[{"channel_id":1145020158,"post_id":2966,"date":1787585916000,"forwards":"1","views":"255","text":"\u200b\u200b<\/a>Happy Independence Day of Ukraine! \ud83d\udc9b\ud83d\udc99

It always starts with small steps, but every step counts. So today, I'd like to get back to small fundraisers that also matter!

Here, a friend of mine is raising funds for a pickup track for the Zaporizhzhia direction.

You can find more info in this Instagram post<\/a> (in Ukrainian).

You can donate to this Monobank jar:
https:\/\/send.monobank.ua\/jar\/8Mjotj4Uei<\/a>

#donations #Ukraine","text_length":424,"media":{"root":"\/00c\/lgsAAP6eP0QAAAAAyZ5frhKjJW4.-g9rG0K1bFAm_4HqWqx7SgQ.AGqMdGkN8COul1Brn2w3PISOC999","photo":{"thumbs":{"m":{"w":189,"h":320,"hash":"0aroEQp4vz0AJkmPczaK-A&ts=1787642122"},"x":{"w":473,"h":800,"hash":"ZKyZToEDry93eV3ZEvnr1A&ts=1787642122"},"y":{"w":757,"h":1280,"hash":"L-_x9Kw_OC3wY2czAClyOw&ts=1787642122"},"i":{"bytes":"AoABg|CF7XDEYbgntTPsx\/ut+VbtxIYoiw69BVSNt6lxIxPryKaQrmelqxYDa2CfSituF\/MiyevQ0UmNajpEDrjuORUBWUqUKgg981Oyg8lFb600ov8Azzj55\/zxQmFh0aCOPaKKRFAORGg9x\/8AqooERz\/aNw8r7uPao\/8AS8e\/4UUVJopabEkH2jcfN+7j2ooopkt3Z\/\/Z"}}}}},{"channel_id":1145020158,"post_id":2965,"date":1787398508000,"views":"1","text":"A new issue of the CatOps Digest is here!

https:\/\/newsletter.catops.dev\/p\/catops-digest-2026-08-22<\/a>

#newsletter #digest","text_length":120,"media":{"root":"\/002\/lQsAAP6eP0QAAAAA9x34gWC9wwg","webpage":{"url":"https:\/\/newsletter.catops.dev\/p\/catops-digest-2026-08-22","type":"photo","title":"CatOps Digest 2026-08-22","site_name":"newsletter.catops.dev","display_url":"newsletter.catops.dev\/p\/catops-digest-2026-08-22","description":"The last summer digest of this year...","author":"Yura Rochniak","thumbs":{"m":{"w":320,"h":160,"hash":"S7tkkXQSTqmRtopdqMBhfQ&ts=1787642122"},"x":{"w":800,"h":400,"hash":"5AnCf94WwJuOb-ZY_g6JOA&ts=1787642122"},"y":{"w":1280,"h":640,"hash":"XM6qy2JWjrHjTPd9PSxpiA&ts=1787642122"},"w":{"w":1600,"h":800,"hash":"Oq_IHSq4EUwD8UcbczHAVQ&ts=1787642122"},"i":{"bytes":"AUACg|DGpaKUUhiYopxpDQA2iiimIWhCQwoopDJ5+FHvVc0UUo7AxR0NFFFUI\/\/Z"}}}}},{"channel_id":1145020158,"post_id":2964,"date":1787233335000,"forwards":"1","views":"290","text":"\u200b<\/a>University of Colorado published an article about a study of 7700 employees that shows that Remote workers report the highest well-being<\/a>.

The study simply analyzed the self-reported data without any judgments on why exactly this is the case, but one of the authors points out that:
The study did not explore why remote workers reported higher well-being, but Johnson points to a growing body of research on autonomy and flexibility.

One explanation is that remote workers have greater control over their work setup and daily schedule, she said.

"If you have control over your environment, you tend to have more positive outcomes," she said.

Working from home can also eliminate many everyday stressors.

"Spending a lot of time in traffic is negatively related to well-being," Johnson said. "There are so many little stressors associated with being in the office."

Those stressors can include arranging child care, hiring help for pets or managing the logistics of getting to and from work, she said.

Johnson said the study points to a broader lesson for employers navigating return-to-office debates. Rather than focusing only on where employees work, organizations may get better results by investing in employee well-being.<\/blockquote>I know that this has nothing to do with the immediate topic of systems \/ platform \/ reliability engineering, but I still find this article amusing, since we all are doing our jobs in one way or another: in an office or remotely.

Now, you also have a study to point to, if anyone brings up the topic of the remote work and well-being. However, it's important to keep in mind that the employee well-being is not necessary the metric that is being optimized when the RTO directives are issued.

