[{"channel_id":1145020158,"post_id":2937,"date":1783614728000,"views":"99","text":"Some book bundles on Humble Bundle:<br><br>- <a target=\"_blank\" rel=\"noreferrer nofollow\" href=\"https:\/\/www.humblebundle.com\/books\/ai-foundations-and-applications-manning-books\">AI usage and practices<\/a><br>- <a target=\"_blank\" rel=\"noreferrer nofollow\" href=\"https:\/\/www.humblebundle.com\/books\/linux-all-things-oreilly-books\">Linux things<\/a><br><br>Just remember to always check, if you have the books already, because these bundles repeat from time to time.<br><br>#books","text_length":195,"media":{"root":"\/006\/eQsAAP6eP0QAAAAAWD5qmGHbras","webpage":{"url":"https:\/\/www.humblebundle.com\/books\/ai-foundations-and-applications-manning-books","type":"photo","title":"Humble Tech Book Bundle: AI Foundations and Applications by Manning","site_name":"Humble Bundle","display_url":"humblebundle.com\/books\/ai-foundations-and-applications-manning-books","description":"We\u2019ve teamed up with Manning publications to assemble an all-star eBook collection to get you running in AI & app development today!","thumbs":{"m":{"w":320,"h":180,"hash":"cCEPs6LjM8n66EA5C53jRg&ts=1783724014"},"x":{"w":800,"h":450,"hash":"a7M8qkPma4KkiEUIw-wicQ&ts=1783724014"},"y":{"w":910,"h":512,"hash":"tLND6wlAEFQJ8nMGa259-w&ts=1783724014"},"i":{"bytes":"AXACg|DOxQykHBx+BzT0kCrjn9KXzxx1\/T\/CpNLkmng\/aAQQMZ6jPY1aFoLi4cGTGAMYX2HvVawcm7GO\/rWhHmOSWWNlK8DPYcD3polmWfuDkfSirUVqsluZCxGDzge9FAin5kf\/ADy\/WomOScDFFFNIbbsSWzlJgwwSOee9XIHMsrjKxgDnavsKKKCRUZ1gng38At264z\/hRRRQM\/\/Z"}}}}},{"channel_id":1145020158,"post_id":2936,"date":1783506788000,"forwards":"1","views":"348","text":"Yesterday Flux turned 10 years old! \ud83c\udf89<br><br><a target=\"_blank\" rel=\"noreferrer nofollow\" href=\"https:\/\/fluxcd.io\/blog\/2026\/07\/flux-turns-10\">In this article<\/a> they reflect on this journey and recall some pivotal moments from the past. Plus, highlight what are they doing now.<br><br>P.S. Do not forget to update your CV \ud83d\ude01<br><br>#kubernetes #gitops #flux","text_length":240,"media":{"root":"\/002\/eAsAAP6eP0QAAAAA9x34gWC9wwg","webpage":{"url":"https:\/\/fluxcd.io\/blog\/2026\/07\/flux-turns-10","type":"photo","title":"Flux turns 10!","site_name":"fluxcd.io","display_url":"fluxcd.io\/blog\/2026\/07\/flux-turns-10","description":"Our beloved project is 10 today. Let's look back on how we got here","thumbs":{"m":{"w":320,"h":180,"hash":"VGl6K1oBhb31qm9YB3_RoQ&ts=1783724014"},"x":{"w":800,"h":450,"hash":"f03XQpoF-qlIR3PYIwEEHg&ts=1783724014"},"y":{"w":1280,"h":720,"hash":"gpnv3f217gM532LeMf3s0w&ts=1783724014"},"w":{"w":2240,"h":1260,"hash":"X5TzsgUZ5VnieeagTKmRJQ&ts=1783724014"},"i":{"bytes":"AXACg|DWxgE4z7CmxOZAcoVx61JjikRNo6k\/WmIieYr\/AAjrjrT5HSPBY4zTRE3XKDv9zvT5Ilkxu7UMa8wOGAI6EZopcYGAOKKEAA1GIlVy4d+TnGeKKKBCCADP7yTpj71O8sbs7m65xniiigB5NFFFAH\/\/2Q=="}}}}},{"channel_id":1145020158,"post_id":2935,"date":1783447378000,"forwards":"2","views":"378","text":"<a target=\"_blank\" rel=\"noreferrer nofollow\" href=\"https:\/\/blog.cloudflare.com\/hyper-bug\">A post from Cloudflare<\/a> about a low-level race condition they tracked down and fixed in the Rust Hyper library.