# kubernetes (blogs) — RSS Amplifier Recent posts from the 462 feeds in the RSS Amplifier directory that cover kubernetes. Page: Feed: --- ## [Part XII & Conclusion — What you can price and what you can’t](https://www.securesql.info/2026/09/01/beyond-verifiable-conclusion/) _2026-09-01 · John W8MEJ Menerick · John Menerick | Security Engineer_ Four of this season's tensions are not trade-offs. In each, the beneficial property and the security exposure are one property under two descriptions. You cannot engineer those away. You can only know, for each increment, what it simultaneously grants. ## [Part X — The assurance ledger](https://www.securesql.info/2026/08/29/beyond-verifiable-cryptoquality-goes-down/) _2026-08-29 · John W8MEJ Menerick · John Menerick | Security Engineer_ The practical security of a cryptographic primitive is not a theorem. It is a function of accumulated public expert-years of failed cryptanalysis. That makes it a quantity — and unlike a theorem, a quantity can go down. ## [Part IX — Long dwell](https://www.securesql.info/2026/08/28/beyond-verifiable-long-dwell-time/) _2026-08-28 · John W8MEJ Menerick · John Menerick | Security Engineer_ Your organization can correlate cause and effect over some interval. Past that interval, log rotation, platform migration, and staff turnover destroy the forensic state — and your own operational hygiene finishes the job the adversary started. ## [Part VIII — The explanation layer is the attack surface](https://www.securesql.info/2026/08/27/beyond-verifiable-chain-of-thought-rewritten-summary/) _2026-08-27 · John W8MEJ Menerick · John Menerick | Security Engineer_ Human oversight depends on a reviewer knowing when they do not understand. Fluent explanation produces the feeling of understanding. That control can be disabled silently, and the failure leaves a perfect paper trail indicating success. ## [Part VII — Your four controls are one control](https://www.securesql.info/2026/08/26/beyond-verifiable-four-controls-are-one/) _2026-08-26 · John W8MEJ Menerick · John Menerick | Security Engineer_ Nuclear safety engineering has been quantifying common-cause failure since the 1970s. If your classifier, judge, monitor and reviewer share a base model, that literature already has a number for what you actually have — and it is not four. ## [Continuity](https://perrotta.dev/2026/08/continuity/) _2026-08-25 · serendipity@perrotta.dev (Thiago Perrotta) · ¬ just serendipity 🍀_ ♠ A serendipitous discovery: macOS continuity . Picture this: I am using my corp Macbook Pro, whilst my personal Macbook Air happens to be close by. Both of their lids are open. In my corp Macbook, for some reason, I decided to move the mouse cursor to the edge of the laptop screen, using the trackpad. And then, just like magic, the mouse cursor in my personal Macbook starts to move around. And… ## [Part VI — The certificate that means nothing](https://www.securesql.info/2026/08/25/beyond-verifiable-verification-moves-risk/) _2026-08-25 · John W8MEJ Menerick · John Menerick | Security Engineer_ Verification transfers residual risk onto the least-defended artifact in the pipeline: the specification. Hardware verification has had detection for the classic failure mode since the late nineties. Almost nobody runs it, and almost nobody outside that community has heard of it. ## [2026-08-25 Notes](https://waylonwalker.com/2026-08-25-notes/) _2026-08-25 · hello@waylonwalker.com · Archive_ notes for 2026-08-25 ## [pi: prompt template or skill?](https://perrotta.dev/2026/08/pi-prompt-template-or-skill/) _2026-08-24 · serendipity@perrotta.dev (Thiago Perrotta) · ¬ just serendipity 🍀_ ♠ Problem statement : I often type commit (only) what you changed in coding agent harnesses. Can I make an abbreviation out of it? Pi turns a Markdown file in ~/.pi/agent/prompts/ into a /slash command. This one gives me /commit : --- description: Commit files changed in this turn without pushing --- Commit what you changed (only). DO NOT push. % find ~/.pi/agent/prompts -maxdepth 1 -type f -print… ## [terrateam: plan from drift issues](https://perrotta.dev/2026/08/terrateam-plan-from-drift-issues/) _2026-08-24 · serendipity@perrotta.dev (Thiago Perrotta) · ¬ just serendipity 🍀_ ♠ Problem statement : Terrateam opens drift reports as GitHub issues, but terrateam plan only works on pull requests. The distinction is explicit in Terrateam's issue comment handler : { primary = Primary.