#culture","text_length":1738,"media":{"root":"\/00e\/lAsAAP6eP0QAAAAAG5Y1JyKMaF8","photo":{"thumbs":{"m":{"w":290,"h":320,"hash":"WXLpXb8NlVhw8iVZRUVZYw&ts=1787642122"},"x":{"w":724,"h":800,"hash":"wAkR3u-Bb1v1cid6qortOA&ts=1787642122"},"y":{"w":1159,"h":1280,"hash":"brS4NtgjFpSQc7Z_myIViw&ts=1787642122"},"i":{"bytes":"AoACQ|COHSxLCknm43DONv8A9en\/ANkD\/nt\/45\/9erdp\/wAecWP7oqXJzjg1NwM\/+xx\/z2\/8c\/8Ar0f2MP8Anv8A+Of\/AF60Mn1pN\/8AtCjUZhXkH2Wby9+7jOcY\/rRUuqHN16\/KKKoRYtS7QL0AAxn1p7rInzAgj1FNtCDbLjtwasKMow9RQFhqyfKPWgnI6Y96pGd\/4WwPak8+b++aLkkV7nz\/AF4oqOd2aTJOTj0oouMt2kkccOGcAk5qS4ul8kpEwJYcnI4oooKM4MR3qSOQAjf0oopNAMkYM5KkgdqKKKBH\/9k="}}}}},{"channel_id":1145020158,"post_id":2963,"date":1787129956000,"forwards":"5","views":"323","text":"A postmortem for the recent GitHub incident<\/a>. Regarding the cause:
The immediate cause of the failure was network saturation on load balancers in Central US due to a new peak in traffic. Originally this was caused by an Istio sidecar pod reaching its concurrency limits and failing to auto scale correctly because of a misconfigured policy that watched host service but not sidecar limits. One failure cascaded to more and eventually four HAProxy nodes exhausted their flow limits, degrading the gateway auth path and causing widespread authentication latency and failures. The problem was worsened by optimistic retry logic which overloaded internal load balancers. Pausing HAProxy on those nodes simultaneously produced immediate broad recovery.<\/pre>#postmortem #github","text_length":769,"media":{"root":"\/003\/kwsAAP6eP0QAAAAATCYcikZk5Lw","webpage":{"url":"https:\/\/www.githubstatus.com\/incidents\/zkxwbgr0cnmx","type":"article","title":"Incident with GitHub.com","site_name":"Githubstatus","display_url":"githubstatus.com\/incidents\/zkxwbgr0cnmx","description":"GitHub's Status Page - Incident with GitHub.com.","thumbs":{"m":{"w":120,"h":120,"hash":"_4TlDGuuK2s82hIKPokURQ&ts=1787642122"},"i":{"bytes":"AoACg|DTubiO2iMkh47Duaw59TuZidrmND0C\/wCNJqdwZ7xgDlEO1R\/OtaKxgltIhJCAwUZPQ5xQBg+fLnPmvn\/eNWYNTuYSNzmRB1Df41r\/ANl2f\/PH\/wAeP+NNlsYIrSURwgsVOD1OcUAT21xHcxCSM8dx3FFYWmXBgvFBOEc7WH8qKAIIj\/pSGT++N2frXVVz15bBNQZGbYjncrHpz\/8AXq3b6hLA4trmNmcHAI6n0oA1qKO1Y97qpIeKJCjdCW6igDNlP+kuY\/7524+tFTadAZ7xBj5VO5vwooA3Lu1S7i2NwR91vSqKC+hnijkjWRAwUSBc4H+fWiigDWrAksLi4vJdsZCmQ\/M3A60UUAa9papaRbF5J+83rRRRQB\/\/2Q=="}}}}},{"channel_id":1145020158,"post_id":2962,"date":1787055850000,"forwards":"6","views":"476","text":"The Hidden Cost of Postgres Constraints at Scale<\/a> is a description of a bottleneck foreign keys can create in a write-heavy PostgreSQL table. It also has recommendations of what you can do to overcome that.

Now, I would say, it's a corner case for many people. The author works in a company that develops their own time series solution based on Postgres, so for them, it makes sense.

For the vast majority of people, I would argue, it makes more sense to offload the integrity checks to the database, rather than trying to implement those in-house. Of course, it may be different for you, but no one knows your system better than you do.

#db #postgres","text_length":653,"media":{"root":"\/013\/kgsAAP6eP0QAAAAAqh51azR-Nhw","webpage":{"url":"https:\/\/hackernoon.com\/lang\/en\/the-hidden-cost-of-postgres-constraints-at-scale","type":"photo","title":"The Hidden Cost of Postgres Constraints at Scale","site_name":"Hackernoon","display_url":"hackernoon.com\/lang\/en\/the-hidden-cost-of-postgres-constraints-at-scale","description":"Learn why PostgreSQL FOREIGN KEY and UNIQUE constraints become bottlenecks at high ingest rates\u2014and four proven ways to reduce write latency safely.","thumbs":{"m":{"w":320,"h":166,"hash":"5Z1vjUIRaCljkO9v3Q-CIQ&ts=1787642122"},"x":{"w":800,"h":414,"hash":"FYLB1gQ451fOOU4Q9eHKgw&ts=1787642122"},"y":{"w":892,"h":462,"hash":"R1PJQBvu4TBYccZFG1SO4Q&ts=1787642122"},"i":{"bytes":"AVACg|DPEQ\/P60ohDYpwPt7dKdFu3jHH4UARTQGPkcr3PpUNaMkS4kYr\/B97P+fSqGR6H86AEKsBkqQPXFFX7mWNoHCuCT0596KAKnm8Ebe1KZiANoAoooAiY7mJPfnikoopgFFFFAH\/2Q=="}}}}},{"channel_id":1145020158,"post_id":2961,"date":1786777201000,"forwards":"5","views":"242","text":"Last Sunday we discussed that we all learn anew, how to deal with agentic SDLC.

Here's a great interview<\/a> with a principal engineer at Adyen and a former Amazonian Heitor Lessa on how he approaches this.

The interview is long and information-dense at times, but it's worth the time!

