Niko Heikkilä
@nikoheikkila.fi
Software Craftsman and Extreme Programmer. Ambassador in all things Agile and DevOps. Working in the intersection of people and tech. Prominent in solving problems by eliminating process waste and amplifying how people work together.
Pinned
Niko Heikkilä
@nikoheikkila.fi
· Dec 4
Craftsperson's Guide to GitHub Actions — Polar Squad
Learn to build production-ready GitHub Actions with clean architecture, comprehensive testing strategies, and reliable release pipelines, transforming fragile automation scripts into maintainable soft...
polarsquad.com
I'm starting a three-part blog series over at Polar Squad about designing, building, and releasing Typescript-based GitHub Actions with high quality.
Here's a teaser that'll make you itch, the first post about critical design considerations is out soon.
polarsquad.com/blog/craftsp...
Here's a teaser that'll make you itch, the first post about critical design considerations is out soon.
polarsquad.com/blog/craftsp...
Reposted by Niko Heikkilä
A recurring “AI” evangelist tactic is using it for tasks that were already solved by tech that is more deterministic, faster, and uses less energy, but has been downgraded or de-emphasised in recent years by software companies
Like, we genuinely used to have better search and spellcheck.
Like, we genuinely used to have better search and spellcheck.
January 4, 2026 at 10:53 AM
A recurring “AI” evangelist tactic is using it for tasks that were already solved by tech that is more deterministic, faster, and uses less energy, but has been downgraded or de-emphasised in recent years by software companies
Like, we genuinely used to have better search and spellcheck.
Like, we genuinely used to have better search and spellcheck.
Reposted by Niko Heikkilä
It's worrying how many don't know the difference between Continuous Integration, Continuous Delivery and Continuous Deployment.
Continuous Deployment means that software is deployed whenever it's fit to be deployed - on every green build.
Continuous Deployment means that software is deployed whenever it's fit to be deployed - on every green build.
January 3, 2026 at 12:09 PM
It's worrying how many don't know the difference between Continuous Integration, Continuous Delivery and Continuous Deployment.
Continuous Deployment means that software is deployed whenever it's fit to be deployed - on every green build.
Continuous Deployment means that software is deployed whenever it's fit to be deployed - on every green build.
Reposted by Niko Heikkilä
Something to take into 2026: there's no credible evidence of *anybody* being "left behind" by "AI"-assisted coding. Don't buy the FOMO.
Wanna use these tools? That's your choice. It won't 10x you. Or 5x you. Or even 2x you. It may well 0.8x you, though, if you lose that engineering discipline.
Wanna use these tools? That's your choice. It won't 10x you. Or 5x you. Or even 2x you. It may well 0.8x you, though, if you lose that engineering discipline.
December 27, 2025 at 10:10 AM
Something to take into 2026: there's no credible evidence of *anybody* being "left behind" by "AI"-assisted coding. Don't buy the FOMO.
Wanna use these tools? That's your choice. It won't 10x you. Or 5x you. Or even 2x you. It may well 0.8x you, though, if you lose that engineering discipline.
Wanna use these tools? That's your choice. It won't 10x you. Or 5x you. Or even 2x you. It may well 0.8x you, though, if you lose that engineering discipline.
Reposted by Niko Heikkilä
Salesforce in the summer: "AI is doing 50% of the work at Salesforce"
Salesforce now: "AI? I don't know her"
Salesforce now: "AI? I don't know her"
Salesforce Steps Back from AI: Executives Reveal Overconfidence in LLMs, Pivot to Deterministic Automation
Salesforce is rethinking its AI strategy after laying off 4,000 employees and deploying Agentforce, an AI-driven automation tool, to streamline operations. Executives are moving away from large langua...
opentools.ai
December 24, 2025 at 3:59 PM
Salesforce in the summer: "AI is doing 50% of the work at Salesforce"
Salesforce now: "AI? I don't know her"
Salesforce now: "AI? I don't know her"
Reposted by Niko Heikkilä
Let's talk about AI Hype and the Theory of Constraints. From a business perspective, the key metric is "lead time." The time it takes to get an idea to the point where it's producing revenue ("in the customer's hands").
1/10
1/10
December 21, 2025 at 6:29 PM
Let's talk about AI Hype and the Theory of Constraints. From a business perspective, the key metric is "lead time." The time it takes to get an idea to the point where it's producing revenue ("in the customer's hands").
1/10
1/10
Reposted by Niko Heikkilä
Also on "well isn't *spell checking* AI???" smug arguments: Every spell checker on every software I use to write has gotten worse and stupid as more and more ML features have been added. It literally cannot do better than a simple strict check for words not in a dictionary.
December 16, 2025 at 2:39 PM
Also on "well isn't *spell checking* AI???" smug arguments: Every spell checker on every software I use to write has gotten worse and stupid as more and more ML features have been added. It literally cannot do better than a simple strict check for words not in a dictionary.