<br><br>I like reading such detective stories. Also, I recall times, when people would regularly ask about<code> strace <\/code>on the interviews. I am not sure if this is still the case. At least, I wasn\u2019t asked about<code> strace <\/code>for a long time.<br><br>#programming #postmortem","text_length":358,"media":{"root":"\/011\/dwsAAP6eP0QAAAAA_UQL8AgElt8","webpage":{"url":"https:\/\/blog.cloudflare.com\/hyper-bug","type":"photo","title":"How we found a bug in the hyper HTTP library","site_name":"The Cloudflare Blog","display_url":"blog.cloudflare.com\/hyper-bug","description":"By rearchitecting the Images binding, we accidentally uncovered a bug that existed in the open-source hyper library across multiple major versions.","thumbs":{"m":{"w":320,"h":168,"hash":"auuR_E4U5K9biWjIXDlQtA&ts=1783724014"},"x":{"w":800,"h":419,"hash":"9uoLtY7QwyzhDzrqjJ62Hw&ts=1783724014"},"y":{"w":1200,"h":628,"hash":"rZSyBDJxoXxXXX-TC7gseg&ts=1783724014"},"i":{"bytes":"AVACg|DM7fdpKlQpsGSM+\/8A+qmyMp4A\/GrAaFJ6CneW23dxikQjPNWJGR4kGzBHeqSQFWinScMcjmipAm+y\/wC3+lH2X\/b\/AEoorO7NeVC\/ZP8Ab\/Sj7H\/t\/pRRRzMVkONoT1k\/Siiip5mFkf\/Z"}}}}},{"channel_id":1145020158,"post_id":2934,"date":1783427884000,"forwards":"6","views":"283","text":"Finally, easy AWS EKS rollbacks to previous K8s version!<br><br>Now you can trust EKS upgrade even to your AI agent (please don&#039;t)<br><br><a target=\"_blank\" rel=\"noreferrer nofollow\" href=\"https:\/\/aws.amazon.com\/blogs\/aws\/upgrade-amazon-eks-clusters-with-confidence-using-kubernetes-version-rollbacks\/\">https:\/\/aws.amazon.com\/blogs\/aws\/upgrade-amazon-eks-clusters-with-confidence-using-kubernetes-version-rollbacks\/<\/a><br><br>#kubernetes #eks #aws","text_length":261,"media":{"root":"\/006\/dgsAAP6eP0QAAAAAWD5qmGHbras","webpage":{"url":"https:\/\/aws.amazon.com\/blogs\/aws\/upgrade-amazon-eks-clusters-with-confidence-using-kubernetes-version-rollbacks","type":"photo","title":"Upgrade Amazon EKS clusters with confidence using Kubernetes version rollbacks | Amazon Web Services","site_name":"Amazon","display_url":"aws.amazon.com\/blogs\/aws\/upgrade-amazon-eks-clusters-with-confidence-using-kubernetes-version-rollbacks","description":"Learn how Kubernetes version rollbacks for Amazon EKS let you reverse cluster upgrades within seven days. This new feature provides a safety net for upgrade failures\u2014no cluster rebuilds required\u2014turning Kubernetes version upgrades into a reversible, low-risk operation.","thumbs":{"m":{"w":320,"h":158,"hash":"8G6i2uij-hSan7NvNH0etw&ts=1783724014"},"x":{"w":800,"h":395,"hash":"vGgWiRBh6VZ8MYZ-hLMAhA&ts=1783724014"},"y":{"w":1077,"h":532,"hash":"3T2vvp-CkdyDNLWpYJQhbw&ts=1783724014"},"i":{"bytes":"AUACg|DRaNyxwzc9Du4FTduaruX3Ei3ZvcOBSNv5\/wBHY\/8AbQVIyzSNnadpwe1ReZIoAEJ6f3hTRJIzcxkD1yKaHa5LETsw\/XPeim0UPUOUTyI2GSDySfvHrmhrePr8x4xyxoopCG+WuQOeOM7j\/ntSiFCf4v8Avo0UUyx4hRG3gHdnPU\/570UUUiD\/2Q=="}}}}},{"channel_id":1145020158,"post_id":2933,"date":1782993592000,"forwards":"3","views":"234","text":"<a target=\"_blank\" rel=\"noreferrer nofollow\" href=\"https:\/\/malisper.me\/the-four-horsemen-behind-thousands-of-postgres-outages\">The four horsemen behind thousands of Postgres outages<\/a> is a self-promotion article, but it can teach you some things about Postgres, so I allow it.