{ number = pull\_request\_id; pull\_request = Some \_; \_ }; \_ }; | Gw.Issue\_comment\_event.Issue\_comment\_created \_ -\> Logs.debug (fun m -\> m "%s : NOOP : ISSUE\_COMMENT\_CREATED" request\_id);… ## [Home of the Agentic Pull Request (Sponsored)](https://crawlproof.com/a/XSvCBEcsIhDg) _2026-08-24 · **Sponsored**_ CLI-first, TUI-ready toolkits and a moshscript installer — join the waitlist ## [★ Books](https://perrotta.dev/2026/08/books/) _2026-08-24 · serendipity@perrotta.dev (Thiago Perrotta) · ¬ just serendipity 🍀_ ♠ It's about time: I added a books page to this blog with a sample of my favorites. ∎ — § — Reply via email #bestof #serenity ## [Valuable News – 2026/08/24](https://vermaden.wordpress.com/2026/08/24/valuable-news-2026-08-24/) _2026-08-24 · vermaden · 𝚟𝚎𝚛𝚖𝚊𝚍𝚎𝚗_ The Valuable News weekly series is dedicated to provide summary about news, articles and other interesting stuff mostly but not always related to the UNIX/BSD/Linux systems. Whenever I stumble upon something worth mentioning on the Internet I just put it here. Today the amount information that we get using various information streams is at massive \[…\] ## [Part V — Root over the logical namespace](https://www.securesql.info/2026/08/24/beyond-verifiable-root-logical-namespace/) _2026-08-24 · John W8MEJ Menerick · John Menerick | Security Engineer_ An optimizer rewarded on theorem yield has a strategy that makes every subsequent theorem provable, passes every kernel check, and presents as a spectacular productivity improvement. Consistency is undecidable. Axiom-set change is trivially decidable. That gap is the whole defense. ## [bloggify, revisited](https://perrotta.dev/2026/08/bloggify-revisited/) _2026-08-23 · serendipity@perrotta.dev (Thiago Perrotta) · ¬ just serendipity 🍀_ ♠ Yours truly, more than two months ago : As of today, it's not clear to me whether this approach will stick. Clearly this approach is here to stay: bloggify (40+ posts at the time of this writing). I am starting to ponder whether to split /bloggify posts into an Agent Blog : These posts are written by my agents, not by me. We'll see. ∎ — § — Reply via email #ai #bloggify #dev #serenity ## [pi: statusline with GitHub PR link](https://perrotta.dev/2026/08/pi-statusline-with-github-pr-link/) _2026-08-23 · serendipity@perrotta.dev (Thiago Perrotta) · ¬ just serendipity 🍀_ ♠ Previously . Problem statement : the @narumitw/pi-github-pr statusline entry reports much more than I care about: PR #123: checks failing (2), changes requested, 3 comments I want the clickable PR link and nothing else. Checks live in gh pr checks , comments live on GitHub, they are the source of truth. There's no knob for it in this particular pi extension. The wording is hardcoded in… ## [Part IV — Your benchmark is a build dependency](https://www.securesql.info/2026/08/23/beyond-verifiable-build-dependency-benchmark/) _2026-08-23 · John W8MEJ Menerick · John Menerick | Security Engineer_ Under verifiable-reward training the evaluation artifact and the training environment are the same object. That makes a benchmark a build dependency — and the artifacts that shape model behaviour have a weaker security posture than the packages that merely run it. ## [Which Platforms Help With Kubernetes Deployment Without the Overhead?](https://www.qovery.com/blog/kubernetes-deployment-platforms-without-overhead) _2026-08-23 · romaric · Qovery Blog_ A direct comparison of the platforms that reduce Kubernetes operational overhead - managed distributions, GitOps tools, and internal developer platforms - and how to pick the right layer for your team size. ## [★ CodeBurn](https://perrotta.dev/2026/08/codeburn/) _2026-08-22 · serendipity@perrotta.dev (Thiago Perrotta) · ¬ just serendipity 🍀_ ♠ Previously . CodeBurn shows Gen AI / LLM code usage: where did all the money burning tokens ($$) go? CodeBurn is a free, open-source, local-first tool that tracks AI coding token usage and cost across 41 tools and agents (Claude Code, Pi, Codex, Cursor, and more), broken down by model, project, and task. It reads the session files already on disk. No wrapper, proxy, or API key is needed, and… ## [A quote from Linus Torvalds](https://waylonwalker.com/a-quote-from-linus-torvalds/) _2026-08-22 · hello@waylonwalker.com · Archive_ Will models become more stubborn as we use them more and feed us using them as long running agents where we simply ask for what seems to be an impossible... ## [prometheus: a 117GB WAL that could not truncate](https://perrotta.dev/2026/08/prometheus-a-117gb-wal-that-could-not-truncate/) _2026-08-22 · serendipity@perrotta.dev (Thiago Perrotta) · ¬ just serendipity 🍀_ ♠ Previously . With the volume expanded, the next failure surfaced. The pod came up, served for 14 minutes, then hit a different wall: % kubectl -n monitoring get pod prometheus-...-prometheus-0 -o json | \\ jq '.status.containerStatuses\[\] | select(.name=="prometheus") | .lastState.terminated' { "reason": "OOMKilled", "exitCode": 137, "startedAt": "2026-08-22T20:35:12Z", "finishedAt":… ## [Finnish Seedboxes — Up to 20Gbps (Sponsored)](https://crawlproof.com/a/oSqx0C8oDYxs) _2026-08-22 · **Sponsored**_ Private Finnish seedboxes with 1–20Gbps speeds, RAID storage and 14‑day refund ## [azure disk: resize needs the PVC patch too](https://perrotta.dev/2026/08/azure-disk-resize-needs-the-pvc-patch-too/) _2026-08-22 · serendipity@perrotta.dev (Thiago Perrotta) · ¬ just serendipity 🍀_ ♠ Problem statement : a Prometheus pod crash-looped on a full 128GiB volume. I resized the Azure-managed disk to 256Gi in the Azure Portal (ClickOps) to no avail. The disk really was bigger: % az disk show -g my-cluster-k8s-nodes \\ -n pvc-86ac2c66-fb67-43c3-84b0-7209f3a23bd3 -o json | \\ jq '{diskSizeGB, diskState, provisioningState}' { "diskSizeGB": 256, "diskState": "Attached",… ## [Grok Bot Routes, AGNT Annie Builds](https://rimusz.net/grok-bot-coordinates-the-work-agnt-does-it-on-the-mini/) _2026-08-22 · Rimantas Mocevicius · Rimusz Blog_ I asked Elon in this chat. Annie on the Mini actually built the Mac app. Same loop wrote this draft. ## [anki: migrate English notes to TTS note types](https://perrotta.dev/2026/08/anki-migrate-english-notes-to-tts-note-types/) _2026-08-22 · serendipity@perrotta.dev (Thiago Perrotta) · ¬ just serendipity 🍀_ ♠ Previously . Problem statement : migrate my English 🇬🇧 deck to dedicated note types with British English text-to-speech, without adding reverse cards. I created English Language Card 🇬🇧 with four fields ( Front , Front Example , Back , and Striked ) and only one card template: {{Front}} {{tts en\_GB:Front}} {{#Front Example}} \ \{{Front Example}}\ {{tts en\_GB:Front Example}} {{/Front… ## [hugo: tag-based post connections](https://perrotta.dev/2026/08/hugo-tag-based-post-connections/) _2026-08-22 · serendipity@perrotta.dev (Thiago Perrotta) · ¬ just serendipity 🍀_ ♠ Previously . Problem statement : post connections showed only direct links, while posts with the same tags remained disconnected in the graph of this blog. I added a second kind of edge. The pre-computation picks up to two posts with the most shared tags , breaks ties by date, and excludes direct links: def compute\_tag\_related\_posts( post: dict, all\_posts: list\[dict\], outlinks\_set: set\[str\],… ## [LLM: Devise a plan](https://perrotta.dev/2026/08/llm-devise-a-plan/) _2026-08-22 · serendipity@perrotta.dev (Thiago Perrotta) · ¬ just serendipity 🍀_ ♠ There's no need for plan mode . Sandboxing + prompt engineering is enough. End your prompt with Devise a plan …and let the 2026 Gen AI models flow by themselves. Here'a a sample session: User : some of my blog posts e.g. https://perrotta.dev/2026/07/anki-archive-a-deck/ have "connections" this is great, but it includes \_only\_ direct links I wanted to expand connections to include a couple of… ## [Part III — The reward that points at the