#ai #youtube","text_length":297,"media":{"root":"\/001\/kQsAAP6eP0QAAAAAQ9lutMHThco","webpage":{"url":"https:\/\/youtu.be\/SXg08HPpKr8","type":"video","title":"AWS Veteran: How The New Software Development Life Cycle Works","site_name":"YouTube","display_url":"youtube.com\/watch?v=SXg08HPpKr8","description":"\"I need to stop using Opus. This doesn't work.\" That was Heitor Lessa's conclusion after a refactor cost him 200 million tokens, and it forced him to rebuild the entire agent workflow now available for 1400 engineers. Heitor spent 11 years at AWS, built Lambda Powertools to 230 billion API calls a week, and in this episode he walks through the full SDLC workflow on screen, from discovery to merge check.\n\nIn this episode, we cover:\n- The product loop: discovery, whiteboarding, and the \/roadmap command\n- Spec-driven development with Open Spec and why vanilla setups fail\n- Three model tiers: SOTA for planning, mid-tier for implementation, cheap models for reviews\n- Merge checks with adversarial reviewers and attestations that catch agents fabricating test results\n- The \/retro command: using the Socratic method to make your workflow more deterministic\n\nIf you're an engineer figuring out how to work with agents at team scale without losing trust in your codebase, this is the workflow to steal. This is also the first Beyond Coding episode with visuals on screen, so let me know what you think of the format.\n\nTimestamps:  \n00:00:00 - The Math Doesn't Add Up  \n00:00:43 - Amazon Hypergrowth: 11 Years, 8 Different Roles  \n00:03:29 - Learning From the Trenches as a Technical Account Manager  \n00:08:38 - Developer Identity and the Birth of Lambda Powertools  \n00:10:20 - The Hard Parts of Working in Public  \n00:13:12 - How Powertools Hit 230 Billion API Calls a Week  \n00:16:42 - Career Advice: Learn Adjacent Roles, Not More Tech  \n00:19:37 - When Leadership Decisions Don't Make Sense to You  \n00:23:21 - The Product Loop Starts With Discovery  \n00:25:22 - From Whiteboard to \/roadmap  \n00:27:37 - Why Humans Plan First and Agents Come Second  \n00:30:33 - Commands vs Skills Across 32 Different Models  \n00:33:38 - Adversarial Reviewers on Every Plan  \n00:36:07 - The Socratic Method, Explained  \n00:40:29 - Why He Only Takes Paper Notes  \n00:44:43 - The Five-Line Paper Trick for High-Stakes Meetings  \n00:48:18 - \/new-work: Capturing Scope Creep Without Derailing  \n00:54:03 - The Dev Loop Begins: Open Spec Explore  \n00:56:34 - Three Model Tiers: SOTA, Mid, Cheap  \n00:57:43 - The $5,000\/Month Per Engineer Question  \n00:58:57 - Guardrails vs Autonomy for 1,400 Engineers  \n01:04:22 - Auto-Sizer: Does This Task Even Need a Spec?  \n01:07:26 - Decision Fatigue and Why Frameworks Win  \n01:09:10 - The Plan Phase: Specs, Design, Formal Verification  \n01:13:07 - The Refactor That Cost 200 Million Tokens  \n01:15:11 - When Agents Forge Evidence They Ran Your Tests  \n01:17:27 - Local-First Architecture Explained  \n01:23:04 - The Apply Phase: Fully Autonomous Loops  \n01:24:30 - Coding Was Never the Bottleneck  \n01:26:39 - Why This Workflow Is an Investment  \n01:27:39 - Decision Logs and the \/onboarding Command  \n01:29:06 - Running Agents Locally With Enterprise Governance  \n01:32:42 - Hooks: Making Quality Gates Deterministic  \n01:36:02 - Merge Checks: 15 Adversarial Reviewers Per Change  \n01:38:30 - \/retro: Interviewing Yourself to Improve the Loop  \n01:43:12 - Trust, Loss of Trust, and Recovery With Agents  \n01:48:02 - Experience, Scars, and Critical Thinking  \n01:49:32 - Why Right Now Is the Time to Experiment  \n01:52:04 - Conviction Comes From Being in the Loop\n\n#softwareengineering #aiagents #aws\n\nConnect with Patrick Akil:\nhttps:\/\/www.linkedin.com\/in\/patrick-akil\nhttps:\/\/twitter.com\/PatrickAkil_","thumbs":{"m":{"w":320,"h":180,"hash":"57qri9e9KnEcOhzG5Y8Glg&ts=1787642122"},"x":{"w":800,"h":450,"hash":"XOtOkTXcSnonF_yQL9L54A&ts=1787642122"},"y":{"w":1280,"h":720,"hash":"Lia_ddRGIPT3WhzY6kzJWQ&ts=1787642122"},"i":{"bytes":"AXACg|B11FZtEVXy1x0I61kIgMihjgZwSO1astyDEZFUEdx6VBDPEYgmwlyQThc+vv70i7J9SP7NHnCyYw2OR61DInlTOuc4xV5WhYAiCTHP8GabJNHEwBjZQVOfl68cfzpXY+WPcRLMGJSZfnYZCiirCXWY0b5TkAADrRQSVJCUfzQBk8ketRByG8xAFJHHtRRTNJJXFN5MwY5XJG0nHY9qZK7SbN7AlRtGB2oopmJct7mJIFV+GT260UUUh3P\/2Q=="}},"embed":{"url":"https:\/\/www.youtube.com\/embed\/SXg08HPpKr8","type":"iframe","w":1280,"h":720}}}},{"channel_id":1145020158,"post_id":2960,"date":1786705994000,"forwards":"15","views":"563","text":"Argo For Kubernetes: From Argo CD to Workflows and Image Updater | A complete Guide<\/a> is a nice article about building a complete CD workflow with Argo products in a home lab.

I would still not call it a "complete guide", because it's only scoped for local development, but it's a nice entry point, if you want to learn more about Argo on a home server, or create a small PoC.

