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<!DOCTYPE html>
<html lang="en">
<head>
<meta charset="UTF-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<style>
/*! TACHYONS v4.12.0 | http://tachyons.io */
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<a href="https://github.com/altocodenl/todis?tab=readme-ov-file#the-organization-of-digital-information-systems" class="no-underline">
<p class="f1 white">The Organization of Digital Information Systems</p>
</a>
<div class="flex flex-wrap justify-center">
<div class="grow mw6-l ba bw1 br3 pa3 ma2 bg-light-yellow">
<p class="f4"><i><strong>The fundamental problem of communication</strong> is reproducing a message from one point to another.</i> — Claude Shannon</p>
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<p class="f4"><strong class="f3">The Information Age</strong> has revolutionized economy, politics, and culture.</p>
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<div class="grow mw6-l ba bw1 br3 pa3 ma2 bg-light-blue">
<p class="f4"><span class="f3">DIS (Digital Information Systems)</span> <strong class="f4">store, transmit, and transform data</strong> with <u>incredible efficiency</u>.</p>
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<p class="f4">The challenge: <strong>Make sense of vast, rapidly growing information</strong>.</p>
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<p class="f4">DIS are digital, interconnected, and concerned with <strong>information</strong>.</p>
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<div class="grow mw6-l ba bw1 br3 pa3 ma2 bg-washed-red">
<p class="f4">We interact with DIS through <strong class="f3">apps, webpages, and programs</strong>.<br><br><span class="f5">(And for that, we need computers and phones)</span></p>
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<div class="grow mw6-l ba bw1 br3 pa3 ma2 bg-green">
<p class="f4">The purpose of this treatise: <strong>Understand DIS systematically</strong>.</p>
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<p class="f4"><u>My hypothesis</u>: these methods yield a <strong>10x speedup</strong> and 2-4x quality & value.</p>
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<div class="grow mw6-l ba bw1 br3 pa3 ma2 bg-light-green">
<p class="f4"><strong>My goal</strong>: by making DIS simpler, <span class="f3">more humans </span>will be empowered <b>to bring their best.</b></p>
</div>
</div>
<a href="https://github.com/altocodenl/todis?tab=readme-ov-file#what-are-digital-information-systems-and-why-do-they-exist" class="no-underline">
<p class="f2 white ph4">What is information? Why do we care about DIS?</p>
</a>
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<p class="f4"><strong>Information = Data + Context</strong>. Understanding transforms data into information. <br><br><span class="f5">(From now on: data = information)</span></p>
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<div class="grow w-100 mw6-l ba bw1 br3 pa3 ma2 bg-light-green">
<p class="f4">DIS only do three things: <strong><ol class="f3"><li>communicate data</li><li>store data</li><li>transform data</li></strong></p>
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<p class="f4"><strong>Speed, accuracy, and cost</strong> set digital systems apart from their predecessors.</p>
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<div class="grow mw6-l ba bw1 br3 pa3 ma2 bg-washed-yellow">
<p class="f4">Digital systems represent data with <span class="f3"><strong>electrons</strong></span>, not carvings or ink.</p>
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<div class="grow mw6-l ba bw1 br3 pa3 ma2 bg-light-purple">
<p class="f4">The challenge: <strong>organize vast amounts of information</strong>. <i>Organization is the key.</i></p>
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<div class="grow mw6-l ba bw1 br3 pa3 ma2 bg-washed-red">
<p class="f4">Most DIS challenges stem from understanding <strong>how parts interrelate</strong>.</p>
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<div class="grow mw6-l ba bw1 br3 pa3 ma2 bg-washed-blue">