wall](https://www.securesql.info/2026/08/22/beyond-verifiable-gradient-field-bending-at-wall/) _2026-08-22 · John W8MEJ Menerick · John Menerick | Security Engineer_ Reward faster solutions. Penalize memory use. Both are standard, both are reasonable, and both create a gradient that points at the isolation boundary. Escape-adjacency is a static property of a reward specification, and it is checkable in an afternoon. ## [second brain slop is dumb](https://waylonwalker.com/ping-72/) _2026-08-22 · hello@waylonwalker.com · Archive_ The second brain hype train of people looking at fancy graphs in obsidian of the content their clanker wrote for them is top tier cringe. If you actually... ## [God Packages and Other Slow Failures](https://imti.co/go-architecture-ratchet/) _2026-08-22 · IMTI_ Function-level lint cannot see a god package. gocyclo at 10, funlen at 80, revive's argument limits: all of those look inside one function. Two hundred methods of complexity 8 on one type is legal. After six months of agents on txn2/mcp-data-platform , Platform had 265 of them and gocyclo had never failed. An agent rereads the tree at the start of every session, with a finite context window. A… ## [Stop Making TUIs](https://waylonwalker.com/stop-making-tuis/) _2026-08-21 · hello@waylonwalker.com · Archive_ Hard to argue this so hard here. For me it's convenience. I work from a terminal most things that are real work get done there so this provide a convenient... ## [kargo: notify when a soak completes](https://perrotta.dev/2026/08/kargo-notify-when-a-soak-completes/) _2026-08-21 · serendipity@perrotta.dev (Thiago Perrotta) · ¬ just serendipity 🍀_ ♠ Previously . Problem statement : notify a Slack channel whenever Freight finishes soaking in an upstream Kargo Stage, without promoting it to the next environment. A soak does not finish a process. Once requiredSoakTime elapses, Kargo simply makes the Freight available downstream. There is no soak-complete event in the Kargo event list . Worakround : I made availability start a notification-only… ## [Countdown to Getting Paid (Sponsored)](https://crawlproof.com/a/bU2UibkmY8Ag) _2026-08-21 · **Sponsored**_ Create a shareable wallet timer — deposits buy back time and pay debt down ## [LiteLLM: Traffic Mirroring, Batch Completions, and Traffic to Two Providers](https://rtfm.co.ua/en/litellm-traffic-mirroring-batch-completions-and-traffic-to-two-providers/) _2026-08-21 · setevoy · RTFM: Linux, DevOps, and system administration_ We’re getting ready to launch a self-hosted LLM, and at the testing stage the general idea is to send client requests simultaneously both to the “default production model” like GPT-5.6 and to the model running on our own server. And after getting the responses, we’ll compare them with Phoenix or Opik, and gradually tune our… Read More: LiteLLM: Traffic Mirroring, Batch Completions, and Traffic to… ## [mise: one frontend for tool versions](https://perrotta.dev/2026/08/mise-one-frontend-for-tool-versions/) _2026-08-21 · serendipity@perrotta.dev (Thiago Perrotta) · ¬ just serendipity 🍀_ ♠ Previously . Thanks to the ThoughtWorks Technology Radar I finally decided to adopt mise , so I migrated my dotfiles to use it for every programming language runtime: rbenv (ruby) tfenv (terraform) nvm (nodejs) pyenv (python) A single bespoke declarative file to rule them all: \[tools\] go = "1.27" node = "26.7" python = "3.14" ruby = "3.4" rust = "1.97" terraform = "1.15" terraform-docs =… ## [Google notice of content restriction](https://perrotta.dev/2026/08/google-notice-of-content-restriction/) _2026-08-21 · serendipity@perrotta.dev (Thiago Perrotta) · ¬ just serendipity 🍀_ ♠ From: removals@google.com To: me Subject: Google notice of content restriction Hello, Your review isn't posted. What happened We received a complaint that your review is defamatory under German law. Your review is removed for now, because German courts have set a low threshold for businesses to challenge reviews as defamatory. For example, businesses can simply claim that they cannot verify that… ## [llama.cpp: Metrics and Monitoring with