<br><br>A few corrections, though. Postgres does have a <code>pg_hint_plan<\/code> extension that allows you to modify the plan yourself. However, if you need to use that, there may be something odd with your queries in the first place.<br><br>The second thing is JSON. Postgres works with it and a lot of people use JSON fields, but this database was not created for JSON in the first place. So, if you need to work mostly with JSON, you would probably be better with another storage, or you could deserialize JSON fields into columns and work with data as usual.<br><br>#databases","text_length":697,"media":{"root":null,"webpage":{"url":"https:\/\/malisper.me\/the-four-horsemen-behind-thousands-of-postgres-outages","type":"article","title":"The four horsemen behind thousands of Postgres outages - malisper.me","site_name":"malisper.me","display_url":"malisper.me\/the-four-horsemen-behind-thousands-of-postgres-outages","description":"Postgres is great, but there are some very common problems that people have that can pretty easily lead to outages with Postgres. These aren\u2019t just theoretical issues. From talking to a lot of startups, these are the things that actually cause outages in production, especially on teams that don\u2019t have a dedicated database person. These [\u2026]","author":"malisper"}}},{"channel_id":1145020158,"post_id":2932,"date":1782932905000,"forwards":"11","views":"434","text":"Term \u201cgateway\u201d is super-widespread in the Kubernetes world. One of the recent additions is, of course, the AI Gateway. But what is that? Obviously, a reverse proxy, but what else?<br><br><a target=\"_blank\" rel=\"noreferrer nofollow\" href=\"https:\/\/prokube.ai\/en\/blog\/ai-gateway-api-gateway-gateway-api\">This article<\/a> aims to answer this question. The most important part here is that it doesn\u2019t try to tell you what gateway is the best, but rather outlines subtle differences between the flavors. So, you could choose responsibly, if you need such a gateway.<br><br>#ai #kubernetes","text_length":452,"media":{"root":"\/003\/dAsAAP6eP0QAAAAATCYcikZk5Lw","webpage":{"url":"https:\/\/prokube.ai\/en\/blog\/ai-gateway-api-gateway-gateway-api","type":"photo","title":"AI Gateway, API Gateway, Gateway API, and friends: A technical overview - prokube","site_name":"prokube.ai","display_url":"prokube.ai\/en\/blog\/ai-gateway-api-gateway-gateway-api","description":"Why \"gateway\" in cloud native and AI now means almost anything, and how to avoid losing the plot