A nice visualization of Go dependencies.
It's interesting how you can instantly see packages that support hundreds, if not thousands, of others. I would have guessed that
Also, I did not expect to see Viper and Cobra being so influential, even though I think they are cool.
#go #programming
It's interesting how you can instantly see packages that support hundreds, if not thousands, of others. I would have guessed that
testify is popular, but I wouldn't have guessed that it's the most popular. Also, I did not expect to see Viper and Cobra being so influential, even though I think they are cool.
#go #programming
Luís Sousa
The Shape of Go — Luís Sousa
Every public Go module and every declared dependency in a single graph: 2,638,112 modules and 9,443,537 edges.
A new issue of the CatOps Digest is here!
https://newsletter.catops.dev/p/catops-digest-2026-09-04
#digest #newsletter
https://newsletter.catops.dev/p/catops-digest-2026-09-04
#digest #newsletter
newsletter.catops.dev
CatOps Digest 2026-09-04
What was on CatOps in the last two weeks...
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Today, I’d like to remind you about the fundraiser a friend of mine is doing. The goal is to raise 70k UAH for a pickup truck for Zaporizhzhia direction.
You can donate on this Monobank jar:
https://send.monobank.ua/jar/8Mjotj4Uei
#donations #Ukraine
You can donate on this Monobank jar:
https://send.monobank.ua/jar/8Mjotj4Uei
#donations #Ukraine
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An interesting article on how to configure AI reviews for Terraform plans with GitHub Actions and AWS Bedrock.
I don’t necessarily like the style of this article, but the content is cool. Now, I need to check how to do something similar with Atlantis. I presume, I could just trigger a GHA on a comment.
P.S. This article was brought to you by weekly.tf. If you actively work with Terraform, you may find this newsletter helpful. So, make sure to subscribe!
#terraform #ai
I don’t necessarily like the style of this article, but the content is cool. Now, I need to check how to do something similar with Atlantis. I presume, I could just trigger a GHA on a comment.
P.S. This article was brought to you by weekly.tf. If you actively work with Terraform, you may find this newsletter helpful. So, make sure to subscribe!
#terraform #ai
Medium
I Built an AI Terraform Plan Reviewer and Hit Five Access Gates Getting There
Every Terraform PR I review goes the same way. I open the plan output, scroll past forty lines of ~tags and ~id noise, and try to spot the…
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I recall, back in the day, there was a popular interview question: "What would you not automate in your job?" I haven't heard it for a while, but with AI now, maybe it's still relevant. Perhaps it's even more relevant than back then.
What SREs Should Automate — and Never Automate — with AI is an article about that. I would argue that the point about security incidents contradicts a bit to what was said earlier: if AI can collect the data for a normal incident, why cannot it do the same for the security one? A human would still stay in charge of the remediation and the final decision.
#sre #ai
What SREs Should Automate — and Never Automate — with AI is an article about that. I would argue that the point about security incidents contradicts a bit to what was said earlier: if AI can collect the data for a normal incident, why cannot it do the same for the security one? A human would still stay in charge of the remediation and the final decision.
#sre #ai
Hackernoon
What SREs Should Automate — and Never Automate — with AI | HackerNoon
Automate based on impact and recoverability, not on whether the AI is technically capable of doing the task.
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I don’t remember, if I shared this book bundle with you, but it won’t hurt to share it again.
Think like a programmer by No Starch Press.
#books
Think like a programmer by No Starch Press.
#books
Humble Bundle
Humble Tech Book Bundle: Think Like a Programmer 2026 by No Starch Press
Think like a programmer and move like a programmer with a collection of learning courses from the experts at No Starch Press!
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Why Distributed Databases Fail at Coordination Boundaries is a neat article on the areas to pay attention to when working with any distributed system, really.
#db
#db
DZone
Why Distributed Databases Fail at Coordination Boundaries
Failures in distributed systems emerge at interfaces where independent components exchange timing, ownership, and state information.
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There will be no digest today because I haven't posted much this week.
So, instead here is an article from Anthropic on how to deal with the strain that AI development and reviews put on CI. This is a real problem in the AI-driven SDLC, or so-called "software factories", but unlike code reviews and harnesses, it's not been talked about so much, unfortunately.
#cicd #ai
So, instead here is an article from Anthropic on how to deal with the strain that AI development and reviews put on CI. This is a real problem in the AI-driven SDLC, or so-called "software factories", but unlike code reviews and harnesses, it's not been talked about so much, unfortunately.
#cicd #ai
Claude
Agentic coding is straining CI. Here’s how we scaled test impact analysis at Anthropic | Claude by Anthropic
Our CI job volume increased 25x over 6 months. We patched our test selection service three times before finding a sustainable solution.
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A good friend of the channel raises funds for his new unit (a small air defense unit). They are raising funds for tools and materials for their positions.
You can donate to this Monobank jar:
https://send.monobank.ua/jar/4SB2PtGPzV
#donations #Ukraine
You can donate to this Monobank jar:
https://send.monobank.ua/jar/4SB2PtGPzV
#donations #Ukraine
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A bunch of practice exams on Humble Bundle, if you're into this type of thing.
This offer ends in less than 2 days, so make up your mind quickly.
#courses
This offer ends in less than 2 days, so make up your mind quickly.
#courses
Humble Bundle
Back to School Linux, Red Hat, Kubernetes and Cybersecurity Certification Bundle with Practice Exams
You know who stops cybercriminals? Cybersecurity Specialists! Learn Linux, Red Hat, Kubernetes, and elite cybersecurity techniques today!
Shopify wrote an article on them moving from React Native to the native code for their mobile apps. They were already ridiculed for this on Reddit for the lack of in-house knowledge of the native languages. However, I think this is a great precedent for AI. Apparently, if you know the end goal and you have enough of guardrails, you can do that. The argument that AI won't be able to debug something in the future is as applicable to humans as to AI.