VictoriaMetrics](https://rtfm.co.ua/en/llama-cpp-metrics-and-monitoring-with-victoriametrics/) _2026-08-21 · setevoy · RTFM: Linux, DevOps, and system administration_ We have a server where we’re going to run self-hosted LLMs. We spent quite a while choosing what exactly to use for running the models – vLLM, SGLang, or llama.cpp, and eventually settled on llama.cpp – at least for now. In the post NixOS: getting started, package installation, and system configuration I described installing Node… Read More: llama.cpp: Metrics and Monitoring with VictoriaMetrics »… ## [Part I — The one asymmetry underneath all of it](https://www.securesql.info/2026/08/21/beyond-verifiable-rewards-stack-of-proofs/) _2026-08-21 · John W8MEJ Menerick · John Menerick | Security Engineer_ An exploit is an existential claim that carries its own witness. A security property is a universal claim over a model you cannot verify from inside the system. Uniform capability acceleration does not scale those two things equally. ## [Identity-Aware Data Access on AWS - Propagating Workforce Identity from IAM Identity Center to Lake Formation and S3 Access Grants | hidekazu-konishi.com](https://hidekazu-konishi.com/entry/identity_aware_data_access_on_aws.html) _2026-08-21 · Hidekazu Konishi · Hidekazu Konishi - Profile / Biography | hidekazu-konishi.com_ https://hidekazu-konishi.com/entry/identity\_aware\_data\_access\_on\_aws.html Identity-Aware Data Access on AWS - Propagating Workforce Identity from IAM Identity Center to Lake Formation and S3 Access Grants. ## [AWS IAM Inbound Workload Federation - IAM Roles Anywhere, OIDC, and SPIFFE Converging on One Trust Policy Condition | hidekazu-konishi.com](https://hidekazu-konishi.com/entry/aws_iam_inbound_workload_federation.html) _2026-08-21 · Hidekazu Konishi · Hidekazu Konishi - Profile / Biography | hidekazu-konishi.com_ https://hidekazu-konishi.com/entry/aws\_iam\_inbound\_workload\_federation.html AWS IAM Inbound Workload Federation - IAM Roles Anywhere, OIDC, and SPIFFE Converging on One Trust Policy Condition. ## [Identity Lifecycle for AI Agents - Registration, Delegated Authorization, Access Review, and What Retirement Leaves Behind | hidekazu-konishi.com](https://hidekazu-konishi.com/entry/identity_lifecycle_for_ai_agents.html) _2026-08-21 · Hidekazu Konishi · Hidekazu Konishi - Profile / Biography | hidekazu-konishi.com_ https://hidekazu-konishi.com/entry/identity\_lifecycle\_for\_ai\_agents.html Identity Lifecycle for AI Agents - Registration, Delegated Authorization, Access Review, and What Retirement Leaves Behind. ## [Cloud Migration Providers: Comparing Systems Integrators, Dev Shops, and Self-Service Platforms](https://www.qovery.com/blog/cloud-migration-providers-comparison) _2026-08-21 · melanie · Qovery Blog_ Three ways to run a cloud migration compared: systems integrators, dev-shop staff augmentation, and self-service PaaS platforms like Qovery. How to choose. ## [Terminals](https://perrotta.dev/2026/08/terminals/) _2026-08-20 · serendipity@perrotta.dev (Thiago Perrotta) · ¬ just serendipity 🍀_ ♠ Today I found myself with 13 open terminals, more than half of them running Pi or Claude Code , the rest with various projects and explorations split amongst work and personal affairs. 13!! This is not a matter of pride. I need to take a break . ∎ — § — Reply via email #ai #dev #serenity ## [ThoughtWorks Technology Radar](https://perrotta.dev/2026/08/thoughtworks-technology-radar/) _2026-08-20 · serendipity@perrotta.dev (Thiago Perrotta) · ¬ just serendipity 🍀_ ♠ TIL : The ThoughtWorks Technology Radar publishes an yearly 1 opinionated report about the technology landscape today. It is a rich source of inspiration to identify techniques, tools, platforms and languages & frameworks to assess and/or adopt. They also publish PDFs and keep historical editions available. Too bad there isn't a RSS feed though, not that I could find. That's what we have Kill… ## [Handing side quests to a second Claude session](https://brtkwr.com/posts/2026-08-20-handing-side-quests-to-a-second-claude-session/) _2026-08-20 · brtkwr.com_ TL;DR Claude Code sessions on the same machine