In the second article of his explainable AI series, Paul Larsen looks at what today’s XAI tools really deliver for different stakeholders—from users to regulators—and where they still fall short for trust, liability and high-risk decisions: https://mkdev.me/posts/explaining-ai-explainability-the-current-reality-for-businesses
mkdev.me
AI Explainability: Complexity, Trust & Business Impact
In the second article of his explainable AI series, Paul Larsen looks at what today’s XAI tools really deliver for different stakeholders—from users to regulators—and where they still fall short for trust, liability and high-risk decisions.
#mkdevWeeklyHighlight
Since April, Montana is the first U.S. state to enshrine ‘Right to Compute’ into law. Thanks, Governor Dutton! https://montananewsroom.com/montana-becomes-first-state-to-enshrine-right-to-compute-into-law/
Since April, Montana is the first U.S. state to enshrine ‘Right to Compute’ into law. Thanks, Governor Dutton! https://montananewsroom.com/montana-becomes-first-state-to-enshrine-right-to-compute-into-law/
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Are big conferences a good place to get hired? Check out the full discussion in episode 65 of DevOps Accents: https://mkdev.me/posts/how-tech-hiring-really-works-now-65
In this episode of DevOps Accents, Kirill previews for Leo his speech for DevOps Pro Europe 2026. He examines the rise of Kubernetes as a near-requirement in tech—for both organizations and professionals—and why its dominance has surprisingly little to do with scaling, microservices, or capacity concerns: https://mkdev.me/posts/is-kubernetes-an-engineering-choice-or-a-must-66
mkdev.me
Kubernetes: A Must or Choice? | DevOps Accents #66
In this episode of DevOps Accents, Kirill previews for Leo his speech for DevOps Pro Europe 2026. He examines the rise of Kubernetes as a near-requirement in tech—for both organizations and professionals—and why its dominance has surprisingly little to do…
In the 82nd dispatch Pablo talks about the IT industry of 2025 finally moving away from the hype cycle of 2024, the reality check for Cloud and other industry trends. Also inside: Signal’s post-quantum makeover, Pipelining in psql, Kubernetes Gateway API and more! https://mkdev.me/posts/the-post-hype-year-in-tech-82
mkdev.me
2025 Tech: Reality Over Hype in AI & Cloud | mkdev
In the 82nd dispatch Pablo talks about the IT industry of 2025 finally moving away from the hype cycle of 2024, the reality check for Cloud and other industry trends. Also inside: Signal’s post-quantum makeover, Pipelining in psql, Kubernetes Gateway API…
#mkdevWeeklyHighlight
This must be the first exciting none traditional Terraform state usage we saw in a couple of years: https://awsteele.com/blog/2025/10/26/querying-terraform-state-with-aws-athena.html
This must be the first exciting none traditional Terraform state usage we saw in a couple of years: https://awsteele.com/blog/2025/10/26/querying-terraform-state-with-aws-athena.html
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Learn THE SECRET of how to become a speaker at a conference. Only joking, it’s not that hard. Check out the full episode of DevOps Accents: https://mkdev.me/posts/is-kubernetes-an-engineering-choice-or-a-must-66
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Kubernetes is no longer a real technology choice but an industry default: nearly every engineer now knows it, companies overwhelmingly run containers on it, and this creates hiring problems for teams that don’t use it and job-search problems for professionals who avoided it: https://www.youtube.com/watch?v=5BQo9h00OUg
YouTube
Terraform Won. Kubernetes Won. Your Tech Choices Are Over.
Kubernetes is no longer a real technology choice but an industry default: nearly every engineer now knows it, companies overwhelmingly run containers on it, and this creates hiring problems for teams that don’t use it and job-search problems for professionals…
#mkdevWeeklyHighlight
A useful guide on how to see the data for what it is: https://one2n.io/blog/sre-math-every-engineer-should-know-a-practical-guide
A useful guide on how to see the data for what it is: https://one2n.io/blog/sre-math-every-engineer-should-know-a-practical-guide
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Is Kubernetes innovation slowing down, and what does that mean for the trade-offs between managed and self-hosted setups? Full conversation in DevOps Accents 66: https://mkdev.me/posts/is-kubernetes-an-engineering-choice-or-a-must-66
Nano Banana Pro might be the best image gen model right now — but the real trick is how Kirill wired it into Claude Skills. 100+ icon iterations, 4K control, self-critiquing generations, and sane context handling. $45 well spent. Read now: https://mkdev.me/posts/unlimited-image-generation-with-nano-banana-pro-and-custom-claude-code-skill
mkdev.me
Unlimited Image Generation: Nano Banana Pro & Claude Skill
Nano Banana Pro might be the best image gen model right now — but the real trick is how Kirill wired it into Claude Skills. 100+ icon iterations, 4K control, self-critiquing generations, and sane context handling. $45 well spent.