<p class="f4"><strong>Simple systems</strong> are easier to understand than complex ones.</p>
</div>
<div class="grow mw6-l ba bw1 br3 pa3 ma2 bg-light-pink">
<p class="f3">The art of system design is the making of systems that are <i>as simple as possible</i>.<br><br><span class="f5">(The limiting factor is complexity, not energy)</span></p>
</div>
</div>
<a href="https://github.com/altocodenl/todis?tab=readme-ov-file#the-main-thesis-to-organize-the-system-always-focus-on-the-data" class="no-underline">
<p class="f2 white ph4">The main thesis: to understand the system, focus on the data</p>
</a>
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<p class="f3">When designing or understanding, <strong>focus on the data</strong>, not <i>The List</i>.<br><br><span class="f5">(The painting, not the palette and brushes!)</span></p>
</div>
<div class="grow w-100 mw6-l ba bw1 br3 pa3 ma2 bg-orange">
<p class="f2">The List</p>
<ul class="f4">
<li>Programming languages</li>
<li>Programming paradigms</li>
<li>Type systems</li>
<li>Libraries</li>
<li>Communication protocols</li>
<li>Operating systems</li>
<li>System architectures</li>
<li>Performance</li>
<li>Availability</li>
<li>Cost</li>
<li>AI</li>
</ul>
</div>
<div class="grow mw6-l ba bw1 br3 pa3 ma2 bg-light-red">
<p class="f3">Why not look at the data?</p>
<ol class="f4">
<li>There's too much data, we cannot look directly at it.</li>
<li>Data is just a detail, it's not important.</li>
</ol>
<p class="f5">(This entire treatise topples these two myths)</p>
</div>
<div class="grow mw6-l ba bw1 br3 pa3 ma2 bg-light-green">
<p class="f3">We can build on <b>five pillars</b>, each of them a practical concept that <i>removes</i> a major obstacle to looking at the data.</p>
</div>
</div>
<a href="https://github.com/altocodenl/todis?tab=readme-ov-file#the-five-pillars" class="no-underline">
<p class="f2 white ph4">The five pillars</p>
</a>
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<p class="f3 b">Pillar 1: Single representation of data</p>
<p class="f4">Overcomes not being able to look and describe data in unambiguous terms.</p>
</div>
<div class="grow mw6-l ba bw1 br3 pa3 ma2 bg-purple white">
<p class="f3 b">Pillar 2: Single dataspace</p>
<p class="f4">Overcomes having parts of the system floating around instead of being part of one whole picture.</p>
</div>
<div class="grow mw6-l ba bw1 br3 pa3 ma2 bg-blue white">
<p class="f3 b">Pillar 3: Call and response</p>
<p class="f5">Overcomes the invisibility of how data is transformed inside a DIS.</p>
</div>
<div class="grow mw6-l ba bw1 br3 pa3 ma2 bg-mid-gray white">
<p class="f3 b">Pillar 4: Logic is what happens between call and response</p>
<p class="f5">Overcomes doubts about the shape of the solution for a clearly specified problem.</p>
</div>
<div class="grow mw6-l ba bw1 br3 pa3 ma2 bg-dark-pink white">
<p class="f3 b">Pillar 5: Interface is call and response</p>
<p class="f5">Overcomes separateness between system and user and between data and time.</p>
</div>
</div>
<a href="https://github.com/altocodenl/todis?tab=readme-ov-file#pillar-1-single-representation-of-data" class="no-underline">
<p class="f2 white ph4">Pillar 1: Single Representation of Data</p>
</a>
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<p class="f4">Digital data is <b>binary</b>. We need to find a better way to represent it than <span class="courier f5">zeroes and ones</span>.</p>
</div>
<div class="grow mw6-l ba bw1 br3 pa3 ma2 bg-light-purple white">
<p class="f3 b">Introducing fourdata</p>
<p class="f4">A <i>textual</i> representation for all data.</p>
<p class="f5">(Why text? Because it is linear, compact and portable)</p>
</div>
<div class="grow mw6-l ba bw1 br3 pa3 ma2 bg-dark-green white">
<p class="f3 b">Fourdata represents four types of data:</p>
<ol>
<li class="pa3">Number: <br><br><pre class="di pa2 bg-black white code">1234</pre></li>
<li class="pa3">Text: <br><br><pre class="di pa2 bg-black white code">Hi</pre></li>