completely.","thumbs":{"m":{"w":320,"h":180,"hash":"roaD6rP5s54Byda3lq92fg&ts=1783724014"},"x":{"w":800,"h":450,"hash":"ra7FAtO2oIiNLi2_Ci75fQ&ts=1783724014"},"y":{"w":1280,"h":720,"hash":"0-OJIBC-VnpIdsspR69fUw&ts=1783724014"},"w":{"w":1600,"h":900,"hash":"mRovv6noqqJRgqsYgJnlvA&ts=1783724014"},"i":{"bytes":"AXACg|DVZmBAx19OaPMGOTj6ilJAcfQ1FK5BHllPfLYpgSGQDGWHPPSk356c\/QUzdOoG4R\/madCznPmbQR0wetAEgJNFA++1FAAVUnJA4pNg7AD8KKKAF20Y9cflRRQAoAHSiiigD\/\/Z"}}}}},{"channel_id":1145020158,"post_id":2931,"date":1782730008000,"views":"285","text":"<a target=\"_blank\" rel=\"noreferrer nofollow\" href=\"http:\/\/telegraph.controller.bot\/files\/380457111\/AgACAgIAAxkBAAKKS2pCTP_kkjq5orqae_z4KWBv6O1xAAL5HGsbC0EZSh5y0kQm1tHIAQADAgADeQADPAQ\">\u200b\u200b<\/a>A big fundraiser from DOU for the 2nd separate corps of the National Guard of Ukraine \u00ab\u0425\u0430\u0440\u0442\u0456\u044f\u00bb is still ongoing.<br><br>The goal of this fundraiser is to buy heavy bomber drones &quot;Vampire&quot; for the Kupiansk direction.<br><br>Monobank jar: <a target=\"_blank\" rel=\"noreferrer nofollow\" href=\"https:\/\/send.monobank.ua\/jar\/26mrQPQ3PZ\">https:\/\/send.monobank.ua\/jar\/26mrQPQ3PZ<\/a><br><br>#donations #Ukraine","text_length":287,"media":{"root":"\/001\/cwsAAP6eP0QAAAAAQ9lutMHThco","photo":{"thumbs":{"m":{"w":254,"h":320,"hash":"2YStkcXMXGfl0wWpV2oKlA&ts=1783724014"},"x":{"w":634,"h":800,"hash":"Dx-MueQRkRNgUCDOMfGSLA&ts=1783724014"},"y":{"w":1014,"h":1280,"hash":"VaiNqcN-SRzhfj9tZ8nMlA&ts=1783724014"},"i":{"bytes":"AoACA|DLyNuMU2gDJxV+1gTzFUgHPrTSuJuxQpR0PA6Vr3GnKRheCATknmsgjBIPUUACnDA+hratYTHKHfYQB\/eHFYgGTipVEkZ+VlH\/AAMUJ20Brqbs21rfZE4z1Iz1rnnbc5Pqc1K4lc\/O6n\/gYqE8GgCZWgFuVZGMueD7f5zTcx+n6f8A16KKQyM9fSiiigD\/2Q=="}}}}},{"channel_id":1145020158,"post_id":2930,"date":1782389383000,"forwards":"17","views":"618","text":"Save a list of <a target=\"_blank\" rel=\"noreferrer nofollow\" href=\"https:\/\/www.reddit.com\/r\/kubernetes\/comments\/1sznr8l\/kubernetes_default_limits_i_keep_forgetting\">Kubernetes defaults in one place<\/a>, so you don&#039;t forget, and don&#039;t need to find them every time.<br><br>#kubernetes","text_length":122,"media":{"root":"\/001\/cgsAAP6eP0QAAAAAQ9lutMHThco","webpage":{"url":"https:\/\/www.reddit.com\/r\/kubernetes\/comments\/1sznr8l\/kubernetes_default_limits_i_keep_forgetting","type":"photo","title":"From the kubernetes community on Reddit","site_name":"Reddit","display_url":"reddit.com\/r\/kubernetes\/comments\/1sznr8l\/kubernetes_default_limits_i_keep_forgetting","description":"Explore this post and more from the kubernetes community","thumbs":{"m":{"w":320,"h":320,"hash":"mzyrq1URly7bFFIY7BdHng&ts=1783724014"},"x":{"w":800,"h":800,"hash":"KY0TowVVv09aXM47pQiLPg&ts=1783724014"},"y":{"w":1120,"h":1120,"hash":"NbExL1iDVBRTrIl5HLDetA&ts=1783724014"},"i":{"bytes":"AoACg|DT3lZGBkQDsCacJF6mVCPb\/wDXQ2dx5bHt\/wDqoBIHQn6\/\/qoAXzY\/76\/nR5sf99fzo3f7NG7\/AGf0oACH8wEH5cciilDEnpRSARgM9F\/EUnHov5U5hk0YpgKCBxwKWmgetKOPWgBaKKKAE79KWiigAooooAKKKKAP\/9k="}}}}},{"channel_id":1145020158,"post_id":2929,"date":1782317681000,"forwards":"2","views":"407","text":"<a target=\"_blank\" rel=\"noreferrer nofollow\" href=\"http:\/\/telegraph.controller.bot\/files\/380457111\/AgACAgIAAxkBAAKKMWo8AmhgkVgmVJ2EiaIkQ4pXHFsuAAJuGWsb0bThSXkccHoHboX-AQADAgADeQADPAQ\">\u200b\u200b<\/a>An article about <a target=\"_blank\" rel=\"noreferrer nofollow\" href=\"https:\/\/tracewayapp.com\/blog\/system-design-of-a-symbolicator\">optimizing the symbolicator<\/a> - the part of the observability stack that translates stack traces of minified code into human-readable ones.