#mkdevWeeklyHighlight
A step by step walkthrough with all the commands of upgrading from PG 13 to PG 16. Worth bookmarking for the future: https://palark.com/blog/postgresql-upgrade-no-data-loss-downtime/
A step by step walkthrough with all the commands of upgrading from PG 13 to PG 16. Worth bookmarking for the future: https://palark.com/blog/postgresql-upgrade-no-data-loss-downtime/
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In the 83rd mkdev dispatch, Kirill talks about the recent CloudFare outage and what it means for the modern Internet. Also inside: Amazon API Gateway Portal, Husky’s query engine, zero downtime database migrations and more! https://mkdev.me/posts/the-internet-is-cloudflare-83
mkdev.me
How CloudFlare Shapes Modern Internet Connectivity | mkdev
In the 83rd mkdev dispatch, Kirill talks about the recent CloudFare outage and what it means for the modern Internet. Also inside: Amazon API Gateway Portal, Husky’s query engine, zero downtime database migrations and more!
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Listen to DevOps Accents 67 before you make any 2026 tech bets: DORA, outages, and the plot twist—RAM scarcity from GenAI. Kirill, Pablo & Leo cut through the agent hype, bubble chatter, and the quantum “harvest now, decrypt later” threat. 🎧 https://mkdev.me/posts/2025-year-in-review-67
mkdev.me
2025 in Review: AI Shifts, Quantum & Coding Trends
In this episode of DevOps Accents, Leo, Pablo and Kirill look back at their own predictions for 2025 they made in 2024 and compare it to what actually happened.
AI writes code fast—but without strong review it’s a liability. With the right boundaries, it’s a massive accelerator. In a new episode of DevOps Accents, we break down why AI-native teams are pulling ahead fast, while resistant ones are getting left behind: https://mkdev.me/posts/the-current-reality-of-ai-coding-assistants-68
mkdev.me
AI Coding Assistants: Hype vs. Reality | mkdev
AI writes code fast—but without strong review it’s a liability. With the right boundaries, it’s a massive accelerator. In a new episode of DevOps Accents, we break down why AI-native teams are pulling ahead fast, while resistant ones are getting left behind.
We don’t sell “packages”. We build what you actually need.
From design to production, we embed with your team and ship real systems — refined by experience across dozens of companies.
👉 https://mkdev.me/b/consulting
From design to production, we embed with your team and ship real systems — refined by experience across dozens of companies.
👉 https://mkdev.me/b/consulting
mkdev.me
mkdev consultancy for business
Our vast experience allows us to provide consultations in various areas of the IT industry. Our experts will develop a solution that meets the requirements of your business in the short and long term
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Kirill explains how much experience do you need for all the new AI coding tools to be really useful. Full discussion in episode 68 of DevOps Accents: https://mkdev.me/posts/the-current-reality-of-ai-coding-assistants-68
#mkdevWeeklyHighlight
We are not going to give you any spoilers, except that its going to be the most beautiful and fun thing you'll read about AI art today or ever: https://theoatmeal.com/comics/ai_art
We are not going to give you any spoilers, except that its going to be the most beautiful and fun thing you'll read about AI art today or ever: https://theoatmeal.com/comics/ai_art
Kubernetes scales fast.
Security gaps scale faster.
Misconfigurations, blind spots, and subtle risks can expose your apps and data if you’re not careful. We help teams secure Kubernetes properly — end to end.
👉 Let’s talk: https://mkdev.me/b/audits/kubernetes-security-audit
Security gaps scale faster.
Misconfigurations, blind spots, and subtle risks can expose your apps and data if you’re not careful. We help teams secure Kubernetes properly — end to end.
👉 Let’s talk: https://mkdev.me/b/audits/kubernetes-security-audit
mkdev.me
Kubernetes Security Audit | mkdev audits for business
Navigating the web of Kubernetes security demands a nuanced understanding and a meticulous eye for detail. That's where our expert team comes into play.
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We talk openly about what happens when you let AI code for you, from broken projects to massive productivity gains, and how tools are reshaping the role of developers. From architecture over languages to agentic coding and real-world failures, this episode cuts through the hype. Listen to the full DevOps Accents episode to hear the complete discussion!
https://www.youtube.com/watch?v=Yc-GlGSy8Yk
https://www.youtube.com/watch?v=Yc-GlGSy8Yk
YouTube
We Tried AI Coding Agents in Real Projects. Here’s What Actually Happened.
We talk openly about what happens when you let AI code for you — from broken projects to massive productivity gains — and how tools are reshaping the role of developers. From architecture over languages to agentic coding and real-world failures, this episode…