can now list and message each other. That is the right tool for a session already mid-task, and the wrong one for starting a new task: a session that has not yet trusted its folder is missing from ListAgents , so the brief has nowhere to land until someone clicks the dialog. To hand a side quest to a new session, launch it with the prompt already… ## [What Is LLMOps?](https://dash0.com/faq/what-is-llmops) _2026-08-20 · Dash0 FAQ_ LLMOps is the practice of running apps that call language models. Prompt versioning, evals, cost and latency budgets, and the OpenTelemetry signals behind them. ## [Boomer Chat Achiement Unlocked](https://waylonwalker.com/shots/boomer-chat-achiement-unlocked/) _2026-08-20 · hello@waylonwalker.com · Archive_ boomer chat achiement unlocked ## [Threat Detection for AI Workloads on AWS - What GuardDuty AI Protection Detects, What It Does Not, and How to Read a Finding | hidekazu-konishi.com](https://hidekazu-konishi.com/entry/threat_detection_for_ai_workloads_on_aws.html) _2026-08-20 · Hidekazu Konishi · Hidekazu Konishi - Profile / Biography | hidekazu-konishi.com_ https://hidekazu-konishi.com/entry/threat\_detection\_for\_ai\_workloads\_on\_aws.html Threat Detection for AI Workloads on AWS - What GuardDuty AI Protection Detects, What It Does Not, and How to Read a Finding. ## [AI-Assisted Security Testing on AWS - What You Approve, What You Can Only Stop, and What the Findings List Hides by Default | hidekazu-konishi.com](https://hidekazu-konishi.com/entry/ai_assisted_security_testing_on_aws.html) _2026-08-20 · Hidekazu Konishi · Hidekazu Konishi - Profile / Biography | hidekazu-konishi.com_ https://hidekazu-konishi.com/entry/ai\_assisted\_security\_testing\_on\_aws.html AI-Assisted Security Testing on AWS - What You Approve, What You Can Only Stop, and What the Findings List Hides by Default. ## [Amazon EKS Control Plane Configuration - What You Can Set, What Blocks the Way Back, and How Far Each Setting Reaches | hidekazu-konishi.com](https://hidekazu-konishi.com/entry/amazon_eks_control_plane_configuration_guide.html) _2026-08-20 · Hidekazu Konishi · Hidekazu Konishi - Profile / Biography | hidekazu-konishi.com_ https://hidekazu-konishi.com/entry/amazon\_eks\_control\_plane\_configuration\_guide.html Amazon EKS Control Plane Configuration - What You Can Set, What Blocks the Way Back, and How Far Each Setting Reaches. ## [Disaggregated Prefill and Decode for LLM Serving on AWS - The KV Transfer, the Routing Threshold, and What Disaggregation Does Not Fix | hidekazu-konishi.com](https://hidekazu-konishi.com/entry/disaggregated_prefill_and_decode_llm_serving_on_aws.html) _2026-08-20 · Hidekazu Konishi · Hidekazu Konishi - Profile / Biography | hidekazu-konishi.com_ https://hidekazu-konishi.com/entry/disaggregated\_prefill\_and\_decode\_llm\_serving\_on\_aws.html Disaggregated Prefill and Decode for LLM Serving on AWS - The KV Transfer, the Routing Threshold, and What Disaggregation Does Not Fix. ## [Express Mode and Pre-Deployment Validation in AWS CloudFormation - What Completion Stopped Meaning, What Rollback Now Defaults To, and Which Checks Silently Skip | hidekazu-konishi.com](https://hidekazu-konishi.com/entry/aws_cloudformation_express_mode_and_pre_deployment_validation.html) _2026-08-20 · Hidekazu Konishi · Hidekazu Konishi - Profile / Biography | hidekazu-konishi.com_ https://hidekazu-konishi.com/entry/aws\_cloudformation\_express\_mode\_and\_pre\_deployment\_validation.html Express Mode and Pre-Deployment Validation in AWS CloudFormation - What Completion Stopped Meaning, What Rollback Now Defaults To, and Which Checks Silently Skip. ## [Migrating to the Stateless Model Context Protocol - What Breaks in Session-Based Servers and What Replaces It | hidekazu-konishi.com](https://hidekazu-konishi.com/entry/stateless_mcp_migration_guide.html) _2026-08-20 · Hidekazu Konishi · Hidekazu Konishi - Profile / Biography | hidekazu-konishi.com_ https://hidekazu-konishi.com/entry/stateless\_mcp\_migration\_guide.html Migrating to the Stateless Model Context Protocol - What Breaks in Session-Based Servers and What Replaces It.