<br><br>It\u2019s an interesting read about what a design optimization can achieve. In the discussion on Reddit, commentators rightfully pointed out that the drastic difference between this new symbolicator and the baseline is due to the approach that author uses, and that a C\/Rust version would still perform batter compared to the example in Go. Yet, this is kinda the point: by designing your application in a clever way, you can achieve better performance with \u201cslower\u201d technologies compared to brute-forcing the solution using \u201cfaster\u201d technologies.<br><br>#programming","text_length":714,"media":{"root":"\/012\/cQsAAP6eP0QAAAAAN-GDyeNYZcY","photo":{"thumbs":{"m":{"w":320,"h":104,"hash":"dq2hLhEPeBat1eACK2oTuA&ts=1783724014"},"x":{"w":800,"h":259,"hash":"bcLOmTt8-EmUO9BuUOZB6g&ts=1783724014"},"y":{"w":1280,"h":414,"hash":"XUbpvXpTjLpC9IUJcujjfw&ts=1783724014"},"i":{"bytes":"ANACg|DJPSj0oz8tGelMAo9KO5o70AHaijtRQB\/\/2Q=="}}}}},{"channel_id":1145020158,"post_id":2928,"date":1782203870000,"forwards":"2","views":"391","text":"<a target=\"_blank\" rel=\"noreferrer nofollow\" href=\"https:\/\/www.datadoghq.com\/blog\/detect-inefficient-index-scans-with-dbm\">Not all index scans are equal<\/a> is an article by Datadog, where they describe the idea of targeted DB indices and when to use those.<br><br>There is also some praise for their database monitoring tooling, but this is a vendor article after all.<br><br>The only thing is that they didn&#039;t mention that too many indices also comes with a price: you need to store and update them. So, always evaluate the performance for some period of time after adding indices.<br><br>#databases #observability","text_length":471,"media":{"root":"\/00b\/cAsAAP6eP0QAAAAAc4B--CjHYeY","webpage":{"url":"https:\/\/www.datadoghq.com\/blog\/detect-inefficient-index-scans-with-dbm","type":"photo","title":"Not all index scans are equal: How we cut query latency by over 99% | Datadog","site_name":"Datadog","display_url":"datadoghq.com\/blog\/detect-inefficient-index-scans-with-dbm","description":"Just because your query uses an index scan doesn\u2019t mean it\u2019s fast or performant. Learn how misaligned predicates and column order hurt index scan performance and how to detect this pattern using DBM.","author":"Nenad Noveljic, Bowen Chen","thumbs":{"m":{"w":320,"h":162,"hash":"nA3RTTSzAw0-UAw9rgjOkg&ts=1783724014"},"x":{"w":800,"h":406,"hash":"1rSlgu6-RVeqkgb8WqP3tg&ts=1783724014"},"y":{"w":1280,"h":650,"hash":"Mv2aWndyN_HU5S60xTSP5A&ts=1783724014"},"w":{"w":2560,"h":1300,"hash":"31kuWGY8JuriZuK86_sFSA&ts=1783724014"},"i":{"bytes":"AUACg|CdEGciRzjsTUwKr1H61E5SNcqceu6iJxKDhlbHoa4GpPU30JMqWz19qRwrNzwPeoyG8o7sI2Oo5xUUSSeYCZyw9NvWhRVnqMsNGpAAY\/8AASRRSeYgbBXJ+tFNN9HYVmVrKYzlw6rgegq0ESIjy1C564FFFVP4mhIWZiRg81GAAeKKKzZcdh4ADbgOf\/rUUUUrsR\/\/2Q=="}}}}},{"channel_id":1145020158,"post_id":2927,"date":1782121153000,"views":"273","text":"We continue supporting DOU with their fundraiser 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 &quot;Vampire&quot; for the Kupiansk direction.