<li class="pa3">List:<br><br><textarea rows="3" class="di pa3 bg-black white code">
1 Eggs
2 Butter
3 Lettuce</textarea></li>
<li class="pa3">Hash: <br><br><textarea rows="3" class="di pa3 bg-black white code">
born 1959
firstName Gustavo
lastName Cerati</textarea></li>
</ol>
</div>
<div class="grow mw6-l ba bw1 br3 pa3 ma2 bg-dark-gray white">
<p class="f3 b">Data types can be combined and nested</p>
<textarea rows="6" cols="30" class="di pa3 bg-black white code">
musicians 1 born 1959
firstName Gustavo
lastName Cerati
2 born 1962
firstName John
lastName Squire
</textarea>
<p class="f4">And can represent data as diverse as an HTTP call</p>
<textarea rows="12" cols="45" class="di pa3 bg-black white code nowrap">
request headers Accept application/json
host example.com
method GET
path /api/books/1234
type HTTP/1.1
response body author "Edward Said"
id 1234
isbn 978-0-394-42814-7
title Orientalism
code "200 OK"
headers Content-Length 83
Content-Type application/json
</textarea>
</div>
<div class="grow mw6-l ba bw1 br3 pa3 ma2 bg-hot-pink white">
<p class="f4 b">Or the state of a CPU</p>
<textarea rows="7" cols="30" class="di pa3 bg-black white code">
Accumulator 00110100
ProgramCounter 1100001010101011
StackPointer 11110111
StatusRegister 00100101
X 01100001
Y 11001010
</textarea>
</div>
<div class="grow mw6-l ba bw1 br3 pa3 ma2 bg-mid-gray white">
<p class="f4 b">Or a row in a database</p>
<textarea rows="5" cols="30" class="di pa3 bg-black white code nowrap">
books 1 author "Edward Said"
created 2024-10-23T20:24:15.936Z
id 1234
isbn 978-0-394-42814-7
title Orientalism
</textarea>
</div>
<div class="grow mw6-l ba bw1 br3 pa3 ma2 bg-blue white">
<p class="f4 b">Or a simple web page</p>
<textarea rows="5" cols="30" class="di pa3 bg-black white code">
head title "Welcome to my site"
body 1 h1 "Hello World!"
2 p 1 class text
2 "This is my site"
</textarea>
</div>
<div class="grow mw6-l ba bw1 br3 pa3 ma2 bg-purple white">
<p class="f4">Fourdata can represent any conceivable data directly and without ambiguity, <b>just using text and a few rules.</b></p>
</div>
</div>
<a href="https://github.com/altocodenl/todis?tab=readme-ov-file#pillar-2-single-dataspace" class="no-underline">
<p class="f2 white ph4">Pillar 2: Single dataspace</p>
</a>
<div class="flex flex-wrap justify-center">
<div class="grow mw6-l ba bw1 br3 pa3 ma2 bg-navy white">
<p class="f4 white">Every piece of data in our system has a path to it.</p>
<p class="f4 white">A path is a <b>sequence of texts and numbers</b>.</p>
</div>
<div class="grow mw6-l ba bw1 br3 pa3 ma2 bg-green white">
<p class="f4 white">The path to <i>eggs</i> is <i>breakfast 1</i></p>
<textarea rows="5" cols="30" class="di pa3 bg-black white code">
breakfast 1 "orange juice"
2 "eggs"
3 croissant
4 yoghurt
</textarea>
<p class="f4 white">Paths are themselves data because they consist of numbers and texts.</p>
</div>
<div class="grow mw6-l ba bw1 br3 pa3 ma2 bg-blue white">
<p class="f4 white">Every data point in our system has a path to it.</p>
<p class="f3 white">Paths don't just <i>point</i> to data, <b>they are the data!</b></p>
<p class="f4 white">Paths make places <i>memorable, associative, </i>even <i>permanent</i>.</p>
</div>
<div class="grow mw6-l ba bw1 br3 pa3 ma2 bg-light-purple white">
<p class="f4 white">To the left, there is <i>context</i>. To the right, <i>detail</i>.</p>
<textarea rows="3" cols="30" class="di pa3 bg-black white code">
books 1 author "Edward Said"
<---------------------------->
more context more detail
</textarea>
<p class="f4 white">Paths are themselves data because they consist of numbers and texts.</p>
</div>
<div class="grow mw6-l ba bw1 br3 pa3 ma2 white">
<p class="f4 white">Every DIS stores its data in two primary forms: <b>files</b> and <b>databases</b>. <br><br>Both can be placed in the dataspace.</p>
</div>
<div class="grow mw6-l ba bw1 br3 pa3 ma2 bg-dark-pink white">
<p class="f4 white">For files, put the path to the file as a hash, followed by its content:</p>
<textarea rows="2" cols="40" class="di pa3 bg-black white code">
C: Users dmr code hello.c "hello world!"
