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Jason
Arbon
Pos d
Tes g
“...collage, simplification, appropriation,
performance art, the recycling of past styles
and themes in a modern-day context, as well
as the break-up of the barrier between fine
and high arts and low art and popular
culture.”
Wikipedia
Postmodern Art...
Software Engineering Today
Platform
Data, AI &
Microservices
Complex
Client Apps
IGNORE DOGMAS
M
M
Do’s a D n’t
Brave and Creative
Test Organization
Testers Report to “Development
Leaders”
No Central Organization
No Shared Labs / Resources
Ad-hoc collaboration
Test vs Verification
TvV
Ratio
Average
Complexity,
Danger,
Speed
Testing vs Verification Ratio
Agile/Chaos?
Testers operate
outside of
agile/lean flow
Continuous Risk
Analysis and
Mitigation
Manual Vs Automation
Regular Sanity Checks: 20%
Regression Testing: 20%
Exploratory Testing: 30%
Thinking/Learning: 30%
Only report to team on Risk and
Blocking issues.
Testing
Manual
Only by ‘real’ programmers.
Never BDD, Cucumber,
Model-based, Image-based,
Record/Replay.
Few Regression Tests
“Automation is not Testing”: FALSE
Generative
No New Frameworks
No Testability APIs
Inside Out
Automation
Inside-Out Testing
<!DOCTYPE html>
<html lang="en">
<head>
<meta http-equiv="Content-Type" content="text/html; charset=UTF-8">
<title>Gmail</title>
<script src="mark_as_unread_tests.js"</script>
Inside-Out Testing
Full Access to Entire DOM
Secure Access Server
APIs/Data
Easy to Execute / Distribute /
Debug
No Framework Needed
Can run almost anywhere
Any Dev can debug
Instrumentation
Add simple instrumentation to all
code.
#times executed
Check counts after tests and
monitor production
“Back button click rates went
up..something wrong!”
Microservices / APIs
Consumers of MS/APIs add tests
for their dependencies
Best if all in same ‘source control’
Continuous Monitoring
Unsupervised Learning to Look for
Problems en masse
Best if called from client machine
(not test machines)
Reporting
No Elaborate Dashboards
As little data as possible
Always ready to assess readiness
Test Counts / % Pass Meaningless
“Any reason we shouldn’t release?”
Quantify Quality
Acceptable Crash Rate
Data Quality
Relevance Measures
Quantify Qualitative Measures
Don’t Optimize for Business
Outcome
AI
Drives, Plays DOTA, Paints,
Designs Furniture and Cities,
Makes Phone Calls, etc.
All of Google: AI-First
Can Test Itself (Auto-ML)
Yes, it will soon do most Software
Testing
Most testing will soon be
centralized, and better.
Vendor
Vendor out everything you can
If Vendor can do it, low-value
Vendor can do it at scale
90% of Testing is a Cost Center
10% is more difficult than
engineering and design--focus on
that.
Only 10% is valued / Strategic
Pyramid -> Cake
Reuse and Scale have dramatic
impact
Inverts cost gradient as more
abstract things are more easily
automated.
AI Test Cake
Postmodern
Testing Cake
Other Don’ts Code Coverage
Static Analysis
Test Selection
Call Testers ‘Developers’
Hire “Good” Testers.
Leave the Profession
Layoff all your Testers
Google Still Hiring Manual Testers!
jason@test.ai
Jason Arbon
@jarbon
Let’s Connect!
test.ai
@testdotai
Architectural Photos from:
http://www.archiecho.com/item/54989_70-breathtakingly-beautiful-examples-of-postmodern
-architecture
Hand: https://www.designspiration.net/save/28063818931/
Head and Computer:
https://www.gettyimages.co.nz/detail/photo/post-modern-landscape-high-res-stock-photogra
phy/521753650
Residence, Stairway:
https://www.houzz.com.au/photo/175622-overmyer-residence-modern-exterior-san-francisc
o
Medussa:
http://reynoldahouse.org/exhibitions/detail/off-the-wall-postmodern-art-at-reynolda-0
Workers: http://www.hatjecantz.de/postmodernism-5051-1.html

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Intro to Postmodern Testing