At the same time, Shopify's CEO calls out that people are throwing "slop grenades" at each other. Yet, two things can be true at the same time. You can successfully use AI for major refactorings and throw "slop grenades" in the form of useless documents.
#ai #programming
At the same time, Shopify's CEO calls out that people are throwing "slop grenades" at each other. Yet, two things can be true at the same time. You can successfully use AI for major refactorings and throw "slop grenades" in the form of useless documents.
#ai #programming
Shopify
Native is now the future of mobile at Shopify (2026) - Shopify
Coding agents changed what it costs to build mobile apps twice. Here’s why Shopify is moving from React Native back to Swift and Kotlin.
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A new chapter of the CatOps Digest is here!
https://newsletter.catops.dev/p/catops-digest-2026-09-25
#digest #newsletter
https://newsletter.catops.dev/p/catops-digest-2026-09-25
#digest #newsletter
newsletter.catops.dev
CatOps Digest 2026-09-25
What was on CatOps in the last three weeks...
Here’s Datadog’s take on the increased load on CI. In this article they explain how their
#cicd
gitretriever service works, and how it decreases the times and compute resources it takes to run thousands of builds.#cicd
Datadog
20× the CI traffic without getting slower: How we rebuilt Git serving at Datadog | Datadog
Learn how Datadog built gitretriever to handle 20× more CI Git traffic while maintaining low latency and reducing backend CPU usage.
For today’s Donations Monday, I’d like to remind you about a fundraiser for a pickup truck for the Zaporizhzhia direction.
You can donate on this Monobank jar:
https://send.monobank.ua/jar/8Mjotj4Uei
#donations #Ukraine
You can donate on this Monobank jar:
https://send.monobank.ua/jar/8Mjotj4Uei
#donations #Ukraine
send.monobank.ua
Безпечний переказ коштів
Надсилайте безкоштовно та безпечно кошти
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A Cybersecurity books bundle by O’Reilly on Humble Bundle.
The bundle is fresh and is still active for 32 more days!
#books
The bundle is fresh and is still active for 32 more days!
#books
Humble Bundle
Humble Tech Book Bundle: Cybersecurity Month 2026 by O'Reilly
Save on the skills you need to protect your digital world with our newest Cybersecurity Bundle from the experts at O’Reilly.
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I traded my personal information for this report, so you don’t have to!
DataDog presents to you the State of AI Engineering
There are some not so surprising findings, but also some less obvious things.
#ai #report
DataDog presents to you the State of AI Engineering
There are some not so surprising findings, but also some less obvious things.
#ai #report
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A colleague of mine wrote an article about data migrations.
Handling data migrations without anyone noticing.
This one specifically is about a data migration that took several days and involved some external systems.
Hopefully, these learnings will help you to design similar migrations at your place!
#data #programming
Handling data migrations without anyone noticing.
This one specifically is about a data migration that took several days and involved some external systems.
Hopefully, these learnings will help you to design similar migrations at your place!
#data #programming
Medium
Handling data migrations without anyone noticing
Data migrations look trivial until they run on production data. Jobs time out without a clean way to resume, workers hit rows that nobody…
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I’m going on a vacation, which means that I likely won’t post at all or post something very occasionally for the next 2 weeks.
Here are 2 AI-related book bundles on Humble Bundle, so I don’t just leave an informational message here.
- AI in Production by Manning - only 4 days left.
- GenAI and Agentic AI by BPB - 20 days left.
See you in the end of October!
Here are 2 AI-related book bundles on Humble Bundle, so I don’t just leave an informational message here.
- AI in Production by Manning - only 4 days left.
- GenAI and Agentic AI by BPB - 20 days left.
See you in the end of October!
Humble Bundle
Humble Tech Book Bundle: AI in Production: Governance, Reliability, and Application by Manning
Master AI tools in production environments with confidence using professional‑grade lessons from our latest Manning learning bundle!
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While I’m still enjoying my vacation, this CVE is too interesting to pass by.
PwnEscape: Guest-to-Host KVM Escape (CVE-2026-99999).
First of all, it has a neat number, but it is also has 9.3 severity score.
This CVE describes how the IPv4 checksum check mechanism in Linux can be used to gain access to the host machine from a sandbox or a virtual machine.
The former article explains how this CVE was identified. And yes, it was found with help of AI, and apparently it dates back to the 2.x kernel versions. Modern kernels such as 6.x and 7.x are affected as well, although there are already security patches available.
Patch your stuff, especially if you’re providing resources for untrusted guests.
#security
PwnEscape: Guest-to-Host KVM Escape (CVE-2026-99999).
First of all, it has a neat number, but it is also has 9.3 severity score.
This CVE describes how the IPv4 checksum check mechanism in Linux can be used to gain access to the host machine from a sandbox or a virtual machine.
The former article explains how this CVE was identified. And yes, it was found with help of AI, and apparently it dates back to the 2.x kernel versions. Modern kernels such as 6.x and 7.x are affected as well, although there are already security patches available.
Patch your stuff, especially if you’re providing resources for untrusted guests.
#security
PWN.AI
PwnEscape: Guest-to-Host KVM Escape (CVE-2026-99999)
How a $1 million sandbox challenge led pwn to a Linux CHECKSUM_PARTIAL trust-boundary bug: a post-validation IPv4 header mutation, a 32-byte host-memory disclosure, and a reliable full host VM escape.
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CatOps
I’m still enjoying my vacation
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Are you sure that it is a vacation, and not just location/activity change? Why I still see you checking CVEs at vacation? Go outside, idk, read book not emails and reddit 😜
Btw, happy Friday, everyone!
Btw, happy Friday, everyone!
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