</textarea>
<p class="f5 white">Files can also be represented in binary format</p>
<textarea rows="5" cols="40" class="di pa3 bg-black white code">
C: Users dmr code hello.c 011010000110010101101100011011000110111100100000011101110110111101110010011011000110010000100001
</textarea>
</div>
<div class="grow mw6-l ba bw1 br3 pa3 ma2 bg-mid-gray white">
<p class="f4 white">For databases:<ul><li>Use a hash to represent database name and table/collection name</li><li>A list of hashes for each of the rows/documents</li></ul></p>
<textarea rows="2" cols="30" class="di pa3 bg-black white code">
mysql users 1 id fpereiro
2 id deadmau5
</textarea>
<textarea rows="4" cols="45" class="di pa3 bg-black white code">
mongo visitors 1 date 2024-11-11T16:42:01.322Z
ip 140.28.111.224
2 date 2024-11-11T16:42:02.299Z
ip 220.49.66.236
</textarea>
</div>
<div class="grow mw6-l ba bw1 br3 pa3 ma2 bg-green white">
<p class="f4 white">The dataspace is not where the data is.<br><br>The dataspace <b><u>is</u></b> the data.</p>
</div>
</div>
<a href="https://github.com/altocodenl/todis?tab=readme-ov-file#pillar-3-call-and-response" class="no-underline">
<p class="f2 white ph4">Pillar 3: Call and response</p>
</a>
<div class="flex flex-wrap justify-center">
<div class="grow mw6-l ba bw1 br3 pa3 ma2 bg-orange white">
<p class="f3 white">The combination of a call and a response can be used to express any data transformation.</p>
</div>
<div class="grow mw6-l ba bw1 br3 pa3 ma2 bg-purple white">
<p class="f3 white">The formula of a call:</p>
<textarea rows="2" cols="35" class="di pa3 bg-black white code">
@ destination message
= response
</textarea>
<p class="f5 white"><ul><li>@ denotes a call</li><li>= denotes its response</li></p>
</div>
<div class="grow mw6-l ba bw1 br3 pa3 ma2 bg-red white">
<p class="f3 white">A reference to a variable:</p>
<textarea rows="3" cols="35" class="di pa3 bg-black white code">
value @ widgets
= 100
widgets 100
</textarea>
</div>
<div class="grow mw6-l ba bw1 br3 pa3 ma2 bg-dark-gray white">
<p class="f3 white">A function call:</p>
<textarea rows="3" cols="15" class="di pa3 bg-black white code">
@ + 1 10
2 10
= 20
</textarea>
</div>
<div class="grow mw6-l ba bw1 br3 pa3 ma2 bg-hot-pink white">
<p class="f3 white">A database query:</p>
<textarea rows="5" cols="45" class="di pa3 bg-black white code">
users @ "Main Database" "select * from users"
= 1 id 1
username deadmau5
2 id 2
username faxingberlin
</textarea>
</div>
<div class="grow mw6-l ba bw1 br3 pa3 ma2 bg-dark-blue white">
<p class="f3 white">An HTTP call:</p>
<textarea rows="7" cols="40" class="di pa3 bg-black white code">
orientalism @ http headers Accept application/json
host example.com
method GET
path /api/user/1234
= body id 1234
username deadmau5
</textarea>
</div>
<div class="grow mw6-l ba bw1 br3 pa3 ma2 bg-light-gray white">
<p class="f3 black">An assembler instruction:</p>
<textarea rows="2" cols="20" class="di pa3 bg-black white code">
@ mov eax 0x1A3F
= 00100001
</textarea>
</div>
<div class="grow mw6-l ba bw1 br3 pa3 ma2 bg-green white">
<p class="f3 white">Call and response represent the dynamic nature of data <b>while still being data.</b></p>
</div>
</div>
<a href="https://github.com/altocodenl/todis?tab=readme-ov-file#pillar-4-logic-is-what-happens-between-call-and-response" class="no-underline">
<p class="f2 white ph4">Pillar 4: Logic is what happens between call and response</p>
</a>
<div class="flex flex-wrap justify-center">