Reposted by Niko Heikkilä
The paradox of our times: everybody in software talks about how “AI” ramps up productivity by an order of magnitude
Meanwhile the software I follow, the platforms I keep track of, and the releases I follow keep the same pace as before except buggier, less usable, and more prone to catastrophe
Meanwhile the software I follow, the platforms I keep track of, and the releases I follow keep the same pace as before except buggier, less usable, and more prone to catastrophe
December 16, 2025 at 10:10 AM
The paradox of our times: everybody in software talks about how “AI” ramps up productivity by an order of magnitude
Meanwhile the software I follow, the platforms I keep track of, and the releases I follow keep the same pace as before except buggier, less usable, and more prone to catastrophe
Meanwhile the software I follow, the platforms I keep track of, and the releases I follow keep the same pace as before except buggier, less usable, and more prone to catastrophe
Reposted by Niko Heikkilä
"I Built a Production-Ready App Using AI, and You Can Inspect the Entire Repo"
* inspects repo *
Me: "I couldn't find the tests. Are they in a separate repo?"
Them: "Folks can run whatever tests they want."
Er. Okay. When you said "production-ready"..?
* inspects repo *
Me: "I couldn't find the tests. Are they in a separate repo?"
Them: "Folks can run whatever tests they want."
Er. Okay. When you said "production-ready"..?
December 15, 2025 at 11:21 AM
"I Built a Production-Ready App Using AI, and You Can Inspect the Entire Repo"
* inspects repo *
Me: "I couldn't find the tests. Are they in a separate repo?"
Them: "Folks can run whatever tests they want."
Er. Okay. When you said "production-ready"..?
* inspects repo *
Me: "I couldn't find the tests. Are they in a separate repo?"
Them: "Folks can run whatever tests they want."
Er. Okay. When you said "production-ready"..?
Reposted by Niko Heikkilä
When we look beyond these sensational "flying saucer reports", we see no AI-generated Spotify or Salesforce or SAP. No LLM-generated games bothering the charts. No noticeable uptick in new products being added to the app stores.
So, where is everybody?
codemanship.wordpress.com/2025/12/14/t...
So, where is everybody?
codemanship.wordpress.com/2025/12/14/t...
The Gorman Paradox: Where Are All The AI-Generated Apps?
In 1950, while discussing the recent wave of flying saucer reports over lunch with colleagues at Los Alamos National Laboratory in New Mexico, physicist Enrico Fermi asked a simple question. There …
codemanship.wordpress.com
December 14, 2025 at 9:02 AM
When we look beyond these sensational "flying saucer reports", we see no AI-generated Spotify or Salesforce or SAP. No LLM-generated games bothering the charts. No noticeable uptick in new products being added to the app stores.
So, where is everybody?
codemanship.wordpress.com/2025/12/14/t...
So, where is everybody?
codemanship.wordpress.com/2025/12/14/t...
Sick of push and pray? Try the DevOps way.
That is, shift the testing of your GitHub Actions as left as possible. I'll tell you how in my latest blog post where you learn about property-based testing and mutation testing.
polarsquad.com/blog/craftsp...
That is, shift the testing of your GitHub Actions as left as possible. I'll tell you how in my latest blog post where you learn about property-based testing and mutation testing.
polarsquad.com/blog/craftsp...
Craftsperson's Guide to GitHub Actions #2: Scaling Up the Testing — Polar Squad
Move beyond basic unit tests with property-based testing to discover hidden edge cases and mutation testing to verify your tests actually work. Learn how to achieve genuine confidence in your GitHub A...
polarsquad.com
December 12, 2025 at 1:33 PM
Sick of push and pray? Try the DevOps way.
That is, shift the testing of your GitHub Actions as left as possible. I'll tell you how in my latest blog post where you learn about property-based testing and mutation testing.
polarsquad.com/blog/craftsp...
That is, shift the testing of your GitHub Actions as left as possible. I'll tell you how in my latest blog post where you learn about property-based testing and mutation testing.
polarsquad.com/blog/craftsp...