#cicd #kubernetes #argo","text_length":400,"media":{"root":"\/00e\/kAsAAP6eP0QAAAAAG5Y1JyKMaF8","webpage":{"url":"https:\/\/thethoughtprocess.xyz\/en\/series\/home-server\/argo-gitops-for-kubernetes-argo-cd-workflows-image-updater","type":"photo","title":"Argo For Kubernetes: From Argo CD to Workflows and Image Updater | A complete Guide","site_name":"The Thought Process","display_url":"thethoughtprocess.xyz\/en\/series\/home-server\/argo-gitops-for-kubernetes-argo-cd-workflows-image-updater","description":"Learn how to build a fully native, end-to-end Argo Ecosystem on Kubernetes. This step-by-step guide covers setting up Argo CD, Argo Workflows, and Argo Image Updater.","author":"Judicael Poumay","thumbs":{"m":{"w":320,"h":160,"hash":"GuWymFl4wlqHP4PN_w9QPw&ts=1787642122"},"x":{"w":800,"h":400,"hash":"q-uycIyNvwY6ErGkAhXVLQ&ts=1787642122"},"y":{"w":854,"h":427,"hash":"O-kDW9ZOl4orBt7C4TI3Sg&ts=1787642122"},"i":{"bytes":"AUACg|DPj8vaN\/WnYhx2P49ajQAqc9e1KgXBzjpxVCFBUdUB\/wCBUqbGlGflSkjC556UJtEnzDIpiHHYASrk88DFFIAhVyWwR0GOtFUBBmlzRRUDCnCiimIKKKKYH\/\/Z"}}}}},{"channel_id":1145020158,"post_id":2959,"date":1786618894000,"forwards":"1","views":"294","text":"An article that asks an important question: what happens when you are given a vibe-coded project by a manager and how to deal with it<\/a>?

This article is partially behind a paywall, but the question is important nevertheless. Moreover, I feel like in the platform field it's even more visible, since you are handed not only projects by your managers, but also vibe-coded projects by developers.

Here, two things become important. First, "partial work has no value", and the second is that a handover is a handover - it doesn't matter who or what created the code, all the existing production-readiness checks should be there.

#ai #culture","text_length":638,"media":{"root":"\/002\/jwsAAP6eP0QAAAAA9x34gWC9wwg","webpage":{"url":"https:\/\/open.substack.com\/pub\/blog4ems\/p\/what-happens-when-your-pm-learns-to-vibe-code?r=10ywg9","type":"photo","title":"What happens when your PM learns to vibe code","site_name":"Blog4Ems","display_url":"blog4ems.com\/p\/what-happens-when-your-pm-learns-to-vibe-code","description":"\u201cCan the team just productionise this?\u201d","author":"Stephane Moreau","thumbs":{"m":{"w":320,"h":160,"hash":"a2ojQIZrK659M0l4eNAL8A&ts=1787642122"},"x":{"w":800,"h":400,"hash":"kYBTHCeVDa3RX74a9ATBeQ&ts=1787642122"},"y":{"w":1280,"h":640,"hash":"DNsY6_soxzUkOD5FPCk0-g&ts=1787642122"},"w":{"w":1600,"h":800,"hash":"F3hsmZIPGUsVf158nBjTRg&ts=1787642122"},"i":{"bytes":"AUACg|CyzyBiBHkeuaiCScfIR2+\/+tT+YKaZcH2qRkTRuc\/K\/P8At9KTy5OMoT7FqlWQZpRINx5oAcC+7BQAeuaKPMFFAFHe3rSF2x1oopgLvb1pAxyfeiigQoc80UUUDP\/Z"}}}}},{"channel_id":1145020158,"post_id":2958,"date":1786526466000,"forwards":"4","views":"483","text":"Two bundles in one post.

- Hands-on DevOps bundle<\/a> - these are courses, so if you buy them, make sure to claim them before 2027-09-01!
- Software Engineering books<\/a> by Manning. Just check if you have those already, because some of these books were parts of other bundles.

#books","text_length":278,"media":{"root":"\/012\/jgsAAP6eP0QAAAAAN-GDyeNYZcY","webpage":{"url":"https:\/\/www.humblebundle.com\/software\/handson-devops-bundle-software","type":"photo","title":"The Hands-On DevOps Bundle","site_name":"Humble Bundle","display_url":"humblebundle.com\/software\/handson-devops-bundle-software","description":"Take a hands-on approach to DevOps with our latest software bundle with Packt. Plus, a portion of your purchase helps save whales and dolphins!","thumbs":{"m":{"w":320,"h":168,"hash":"I4tEmjZaFHzsooYn8JFpIw&ts=1787642122"},"x":{"w":800,"h":419,"hash":"7-0bssKG7J62187i264P2Q&ts=1787642122"},"y":{"w":978,"h":512,"hash":"yIY2S8bpvPw2FtVS5OWGpw&ts=1787642122"},"i":{"bytes":"AVACg|DNBp4GRmlW4dQAAvAx0p4uT0xjnPSmRYaFHzYIGP1pyROJU8tvmIzkHpTvtLZPIx9KQRjcxDn5RkkUtig8mVwNpJ3NwPX3opYhOsiYJUgblz6UUxPQh+0NnovQdqQuZGG7H4UUVJcpOw0jHSpNuN\/J4H9KKKZD2EiLYZgxBXA\/OiiihjZ\/\/9k="}}}}},{"channel_id":1145020158,"post_id":2957,"date":1786273501000,"views":"136","text":"We are live now (in Ukrainian)! You can join by the YouTube link below.