<div class="grow mw6-l ba bw1 br3 pa3 ma2 bg-dark-green white">
<p class="f3 white">Logic is <b>how</b> a call creates a response.</p>
<p class="f5 white">(Logic is intentional transformation of data).</p>
</div>
<div class="grow mw6-l ba bw1 br3 pa3 ma2 bg-purple white">
<p class="f3">The five elements of logic:
<ol class="f4">
<li><b>Reference</b>: destination of a call.</li>
<li><b>Sequence</b>: calls made by a call.</li>
<li><b>Conditional</b>: choice between sequences.</li>
<li><b>Loop</b>: conditional repetition of a sequence.</li>
<li><b>Error</b>: special type of conditional response.</li>
</ol>
</p>
<p class="f5">The first three are essential, the last two are <i>nice to have</i>.</p>
</div>
<div class="grow mw6-l ba bw1 br3 pa3 ma2 bg-red white">
<p class="f3">A reference is the <i>destination</i> of a call. <br><br>References are links between parts of the dataspace.</p>
</div>
<div class="grow mw6-l ba bw1 br3 pa3 ma2 bg-navy white">
<p class="f3">A reference can point to a mere value:</p>
<textarea rows="3" cols="35" class="di pa3 bg-black white code">
@ widgets
= 100
</textarea>
<p class="f3">And it also can point to a call:</p>
<textarea rows="3" cols="35" class="di pa3 bg-black white code">
@ + 1 10
2 10
= 20
</textarea>
</div>
<div class="grow mw6-l ba bw1 br3 pa3 ma2 bg-hot-pink white">
<p class="f3">Resolving a reference is finding what part of the dataspace it refers to.</p>
<p class="f4">Here is one way to do it:</p>
<ul class="f4">
<li>From the place where the call is made, we go one level up (left) and try to find it. If it's not there, we repeat the process of going one more level up to find it.</li>
<li>If we have gone all the way to the left and we can't find it, we obtain an empty text.</li>
</ul>
</div>
<div class="grow mw6-l ba bw1 br3 pa3 ma2 bg-mid-gray white">
<p class="f3">A sequence is a <b>list of calls</b>.</p>
<p class="f4">The concept of sequence works <i>at any level of abstraction</i>.</p>
<p class="f3">Function, flow, procedure, operation, definition, all express the same: <b>a list of calls</b>.</p>
</div>
<div class="grow mw6-l ba bw1 br3 pa3 ma2 white">
<p class="f3">A good analogy for a sequence is a recipe:</p>
<textarea rows="6" cols="40" class="di pa3 bg-black white code">
"make cake" @ : 1 @ mix . @ chocolate 100
. @ flour 500
. @ butter 300
2 @ bake degrees 200
ingredients @ 1
</textarea>
<p class="f4">The colon (:) <i>freezes</i> the sequence so that it can be expanded only when it is called.</p>
</div>
<div class="grow mw6-l ba bw1 br3 pa3 ma2 bg-light-purple white">
<p class="f3">When we call a sequence, we can see its expansion:</p>
<textarea rows="24" cols="40" class="di pa3 bg-black white code">
@ "make cake" 8
: 1 @ mix . @ chocolate @ * . @ people
= 8
. 25
= 200
= "200 grams of chocolate!"
. @ flour @ * . @ people
= 8
. 125
= 1000
= "A kilo of flour!"
. @ butter @ * . @ people
= 8
. 75
= 600
= "600 grams of butter!"
= "A mix of 200g of chocolate, a kilo of flour and 600g of butter!"
2 @ bake degrees 200
ingredients @ 1
= "chocolate cake for eight!"
= "chocolate cake for eight!"
</textarea>
<p class="f5">Note the colon (:) contains the expansion of the calls.</p>
</div>
<div class="grow mw6-l ba bw1 br3 pa3 ma2 bg-orange white">
<p class="f3">Conditionals let you choose between sequences based on a condition:</p>
<textarea rows="6" cols="40" class="di pa3 bg-black white code">
@ if cond 1
do @ "make cake" 8
= "chocolate cake for eight!"