As the influx of new (agentic) text editing tools shows no signs of slowing down, one should remain calm and remind themselves of the following three laws of tools:
December 9, 2025 at 5:43 PM
As the influx of new (agentic) text editing tools shows no signs of slowing down, one should remain calm and remind themselves of the following three laws of tools:
Reposted by Niko Heikkilä
🧵 As we figure out what role LLMs and Gen AI systems will play in developing software, I await with interest actual experience reports, such as this one:
(> next)
(> next)
December 9, 2025 at 2:51 PM
🧵 As we figure out what role LLMs and Gen AI systems will play in developing software, I await with interest actual experience reports, such as this one:
(> next)
(> next)
Reposted by Niko Heikkilä
Programmers will debate endlessly the correctness of code implementing a “taser my genitals” button, its accessibility, and how to place it on the screen to minimise accidental activation, without ever pausing to ask whether frying the end-user’s balls is a good design or not
December 9, 2025 at 3:32 PM
Programmers will debate endlessly the correctness of code implementing a “taser my genitals” button, its accessibility, and how to place it on the screen to minimise accidental activation, without ever pausing to ask whether frying the end-user’s balls is a good design or not
Reposted by Niko Heikkilä
I am really enjoying having some time between contracts at the moment... I just wrote an article about the test desiderata - this has been on my mind to write about for several years at this point! coding-is-like-cooking.info/2025/12/test...
Test Desiderata 2.0 - Coding Is Like Cooking
Kent Beck is one of the original authors of JUnit, an open source tool that kick-started a huge shift in programmer behaviour that I and others have found immensely valuable. In 2019 he published his ...
coding-is-like-cooking.info
December 8, 2025 at 1:47 PM
I am really enjoying having some time between contracts at the moment... I just wrote an article about the test desiderata - this has been on my mind to write about for several years at this point! coding-is-like-cooking.info/2025/12/test...
Reposted by Niko Heikkilä
TIL about a memorial ceremony in Iceland in 2019 to mark the end of a glacier, changing the place name from Okjökull to Ok (jökull = glacier). Uncompromising wording on the bronze plaque:
"This is to acknowledge that we know what is happening and what needs to be done. Only you know if we did it".
"This is to acknowledge that we know what is happening and what needs to be done. Only you know if we did it".
December 7, 2025 at 5:17 PM
TIL about a memorial ceremony in Iceland in 2019 to mark the end of a glacier, changing the place name from Okjökull to Ok (jökull = glacier). Uncompromising wording on the bronze plaque:
"This is to acknowledge that we know what is happening and what needs to be done. Only you know if we did it".
"This is to acknowledge that we know what is happening and what needs to be done. Only you know if we did it".
Next in my GitHub Actions series, I focus on turning testability smells to testability aids with a simple trick. If you're accustomed to copying code examples from tutorials (or accepting LLM outputs at face value) and pondering how to test them, this post is for you.
polarsquad.com/blog/craftsp...
polarsquad.com/blog/craftsp...
Craftsperson's Guide to GitHub Actions #1: Designing for Success — Polar Squad
Discover how to design testable GitHub Actions by avoiding common pitfalls like implicit dependencies and global state. Learn to separate business logic from infrastructure using dependency injection ...
polarsquad.com
December 5, 2025 at 7:20 AM
Next in my GitHub Actions series, I focus on turning testability smells to testability aids with a simple trick. If you're accustomed to copying code examples from tutorials (or accepting LLM outputs at face value) and pondering how to test them, this post is for you.
polarsquad.com/blog/craftsp...
polarsquad.com/blog/craftsp...
I'm starting a three-part blog series over at Polar Squad about designing, building, and releasing Typescript-based GitHub Actions with high quality.
Here's a teaser that'll make you itch, the first post about critical design considerations is out soon.
polarsquad.com/blog/craftsp...
Here's a teaser that'll make you itch, the first post about critical design considerations is out soon.
polarsquad.com/blog/craftsp...
Craftsperson's Guide to GitHub Actions — Polar Squad
Learn to build production-ready GitHub Actions with clean architecture, comprehensive testing strategies, and reliable release pipelines, transforming fragile automation scripts into maintainable soft...
polarsquad.com
December 4, 2025 at 6:14 AM
I'm starting a three-part blog series over at Polar Squad about designing, building, and releasing Typescript-based GitHub Actions with high quality.
Here's a teaser that'll make you itch, the first post about critical design considerations is out soon.
polarsquad.com/blog/craftsp...
Here's a teaser that'll make you itch, the first post about critical design considerations is out soon.
polarsquad.com/blog/craftsp...
My Apple Watch tracks my standing hours and notifies me when I should stand up for a while.
Just now it congratulated me for standing up and moving while I was sitting.
Just now it congratulated me for standing up and moving while I was sitting.
December 3, 2025 at 3:16 PM
My Apple Watch tracks my standing hours and notifies me when I should stand up for a while.
Just now it congratulated me for standing up and moving while I was sitting.
Just now it congratulated me for standing up and moving while I was sitting.
Reposted by Niko Heikkilä
Scott Galloway a decade ago: "In the 60s our brightest minds put us on the Moon, now they're in Silicon Valley trying to optimize ad visibility to get you to maybe buy a car you have no interest in."
And we don't think about this as often as we should.
And we don't think about this as often as we should.
November 29, 2025 at 9:18 AM
Scott Galloway a decade ago: "In the 60s our brightest minds put us on the Moon, now they're in Silicon Valley trying to optimize ad visibility to get you to maybe buy a car you have no interest in."