YouTube link<\/a>","text_length":85,"media":{"root":"\/001\/jQsAAP6eP0QAAAAAQ9lutMHThco","webpage":{"url":"https:\/\/www.youtube.com\/watch?v=HREncxgyGzs","type":"video","title":"\ud83c\udf99 DOU Live: AI. \u0414\u0435\u0433\u0440\u0430\u0434\u0430\u0446\u0456\u044f \u043d\u0430\u0432\u0438\u0447\u043e\u043a. \u041a\u0456\u043d\u0435\u0446\u044c Junior DevOps?","site_name":"YouTube","display_url":"youtube.com\/watch?v=HREncxgyGzs","description":"\u0429\u0435 \u043a\u0456\u043b\u044c\u043a\u0430 \u0440\u043e\u043a\u0456\u0432 \u0442\u043e\u043c\u0443 \u0448\u043b\u044f\u0445 \u0443 DevOps \u0431\u0443\u0432 \u0431\u0456\u043b\u044c\u0448-\u043c\u0435\u043d\u0448 \u0437\u0440\u043e\u0437\u0443\u043c\u0456\u043b\u0438\u043c. \u0410\u043b\u0435 \u0441\u044c\u043e\u0433\u043e\u0434\u043d\u0456 AI \u0434\u0435\u0434\u0430\u043b\u0456 \u0430\u043a\u0442\u0438\u0432\u043d\u0456\u0448\u0435 \u0431\u0435\u0440\u0435 \u043d\u0430 \u0441\u0435\u0431\u0435 \u0440\u0443\u0442\u0438\u043d\u043d\u0456 \u0437\u0430\u0432\u0434\u0430\u043d\u043d\u044f, \u0432\u0438\u043c\u043e\u0433\u0438 \u0434\u043e \u043f\u043e\u0447\u0430\u0442\u043a\u0456\u0432\u0446\u0456\u0432 \u0437\u0440\u043e\u0441\u0442\u0430\u044e\u0442\u044c, \u0430 \u043c\u0430\u0439\u0431\u0443\u0442\u043d\u0454 Junior DevOps \u0432\u0438\u043a\u043b\u0438\u043a\u0430\u0454 \u0434\u0435\u0434\u0430\u043b\u0456 \u0431\u0456\u043b\u044c\u0448\u0435 \u0437\u0430\u043f\u0438\u0442\u0430\u043d\u044c.\n\n\u0427\u0438 \u0441\u043f\u0440\u0430\u0432\u0434\u0456 \u0440\u0438\u043d\u043e\u043a Junior DevOps \u043f\u043e\u0441\u0442\u0443\u043f\u043e\u0432\u043e \u0437\u043d\u0438\u043a\u0430\u0454? \u0427\u0438 \u0432\u043f\u043b\u0438\u0432\u0430\u0454 AI \u043d\u0430 \u0434\u0435\u0433\u0440\u0430\u0434\u0430\u0446\u0456\u044e \u0456\u043d\u0436\u0435\u043d\u0435\u0440\u043d\u0438\u0445 \u0442\u0430 \u043a\u043e\u0433\u043d\u0456\u0442\u0438\u0432\u043d\u0438\u0445 \u043d\u0430\u0432\u0438\u0447\u043e\u043a? \u042f\u043a\u0456 \u0437\u043d\u0430\u043d\u043d\u044f \u0437\u0430\u043b\u0438\u0448\u0430\u0442\u0438\u043c\u0443\u0442\u044c\u0441\u044f \u043a\u043b\u044e\u0447\u043e\u0432\u0438\u043c\u0438 \u0434\u043b\u044f DevOps-\u0444\u0430\u0445\u0456\u0432\u0446\u0456\u0432 \u0443 \u043d\u0430\u0439\u0431\u043b\u0438\u0436\u0447\u0456 \u0440\u043e\u043a\u0438?\n\n\u041f\u0440\u043e \u0446\u0435 \u043f\u043e\u0433\u043e\u0432\u043e\u0440\u0438\u043b\u0438 9 \u0441\u0435\u0440\u043f\u043d\u044f \u0443 \u043d\u043e\u0432\u043e\u043c\u0443 \u0432\u0438\u043f\u0443\u0441\u043a\u0443 DOU Live.\n\n\u0414\u043e \u0435\u0442\u0435\u0440\u0443 \u0434\u043e\u043b\u0443\u0447\u0438\u043b\u0438\u0441\u044f:\n\ud83d\udd39 \u0410\u0440\u0442\u0435\u043c \u0413\u0440\u0435\u0447\u0430\u043d\u0438\u0447\u0435\u043d\u043a\u043e \u2014 Founder & Mentor \u0443 DevOps01, Team Lead SRE \u0443 Temabit: https:\/\/www.linkedin.com\/in\/artem-hre...\n\ud83d\udd39 \u042e\u0440\u0456\u0439 \u0420\u043e\u0447\u043d\u044f\u043a \u2014 CatOps Engineer: https:\/\/www.linkedin.com\/in\/yrochnyak\/\n\ud83d\udd39 \u041c\u0438\u043a\u043e\u043b\u0430 \u0410\u0432\u0440\u0430\u043c\u0443\u043a \u2014 AIOps Engineer: https:\/\/www.linkedin.com\/in\/avramukk\/\n\ud83d\udd39 \u0414\u0435\u043d\u0438\u0441 \u0412\u0430\u0441\u0438\u043b\u044c\u0454\u0432 \u2014 Principal Site Reliability Engineer, IC @ AI Engineering \u0443 GfK \u2014 An NIQ Company: https:\/\/www.linkedin.com\/in\/denys-vas...\n\ud83d\udd39 \u0412\u0441\u0435\u0432\u043e\u043b\u043e\u0434 \u041f\u043e\u043b\u044f\u043a\u043e\u0432 \u2014 Head of Engineering \u0443 Let's Enhance: https:\/\/www.linkedin.com\/in\/ctrlok\/\n\n\u042f\u043a\u0449\u043e \u043f\u0440\u043e\u043f\u0443\u0441\u0442\u0438\u043b\u0438 \u0442\u0440\u0430\u043d\u0441\u043b\u044f\u0446\u0456\u044e \u2014 \u0434\u0438\u0432\u0456\u0442\u044c\u0441\u044f \u0437\u0430\u043f\u0438\u0441 \u0435\u0442\u0435\u0440\u0443 \u0442\u0430 \u0434\u0456\u043b\u0456\u0442\u044c\u0441\u044f \u0432\u0440\u0430\u0436\u0435\u043d\u043d\u044f\u043c\u0438 \u0439 \u0434\u0443\u043c\u043a\u0430\u043c\u0438 \u0443 \u043a\u043e\u043c\u0435\u043d\u0442\u0430\u0440\u044f\u0445! \u0406 \u043d\u0435 \u0437\u0430\u0431\u0443\u0434\u044c\u0442\u0435 \u043f\u0456\u0434\u043f\u0438\u0441\u0430\u0442\u0438\u0441\u044f \u043d\u0430 \u043a\u0430\u043d\u0430\u043b, \u0430\u0431\u0438 \u043d\u0435 \u043f\u0440\u043e\u043f\u0443\u0441\u0442\u0438\u0442\u0438 \u043c\u0430\u0439\u0431\u0443\u0442\u043d\u0456 \u043b\u0430\u0439\u0432\u0438.","thumbs":{"m":{"w":320,"h":180,"hash":"6xQSHIxdzcbZ0jLKN000uw&ts=1787642122"},"x":{"w":800,"h":450,"hash":"BWwcSNTFOh68oEErOvj1dg&ts=1787642122"},"y":{"w":1280,"h":720,"hash":"sYK_Mx0vNDJ-GmaLbeNi0g&ts=1787642122"},"i":{"bytes":"AXACg|DPjjiZQWPbpuA5pwjg9SP+BCmxpuhdt5G3t60Km+JiWOV6CrEOEUGOSc\/7w\/wqJ1UOQvK1KYB9mEueScYo8tRCH3ck4xQirEZEeDtVvbJoqV40VAVbJxzRTVirFcEc8nJpQ+BjPNFFIzHmdim0scU3eMdTRRQMUyKQBk8DFFFFBR\/\/2Q=="}},"embed":{"url":"https:\/\/www.youtube.com\/embed\/HREncxgyGzs","type":"iframe","w":1280,"h":720}}}},{"channel_id":1145020158,"post_id":2956,"date":1786106164000,"forwards":"2","views":"164","text":"A new issue of the CatOps digest is live!