<br><br>Monobank jar: <a target=\"_blank\" rel=\"noreferrer nofollow\" href=\"https:\/\/send.monobank.ua\/jar\/26mrQPQ3PZ\">https:\/\/send.monobank.ua\/jar\/26mrQPQ3PZ<\/a><br><br>#donations #Ukraine","text_length":290,"media":{"root":"\/013\/bwsAAP6eP0QAAAAAqh51azR-Nhw","webpage":{"url":"https:\/\/send.monobank.ua\/jar\/26mrQPQ3PZ","type":"article","title":"\u0411\u0435\u0437\u043f\u0435\u0447\u043d\u0438\u0439 \u043f\u0435\u0440\u0435\u043a\u0430\u0437 \u043a\u043e\u0448\u0442\u0456\u0432","site_name":"send.monobank.ua","display_url":"send.monobank.ua\/jar\/26mrQPQ3PZ","description":"\u041d\u0430\u0434\u0441\u0438\u043b\u0430\u0439\u0442\u0435 \u0431\u0435\u0437\u043a\u043e\u0448\u0442\u043e\u0432\u043d\u043e \u0442\u0430 \u0431\u0435\u0437\u043f\u0435\u0447\u043d\u043e \u043a\u043e\u0448\u0442\u0438","thumbs":{"m":{"w":320,"h":168,"hash":"S8IaHz_DLEB8X020FLT44g&ts=1783724014"},"x":{"w":400,"h":210,"hash":"ciQoS2CC2jjZ1VRwrGFQ3w&ts=1783724014"},"i":{"bytes":"AVACg|DZooprMFGSaAI2d9zKoI9DipEJKAnr3qhdXRjlRAhO4ZbnGas2k4njJ2lSCflPagCxRRRQAUxo1YnOefeiigCtPp8Vy4dmcEDHBqa2tktk2pk+5NFFAE1FFFAH\/9k="}}}}},{"channel_id":1145020158,"post_id":2926,"date":1781871664000,"forwards":"3","views":"483","text":"So, that&#039;s for AI in the companies, but what about AI in the wild i.e. in open source?<br><br>We have cases like <code>curl<\/code>, that had to take down their bug bounty program due to the influx of slop bug reports. Yet, the industry adapts. <br><br>Here&#039;s <a target=\"_blank\" rel=\"noreferrer nofollow\" href=\"https:\/\/redmonk.com\/kholterhoff\/2026\/02\/26\/generative-ai-policy-landscape-in-open-source\">a study by Redmonk<\/a> on the stance of various foundations and standalone open source projects on AI, including their major concerns, and openness to AI-generated contributions.<br><br>#ai #open_source","text_length":426,"media":{"root":"\/003\/bgsAAP6eP0QAAAAATCYcikZk5Lw","webpage":{"url":"https:\/\/redmonk.com\/kholterhoff\/2026\/02\/26\/generative-ai-policy-landscape-in-open-source","type":"photo","title":"The Generative AI Policy Landscape in Open Source","site_name":"console.log()","display_url":"redmonk.com\/kholterhoff\/2026\/02\/26\/generative-ai-policy-landscape-in-open-source","description":"After publishing AI Slopageddon and the OSS Maintainers I wanted to move beyond anecdotes and get a clearer picture of how the open source community is actually responding to AI-generated contributions. The stories of maintainer burnout and \u201cAI slop\u201d flooding pull requests were compelling, but I still had lots of questions. How many projects have","thumbs":{"m":{"w":320,"h":156,"hash":"b54tgPWkzCxg3ekSwb1U-A&ts=1783724014"},"x":{"w":800,"h":391,"hash":"kh3q71fYXEwSZbd2Sla0-g&ts=1783724014"},"y":{"w":1280,"h":625,"hash":"gbYGeosa3d7YYtzAnvh9rQ&ts=1783724014"},"w":{"w":1844,"h":900,"hash":"pm3q4bsSyTPWTj26ej5SCA&ts=1783724014"},"i":{"bytes":"AUACg|DV8wc8NwcdDSiQHs3\/AHyaQxIWJ2qT9KVUC\/dCj6UAIJAez9P7po81fRv++TT\/AMRR+IoAQHPrRTqKAACjGKKKADA9OtGBnOOaKKACiiigD\/\/Z"}}}}},{"channel_id":1145020158,"post_id":2925,"date":1781781787000,"forwards":"2","views":"224","text":"Continuing with our AI week.