And we don't think about this as often as we should.
And we don't think about this as often as we should.
Reposted by Niko Heikkilä
I luuurve my automated refactorings, which is why I'm @jetbrains.com across the board.
But when I'm working in Python or JS, I'm forced to do some by hand.
2 in particular I do often when I'm separating concerns. Here's a little guide to how I tackle them
codemanship.wordpress.com/2025/11/27/m...
But when I'm working in Python or JS, I'm forced to do some by hand.
2 in particular I do often when I'm separating concerns. Here's a little guide to how I tackle them
codemanship.wordpress.com/2025/11/27/m...
Manual Refactoring: Python – Introduce Parameter Object & Move Instance Method
Two refactorings I can’t live without are Introduce Parameter Object and Move Instance Method. I often find myself introducing new classes to separate concerns using them in a little dance I …
codemanship.wordpress.com
November 27, 2025 at 9:44 AM
I luuurve my automated refactorings, which is why I'm @jetbrains.com across the board.
But when I'm working in Python or JS, I'm forced to do some by hand.
2 in particular I do often when I'm separating concerns. Here's a little guide to how I tackle them
codemanship.wordpress.com/2025/11/27/m...
But when I'm working in Python or JS, I'm forced to do some by hand.
2 in particular I do often when I'm separating concerns. Here's a little guide to how I tackle them
codemanship.wordpress.com/2025/11/27/m...
Do trivial problems in software require modular solutions, or are we overengineering?
Recently, I had a task of transforming a composite GitHub Action — essentially a shell script — to a complete TypeScript action even though it only interacted with the GitHub REST API using a single endpoint call.
Recently, I had a task of transforming a composite GitHub Action — essentially a shell script — to a complete TypeScript action even though it only interacted with the GitHub REST API using a single endpoint call.
November 26, 2025 at 7:56 AM
Do trivial problems in software require modular solutions, or are we overengineering?
Recently, I had a task of transforming a composite GitHub Action — essentially a shell script — to a complete TypeScript action even though it only interacted with the GitHub REST API using a single endpoint call.
Recently, I had a task of transforming a composite GitHub Action — essentially a shell script — to a complete TypeScript action even though it only interacted with the GitHub REST API using a single endpoint call.
Discussing with several software developers over the past few months has led me to believe that crafting high-quality designs is not as easy as it seems.
Thus, I wrote a blog post attempting to tap into this specific challenge and how to overcome it.
nikoheikkila.fi/blog/everyda...
Thus, I wrote a blog post attempting to tap into this specific challenge and how to overcome it.
nikoheikkila.fi/blog/everyda...
Everyday Design
Why do most developers struggle while changing code? The answer lies in how we think about software design. Learn how focusing on behavioural thinking can elevate your code quality.
nikoheikkila.fi
November 25, 2025 at 8:08 PM
Discussing with several software developers over the past few months has led me to believe that crafting high-quality designs is not as easy as it seems.
Thus, I wrote a blog post attempting to tap into this specific challenge and how to overcome it.
nikoheikkila.fi/blog/everyda...
Thus, I wrote a blog post attempting to tap into this specific challenge and how to overcome it.
nikoheikkila.fi/blog/everyda...
"Our newest model, <name>, is available today. It’s intelligent, efficient, and the best model in the world for coding, agents, and computer use."
Sure, but can it write decent automated tests, and iteratively refactor towards the simplest design?
I thought as much.
Sure, but can it write decent automated tests, and iteratively refactor towards the simplest design?
I thought as much.
November 24, 2025 at 7:46 PM
"Our newest model, <name>, is available today. It’s intelligent, efficient, and the best model in the world for coding, agents, and computer use."
Sure, but can it write decent automated tests, and iteratively refactor towards the simplest design?
I thought as much.
Sure, but can it write decent automated tests, and iteratively refactor towards the simplest design?
I thought as much.
Reposted by Niko Heikkilä
Modularity is the key to fast feedback cycles, short delivery lead times, reliable products and a sustainable pace of innovation.
Apart from that, it's not very important, really.
codemanship.wordpress.com/2025/11/20/m...
Apart from that, it's not very important, really.
codemanship.wordpress.com/2025/11/20/m...
Modular Design: The Secret Sauce
In pretty much every Codemanship training course, I try to stress the fundamental importance of modular design in software development. When we fail to separate the different concerns in our design…
codemanship.wordpress.com
November 20, 2025 at 6:52 AM
Modularity is the key to fast feedback cycles, short delivery lead times, reliable products and a sustainable pace of innovation.
Apart from that, it's not very important, really.
codemanship.wordpress.com/2025/11/20/m...
Apart from that, it's not very important, really.
codemanship.wordpress.com/2025/11/20/m...