https:\/\/newsletter.catops.dev\/p\/catops-digest-2026-08-07<\/a>

#digest #newsletter","text_length":120,"media":{"root":"\/001\/jAsAAP6eP0QAAAAAQ9lutMHThco","webpage":{"url":"https:\/\/newsletter.catops.dev\/p\/catops-digest-2026-08-07","type":"photo","title":"CatOps Digest 2026-08-07","site_name":"newsletter.catops.dev","display_url":"newsletter.catops.dev\/p\/catops-digest-2026-08-07","description":"A new issue of my irregular newsletter...","author":"Yura Rochniak","thumbs":{"m":{"w":320,"h":160,"hash":"QgrI1oPfmdkYy-Fxqa8Szg&ts=1787642122"},"x":{"w":800,"h":400,"hash":"MLn6FoMwvfSML66NjAo8XA&ts=1787642122"},"y":{"w":1280,"h":640,"hash":"UrBjftA3D7OK-6GM_C6wpQ&ts=1787642122"},"w":{"w":1600,"h":800,"hash":"SOET0PD0t-BJcollMi1zxQ&ts=1787642122"},"i":{"bytes":"AUACg|ChmMKTg5\/3RQWjB6H\/AL5FMPl+QCPv5o+TysY+bNVcLDt8Xof++BUbkFsrUpjUW4bHz96RdnlHI+bPFFxjAx9vyFFSjy\/KHy8+tFPQpFfA25o\/h60UUiB2SV6mk\/hoooAUH5CPSiiigZ\/\/2Q=="}}}}},{"channel_id":1145020158,"post_id":2955,"date":1786031550000,"forwards":"4","views":"277","text":"If you have nothing to do this Sunday and you understand Ukrainian, join us for a live discussion about AI in the DevOps-ish field at 11:00 UTC (14:00 Kyiv \/ 13:00 Berlin).