<br><br><a target=\"_blank\" rel=\"noreferrer nofollow\" href=\"https:\/\/dzone.com\/articles\/ai-in-sre-whats-actually-coming-in-2026\">AI in SRE: What&#039;s Actually Coming in 2026<\/a> is telling a story of AI coming for help with incident response.<br><br>The article suggests trying an AI tool for real investigation or data collection for postmortems. To clarify this, in my experience, you don\u2019t need to have a dedicated tool, a general purpose AI agent with some harness (skills and scripts) would do. You should try it! AI does the job of data gathering incredibly well. Yet, the results are indeed not perfect.<br><br>Another good point in this article is data quality. AI results are as good as context you provide. I witnessed two prominent failure modes so far:<br><br>1. <b>Inference on incomplete data<\/b>: a person with limited access (typically a developer) asks their agent to investigate an alert. The agent comes to some conclusion. At the same time, a person with elevated access (typically a systems engineer) asks their agent to investigate the same alert and gets a different result, likely because some data is only available via <code>kubectl events<\/code>, etc. The fix for that is not to allow everyone to do everything, the fix is to revisit your observability pipelines and ensure that you ship all the relevant data, which is easier said than done.<br>2. <b>Agent that cries &quot;wolves&quot;<\/b>: if you have a pollutant in your logs, or simply an event that happens very often, agents like to correlate it with everything. If your clusters are elastic, an agent could blame node count fluctuations for every error. The problem here is that once node count fluctuation actually causes a problem, <i>you<\/i> will be the one to ignore this hint from an agent, because it suggests it every single time.<br><br>If you are ready to share more AI failure modes specifically related to SRE in Ukrainian, welcome to <a href=\"https:\/\/t.me\/catops_chat\" target=\"_blank\" rel=\"noreferrer nofollow\">our chat<\/a>.<br><br>#ai #sre","text_length":1773,"media":{"root":"\/00e\/bQsAAP6eP0QAAAAAG5Y1JyKMaF8","webpage":{"url":"https:\/\/dzone.com\/articles\/ai-in-sre-whats-actually-coming-in-2026","type":"photo","title":"AI in SRE: What's Actually Coming in 2026","site_name":"DZone","display_url":"dzone.com\/articles\/ai-in-sre-whats-actually-coming-in-2026","description":"A practical look at where AI genuinely helps SRE teams, and what \u201cAI-powered operations\u201d can realistically deliver in production.","author":"Ashly