= "chocolate cake for eight!"
</textarea>
<p class="f5">The simplest conditional only has one sequence, which will only be expanded if the condition is true.</p>
</div>
<div class="grow mw6-l ba bw1 br3 pa3 ma2 bg-blue white">
<p class="f3">An example with two sequences:</p>
<textarea rows="7" cols="40" class="di pa3 bg-black white code">
dinner @ if cond @ party
= 0
do @ "make cake" 8
else @ "make healthy dish" 2
= "Beetroot soup!"
= "Beetroot soup!"
party 0
</textarea>
</div>
<div class="grow mw6-l ba bw1 br3 pa3 ma2 bg-light-purple white">
<p class="f3">Loops are conditional repetition of sequences:</p>
<textarea rows="7" cols="25" class="di pa3 bg-black white code">
@ loop data . 1
. 2
. 4
do @ "plus ten"
= 1 11
2 12
3 14
</textarea>
<p class="f5">This simple type of loop will likely be like at least 50% of the loops in your logic.</p>
</div>
<div class="grow mw6-l ba bw1 br3 pa3 ma2 bg-hot-pink white">
<p class="f3">Loops can be used as filters:</p>
<textarea rows="7" cols="40" class="di pa3 bg-black white code">
evens @ loop data . 1
. 2
. 3
. 4
filter @ : value @ even @ value
= . 2
. 4
</textarea>
</div>
<div class="grow mw6-l ba bw1 br3 pa3 ma2 bg-green white">
<p class="f3">Or as accumulators:</p>
<textarea rows="7" cols="40" class="di pa3 bg-black white code">
"gimme ten" @ loop acc @ +
data . 1
. 2
. 3
. 4
= 10
</textarea>
</div>
<div class="grow mw6-l ba bw1 br3 pa3 ma2 bg-gray white">
<p class="f3">Recursion can be understood as loops with depth:</p>
<textarea rows="7" cols="45" class="di pa3 bg-black white code">
flatten : v @ if cond @ type type list
value @ v
do loop data @ v
do @ flatten
else @ add to "flat list"
value @ v
</textarea>
</div>
<div class="grow mw6-l ba bw1 br3 pa3 ma2 bg-orange white">
<p class="f4">If calls can represent transformation at any level, we can go <b>beyond declarative vs imperative</b>.</p>
<p class="f3">The "what" is the interface, the "how" is its logic. Every call is declarative on the outside, imperative on the inside.</p>
</div>
</div>
<a href="https://github.com/altocodenl/todis?tab=readme-ov-file#pillar-4-logic-is-what-happens-between-call-and-response" class="no-underline">
<p class="f2 white ph4">Pillar 5: Interface is call and response</p>
</a>
<div class="flex flex-wrap justify-center">
<div class="grow mw6-l ba bw1 br3 pa3 ma2 bg-green white">
<p class="f3">Everyday notion of interface: something made for humans, with graphics.</p>
<p class="f3">Formal notion of interface: a boundary between two parts of the system.</p>
</div>
<div class="grow mw6-l ba bw1 br3 pa3 ma2 bg-blue white">
<p class="f4">A more general way to look at it: an interface is the combination of a call and its response.</p>
<textarea rows="3" cols="45" class="di pa3 bg-black white code">
logic "what transforms a call into a response"
interface 1 call
2 response
</textarea>
</div>
<div class="grow mw6-l ba bw1 br3 pa3 ma2 bg-hot-pink white">
<p class="f3">Implications:</p>
<ul class="f4">
<li>No intrinsic boundary between user and system, both are one.</li>
<li>No intrinsic "internal" or "external" areas. A call has an external area (interface) and an internal area (logic).</li>
</ul>
</div>
<div class="grow mw6-l ba bw1 br3 pa3 ma2 bg-purple white">
<p class="f3">Calls are <b>reactive</b>.<br><br>When something changes (destination, message, logic), the response is updated.</p>
<p class="f4">When a part of the system changes, the system updates itself to stay in sync. This is the true meaning of reactivity.</p>
</div>
</div>
</div>
</body>