YouTube link<\/a>","text_length":186,"media":{"root":"\/00d\/iwsAAP6eP0QAAAAAkS1WnFrihPA","webpage":{"url":"https:\/\/www.youtube.com\/watch?v=HREncxgyGzs","type":"video","title":"\ud83c\udf99 DOU Live: AI. \u0414\u0435\u0433\u0440\u0430\u0434\u0430\u0446\u0456\u044f \u043d\u0430\u0432\u0438\u0447\u043e\u043a. \u041a\u0456\u043d\u0435\u0446\u044c Junior DevOps?","site_name":"YouTube","display_url":"youtube.com\/watch?v=HREncxgyGzs","description":"\u0429\u0435 \u043a\u0456\u043b\u044c\u043a\u0430 \u0440\u043e\u043a\u0456\u0432 \u0442\u043e\u043c\u0443 \u0448\u043b\u044f\u0445 \u0443 DevOps \u0431\u0443\u0432 \u0431\u0456\u043b\u044c\u0448-\u043c\u0435\u043d\u0448 \u0437\u0440\u043e\u0437\u0443\u043c\u0456\u043b\u0438\u043c. \u0410\u043b\u0435 \u0441\u044c\u043e\u0433\u043e\u0434\u043d\u0456 \u0436 AI \u0434\u0435\u0434\u0430\u043b\u0456 \u0430\u043a\u0442\u0438\u0432\u043d\u0456\u0448\u0435 \u0431\u0435\u0440\u0435 \u043d\u0430 \u0441\u0435\u0431\u0435 \u0440\u0443\u0442\u0438\u043d\u043d\u0456 \u0437\u0430\u0432\u0434\u0430\u043d\u043d\u044f, \u0432\u0438\u043c\u043e\u0433\u0438 \u0434\u043e \u043f\u043e\u0447\u0430\u0442\u043a\u0456\u0432\u0446\u0456\u0432 \u0437\u0440\u043e\u0441\u0442\u0430\u044e\u0442\u044c, \u0430 \u043c\u0430\u0439\u0431\u0443\u0442\u043d\u0454 Junior DevOps \u0432\u0438\u043a\u043b\u0438\u043a\u0430\u0454 \u0434\u0435\u0434\u0430\u043b\u0456 \u0431\u0456\u043b\u044c\u0448\u0435 \u0437\u0430\u043f\u0438\u0442\u0430\u043d\u044c.\n\n\u0427\u0438 \u0441\u043f\u0440\u0430\u0432\u0434\u0456 \u0440\u0438\u043d\u043e\u043a Junior DevOps \u043f\u043e\u0441\u0442\u0443\u043f\u043e\u0432\u043e \u0437\u043d\u0438\u043a\u0430\u0454? \u0427\u0438 \u0432\u043f\u043b\u0438\u0432\u0430\u0454 AI \u043d\u0430 \u0434\u0435\u0433\u0440\u0430\u0434\u0430\u0446\u0456\u044e \u0456\u043d\u0436\u0435\u043d\u0435\u0440\u043d\u0438\u0445 \u0442\u0430 \u043a\u043e\u0433\u043d\u0456\u0442\u0438\u0432\u043d\u0438\u0445 \u043d\u0430\u0432\u0438\u0447\u043e\u043a? \u042f\u043a\u0456 \u0437\u043d\u0430\u043d\u043d\u044f \u0437\u0430\u043b\u0438\u0448\u0430\u0442\u0438\u043c\u0443\u0442\u044c\u0441\u044f \u043a\u043b\u044e\u0447\u043e\u0432\u0438\u043c\u0438 \u0434\u043b\u044f DevOps-\u0444\u0430\u0445\u0456\u0432\u0446\u0456\u0432 \u0443 \u043d\u0430\u0439\u0431\u043b\u0438\u0436\u0447\u0456 \u0440\u043e\u043a\u0438?\n\n\u041f\u0440\u043e \u0446\u0435 \u043f\u043e\u0433\u043e\u0432\u043e\u0440\u0438\u043c\u043e 9 \u0441\u0435\u0440\u043f\u043d\u044f \u043e 14:00 \u0443 \u043d\u043e\u0432\u043e\u043c\u0443 \u0432\u0438\u043f\u0443\u0441\u043a\u0443 DOU Live.\n\n\u0421\u043f\u0456\u043a\u0435\u0440\u0430\u043c\u0438 \u0432\u0438\u0441\u0442\u0443\u043f\u043b\u044f\u0442\u044c:\n\ud83d\udd39 \u0410\u0440\u0442\u0435\u043c \u0413\u0440\u0435\u0447\u0430\u043d\u0438\u0447\u0435\u043d\u043a\u043e \u2014 Founder & Mentor \u0443 DevOps01, Team Lead SRE \u0443 Temabit: https:\/\/www.linkedin.com\/in\/artem-hrechanychenko-9221aa66\/\n\ud83d\udd39 \u042e\u0440\u0456\u0439 \u0420\u043e\u0447\u043d\u044f\u043a \u2014 CatOps Engineer: https:\/\/www.linkedin.com\/in\/yrochnyak\/\n\ud83d\udd39 \u041c\u0438\u043a\u043e\u043b\u0430 \u0410\u0432\u0440\u0430\u043c\u0443\u043a \u2014 AIOps Engineer: https:\/\/www.linkedin.com\/in\/avramukk\/\n\ud83d\udd39 \u0414\u0435\u043d\u0438\u0441 \u0412\u0430\u0441\u0438\u043b\u044c\u0454\u0432 \u2014 Principal Site Reliability Engineer, IC @ AI Engineering \u0443 GfK \u2014 An NIQ Company: https:\/\/www.linkedin.com\/in\/denys-vasyliev\/\n\ud83d\udd39 \u0412\u0441\u0435\u0432\u043e\u043b\u043e\u0434 \u041f\u043e\u043b\u044f\u043a\u043e\u0432 \u2014 Head of Engineering \u0443 Let's Enhance: https:\/\/www.linkedin.com\/in\/ctrlok\/\n\n\u041f\u0456\u0434\u043f\u0438\u0441\u0443\u0439\u0442\u0435\u0441\u044f \u043d\u0430 DOU Events, \u0442\u0438\u0441\u043d\u0456\u0442\u044c \u00ab\u041d\u0430\u0433\u0430\u0434\u0430\u0442\u0438\u00bb, \u0430\u0431\u0438 \u0442\u043e\u0447\u043d\u043e \u043d\u0435 \u043f\u0440\u043e\u043f\u0443\u0441\u0442\u0438\u0442\u0438 \u0441\u0442\u0430\u0440\u0442 \u0435\u0444\u0456\u0440\u0443, \u0442\u0430 \u0433\u043e\u0442\u0443\u0439\u0442\u0435 \u0441\u0432\u043e\u0457 \u043f\u0438\u0442\u0430\u043d\u043d\u044f \u0434\u043e \u0441\u043f\u0456\u043a\u0435\u0440\u0456\u0432!\n\n\u0414\u043e \u0437\u0443\u0441\u0442\u0440\u0456\u0447\u0456! \ud83d\udc4b","thumbs":{"m":{"w":320,"h":180,"hash":"1s3zygD62dmTEb6wJ3MnIA&ts=1787642122"},"x":{"w":800,"h":450,"hash":"wlcJuRcr1oF1-PJB0lQjWQ&ts=1787642122"},"y":{"w":1280,"h":720,"hash":"DRgKAfyDNtjz8NhyJGFZSw&ts=1787642122"},"i":{"bytes":"AXACg|DPjjiZQWPbpuA5pwjg9SP+BCmxpuhdt5G3t60Km+JiWOV6CrEOEUGOSc\/7w\/wqJ1UOQvK1KYB9mEueScYo8tRCH3ck4xQirEZEeDtVvbJoqV40VAVbJxzRTVirFcEc8nJpQ+BjPNFFIzHmdim0scU3eMdTRRQMUyKQBk8DFFFFBR\/\/2Q=="}},"embed":{"url":"https:\/\/www.youtube.com\/embed\/HREncxgyGzs","type":"iframe","w":1280,"h":720}}}},{"channel_id":1145020158,"post_id":2954,"date":1785927001000,"forwards":"12","views":"363","text":"An interesting article<\/a> that explains how Karpenter works.