Joseph","thumbs":{"m":{"w":320,"h":200,"hash":"YkC8IJ1zSC6z6XdEFazlnQ&ts=1783724014"},"x":{"w":576,"h":360,"hash":"XE5p4Vp_my53CFUKFMHA6g&ts=1783724014"},"i":{"bytes":"AZACg|DONN70\/GaQjFbsyHxxFgGJwtSeSnv+dOjcMioOG6Yp2MHj1qLlWKskTIM9qKstghl42n0oouFhACcH5j9TTjCACR82Mn8BTLT\/AI+E\/wA9qnufur9H\/nTk7MSRBHHuI5HXG4dOlOTe3U8cHn8qmsv9Qn++f5VFZ\/fm\/D+dZtloZJ83QjBHJop959w\/739KKlNtFPQ\/\/9k="}}}}},{"channel_id":1145020158,"post_id":2924,"date":1781686116000,"forwards":"7","views":"349","text":"<a target=\"_blank\" rel=\"noreferrer nofollow\" href=\"http:\/\/telegraph.controller.bot\/files\/380457111\/AgACAgIAAxkBAAKJ42oyX10RB9fyHAcu9EfAlV1V38vHAAJeGGsbBoKRSX0GO0r7LB8oAQADAgADeQADPAQ\">\u200b\u200b<\/a><a target=\"_blank\" rel=\"noreferrer nofollow\" href=\"https:\/\/martinfowler.com\/articles\/harness-engineering.html\">Harness engineering for coding agent users<\/a> is a new guest article in Martin Fowler&#039;s blog that summarizes approaches to improve AI output and make it more manageable.<br><br>If you&#039;re actively using AI agents day-to-day, things described in this article won&#039;t be news to you, but it helps to structure one&#039;s thoughts.<br><br>#ai","text_length":318,"media":{"root":"\/003\/bAsAAP6eP0QAAAAATCYcikZk5Lw","photo":{"thumbs":{"m":{"w":320,"h":240,"hash":"EQvdt0r6p9YwoCiXkkyzAw&ts=1783724014"},"x":{"w":800,"h":601,"hash":"ENZ_DB_H6jBFXduiCyBydw&ts=1783724014"},"y":{"w":1280,"h":962,"hash":"_sAaGC-cuj56Zlr6l7i4rA&ts=1783724014"},"i":{"bytes":"AeACg|BfP1IMdsP\/AI7TvtOpbf8AUHP+7WmPvdD+VLznoPrTuBmi41DbzEc+m2kW41Ek7osDt8tanfpSNn0zRcDME+pbhmMEZ5wtFaYzj0oouADr0\/Gjv0\/GgdfalpAJ36fjSOenH606g4J6UANU9aKd2ooA\/9k="}}}}},{"channel_id":1145020158,"post_id":2923,"date":1781614889000,"forwards":"9","views":"784","text":"I will post AI-related articles this week, because why not?<br><br>The first one is from Charity Majors called <a target=\"_blank\" rel=\"noreferrer nofollow\" href=\"https:\/\/charitydotwtf.substack.com\/p\/ai-demands-more-engineering-discipline\">AI demands more engineering discipline. Not less<\/a>, in which she follows up on her another article.<br><br>This one is on technical aspects of moving to the disposable code. It also has a lot of links to other articles, which is also cool.<br><br>#ai","text_length":341,"media":{"root":"\/006\/awsAAP6eP0QAAAAAWD5qmGHbras","webpage":{"url":"https:\/\/charitydotwtf.substack.com\/p\/ai-demands-more-engineering-discipline","type":"photo","title":"AI demands more engineering discipline. Not less","site_name":"Substack","display_url":"charitydotwtf.substack.com\/p\/ai-demands-more-engineering-discipline","description":"If you lived through the shift from handcrafted server pets to immutable infrastructure, you should sense something oddly familiar about what's happening now.","thumbs":{"m":{"w":320,"h":160,"hash":"LHJgHkh33xoffcmR39atnA&ts=1783724014"},"x":{"w":800,"h":400,"hash":"PFv6lMmDnOi9DFXcsy6RIQ&ts=1783724014"},"y":{"w":1280,"h":640,"hash":"cQAxcULQYTAAnn_gvWzktg&ts=1783724014"},"w":{"w":1600,"h":800,"hash":"qt2NCiBeKWfti1WuYZESEA&ts=1783724014"},"i":{"bytes":"AUACg|Avb5o2MUYwR\/HVU3UjjabokH0TBqOZmLOWXOSelRRuoPzJuJPB3EYplNW2JlUAcSFTn7wU5qUXMkYCi6PHqlReaueU+XGMbzUbsrsAi7W9dxORSFZmpZ3omby2ILdj03fhRVGEpC6kH5s0UXL5LDHXErYJ5PrSLEpPeiimwWw91ATFR7QDwTRRSgS9x0KDzMnnHPNFFFNiP\/\/Z"}}}}}]