent indicator . Note that Tom talks about 'corporation' i.e. for clumsy and inefficient hierarchic human collective. Not for a system which does this orders of magnitude more efficiently and powerfully due to being intrinsically P2P, i.e. geodesic . Even the best futurologists can be forgiven for missing to predict Tau. :)
And this mind-boggling hail of trillions, does not even account for the Hanson Engine  factor.
Tau the Tutor ex Machina is just another unintended useful consequence outta the overall design.
It is nearly impossible to track and contemplate exactly what all these 'side-effects' would be and how they will synergetically boost each other.
With my articles I intend to only touch some lines of the immense phase space  of the possibilia, with neither any ambition to think it is possible to cover it all, nor this to represent any form of advice.
Future is incompressible. Compression is comprehension. Comprehensible only by living.
Failure to go to the geodesic way of learning, will turn these beautiful but trilling words into prophecy:
"The most merciful thing in the world, I think, is the inability of the human mind to correlate all its contents. We live on a placid island of ignorance in the midst of black seas of infinity, and it was not meant that we should voyage far. The sciences, each straining in its own direction, have hitherto harmed us little; but some day the piecing together of dissociated knowledge will open up such terrifying vistas of reality, and of our frightful position therein, that we shall either go mad from the revelation or flee from the deadly light into the peace and safety of a new dark age." H.P.Lovecraft  (1926 ).''
Lets build an universe , . I realize this blog post is the most 'psychedelic' up to now and for long time to go, but some 'poetry' never really hurts ...
We discussed already the worldmaker effectoring .
It is quite ancient but also exponentially growing business ... in all possible forms of science , faith  and art . This modeling  usually serves to play out what's possible and what's impossible. Gedanken eksperiment , yeah, but isn't all thought  merely algorithmic  and mere action  ?
Usually the posited universes are made of variations and combinations of substance/matter, structure/form and action/process rules. Though, the algorithmic component is always the essential ingredient. Yes, the Laws of Physics are full-fledged, literal algo , too. I have those conjectures that it is impossible to think out, make or discover (which is one and a same thing) a lifeless universe  and that substance-structure-action are inexctricable, but these are separate topic for some other times to address .
Lets put together ours toy-universe  out of only pure algorithm. I've never seen such a construct, although the Orbis Tertius  is enormous and I bet this vision have occurred gazillions of time in zillions of minds.
It is like an ocean. The primary coin-toss algo which outputs 0s and 1s  makes the water. We don't know (yet) if there are even deeper and more fundamental numerical bases  for running algos. Most probably the answer is yes by analogy with the Dirac Sea  - the deeps to be made of simpler and weaker algos. The most elementary coin-toss thing makes out the ... probabilistics, perhaps the primordial form of logic. The laws of physics (and of machine learning  and of darwinian evo algo  ...) tell the rule-set how to stitch together lotsa coin-toss outputs. A hint on inspiration for that - David Deutsch's Constructor theories . The laws of physics as entropy  limitation of the allowed elementary algo cumulative output. For information being a verb, not a noun - isn't it? Very interested philosophic perspective on algorithm as randomness constrictor  raise up...
So, if the Algoverse ocean water is made of elementary coin-toss molecules, being ''liquid'' is just another phase or aggregate state .
There is deep duality  between probabilistics and logic. Just like the zoo of dualities discovered in accelerating pace by the mathematical physics in the last decades  Probability/statistics we make now by logic , the reverse ... - well, nobody yet cracked it. Even Kolmogorov. But I bet we will. Most probably the breakthrough will be Ohad Asor name-labeled... To find the know-how to do it the other way round, do logic with probability/statistics. The statistical algorithmic - not the SAT , brute force, alchemist  way as with NN/ML ,  and other known beasts. This will be nothing less but full merger of maths/logic/philosophy/thought... and physics. Literally!
Excuse me for the haiku  simplification. It is deliberate due to realization of my grok constraints. :) Regard it as sharing a poetic impression.
Is there deeper and weaker algo than the digital - the radix-2, deterministic, unitary one? Intuition says ''yes, of course!'' Like with these radix-1 Half-coins  of negative and other non-unitary probabilities ... which take two tosses to yield a bit... and there must be transfinity  of lower ones, also transfinities of higher and sideways ones ... which is almost as counter-intuitive as Dirac's bottomless night of negative energy , but I bet also as much useful. (Lets not even touch numeral bases of Pi, i, e ... etc.), and lets stick to strictly binary 'water' for our oceanic toy-universe for the sake of sanity.
The next important notion of the Algoverse ocenic model is the Algorightmic strength  - the weakest algo would be that which takes infinity of tosses to get a full bit. The strongest?
Algorithmic ephimeralization  - essentially to do more with less. Or faster - Speed Prior  ... which is just another way to say 'more'.
Some algos are too strong - QM, M-Theory - they return way too much bits per 'toss'. Their vcdim  converges to infinity. Exponential walls  in all directions. Not exactly what Freeman Dyson had in mind ... In our ''mockup'' they could be depicted as too hot. Changing the phase of the elementary algo 'water'. Like.:
but because we are all for peaceful use of algorithmic energy - we reject those up here, too - together with the non-unitary statistics down there.
Last piece of the picture - the Algoverse ocean is habitable and inhabited!
By higher algos as life-forms, stronger - but not so strong to turn the 'water' into roaring steam or plasma.
Examples: Calculi , geometries, algebras ... software . The genetic inter-algo connection should be that calculus came from Leibniz and Newton and numerous unknown others ... heads, but it is the blind watchmaker  of evolution which put those heads together ... (I disagree with Dawkins only on that evolution and design are both algorithms, alternatives but not opposition).
Thus entropically  and combinatorially  algos kinda-sorta come from one another - the stronger from the weaker.
The stronger are the life-forms living in that ocean. Cause randomness  permeates everything, isn't it?
Not so far-fetched of a metaphor given the fact that any Effector-ing  has totally algorithmic nature and essence.
How much higher 'life form' Tauchain in the Algoverse ocean is?
Is it mere life form or ... life, new organizing principle to reform all the system?
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Suggested readings to better understand the Tau ecosystem, Tau Meta Language, Tau-Chain and Agoras, and collaborate in the development of the project.
Lecturas sugeridas para entender mejor el ecosistema Tau, Tau Meta Lenguaje, Tau-Chain y Agoras, y colaborar en el desarrollo del proyecto.