It does have flaws, though. Apart from useless footnotes, it doesn\u2019t elaborate on how did they address the behavior, only some abstract suggestions, some of which kinda contradict what Karpenter actually is.

Spoiler: their fix is a separate node pool. You can learn it from this thread on Reddit<\/a>.

Otherwise, it\u2019s a good article and a good thread.

#kubernetes #aws #karpenter","text_length":436,"media":{"root":"\/012\/igsAAP6eP0QAAAAAN-GDyeNYZcY","webpage":{"url":"https:\/\/blog.appliedcomputing.io\/p\/karpenters-consolidation-behaviour-5a6","type":"photo","title":"Karpenter's consolidation behaviour is counter-intuitive","site_name":"blog.appliedcomputing.io","display_url":"blog.appliedcomputing.io\/p\/karpenters-consolidation-behaviour-5a6","description":"OK, this story starts off with a colleague messaging me at 9am on a Tuesday morning: \u201cHey, drmorr, Karpenter is behaving a little bit strangely in this cluster, could you take a quick look?\u201d","author":"drmorr","thumbs":{"m":{"w":320,"h":160,"hash":"4HERYZkc79u2REpjUqYF8g&ts=1787642122"},"x":{"w":800,"h":400,"hash":"jd8RCejkzp6CcAtoA60b1Q&ts=1787642122"},"y":{"w":1280,"h":640,"hash":"EQDQreAKlWZkFdmf9nIrXg&ts=1787642122"},"w":{"w":1600,"h":800,"hash":"xi0Ug51LU1OnTiVT6t-pRQ&ts=1787642122"},"i":{"bytes":"AUACg|C\/RTPMFHmCgB9HemeYKQyigCSimeaKKAKG4+tG4560UUAG8+tBc460UUAKGPNFFFAH\/9k="}}}}},{"channel_id":1145020158,"post_id":2953,"date":1785833059000,"forwards":"7","views":"355","text":"An article from Anthropic on the AI agents evaluation strategies<\/a>, basically test strategies for AI agents.

It's an interesting read, even if you do not create your own agents. There are also some interesting points in the difference of evaluating a coding agent vs a communication agent (customer support, etc.), as well as examples of the metrics you can use for that.

Besides, you can use the ideas from this article not only for the agents, but also for skills, if you develop any.

#ai #testing","text_length":500,"media":{"root":"\/00e\/iQsAAP6eP0QAAAAAG5Y1JyKMaF8","webpage":{"url":"https:\/\/www.anthropic.com\/engineering\/demystifying-evals-for-ai-agents","type":"photo","title":"Demystifying evals for AI agents","site_name":"Anthropic","display_url":"anthropic.com\/engineering\/demystifying-evals-for-ai-agents","thumbs":{"m":{"w":320,"h":168,"hash":"oxH6eOgFqC6LPk4jRouP-w&ts=1787642122"},"x":{"w":800,"h":420,"hash":"OSq3vImOCvUJ0sKqZg01fw&ts=1787642122"},"y":{"w":1280,"h":672,"hash":"pVX6yrtSdPSgKfE_-Ng-dA&ts=1787642122"},"w":{"w":2400,"h":1260,"hash":"1D6D4a5hSlgWtLoTxhUFTQ&ts=1787642122"},"i":{"bytes":"AVACg|DWpHbapPpS0yZtsRJ7Y\/nSAqPqSpctCY2JUjkHPXH+NWoJRNEJACoOeD161XeRc5+Yn\/69WIDmIH1yf1oAkooooAKKKKACiiigAooooA\/\/2Q=="}}}}},{"channel_id":1145020158,"post_id":2952,"date":1785761246000,"views":"70","text":"\u200b\u200b<\/a>For today's Donations Monday, I'd like to remind you about a big fundraiser by DOU for the 2nd separate corps of the National Guard of Ukraine \u00ab\u0425\u0430\u0440\u0442\u0456\u044f\u00bb.

The goal of this fundraiser is to buy heavy bomber drones "Vampire" for the Kupiansk direction.

Monobank jar: https:\/\/send.monobank.ua\/jar\/26mrQPQ3PZ<\/a>

#donations #Ukraine","text_length":327,"media":{"root":"\/013\/iAsAAP6eP0QAAAAAqh51azR-Nhw","photo":{"thumbs":{"m":{"w":195,"h":320,"hash":"v0InfsjWPY5koTr3Zu4gJQ&ts=1787642122"},"x":{"w":487,"h":800,"hash":"dPs2GKH2CNdb1HMr32jcfg&ts=1787642122"},"y":{"w":779,"h":1280,"hash":"TZ6_cKjMuK03dNOosRkUZQ&ts=1787642122"},"i":{"bytes":"AoABg|CB7YBivPBPUU37Mfet24k8qIsOvQVWXzGG7zGDdfamlpcV+hmLbZYDnk+lFbkT+ZFk9elFIYsqCRMEVCBKF2eVxjH3qmKgknYevY0eWv8Acb8\/\/r00xWCKPy4tvU96KAg4+Rh+P\/16KQyOeSVGASPcMdaj82fH+qH5UUVNzRWsSQSSsxDxhRjrRRRVImW5\/9k="}}}}}]