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chore: update inventory AI analysis [skip ci]

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@@ -918,7 +918,7 @@ INSERT INTO "resources" VALUES('https://aws.amazon.com/de/blogs/networking-and-c
INSERT INTO "resources" VALUES('https://aws.amazon.com/de/blogs/storage/simplifying-amazon-ebs-volume-migration-and-modification-using-the-ebs-csi-driver','Simplifying Amazon EBS volume migration and modification on Kubernetes using the EBS CSI Driver','','2023',0,'Outlines techniques for non-disruptively scaling, upgrading, and migrating stateful persistent volumes using the advanced AWS Elastic Block Store (EBS) CSI Driver. Focuses on hot-modifying volume sizes, IOPS parameters, and throughput.','N/A','Technical Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Providers", "AWS EKS", "Storage", "EBS Migration"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}');
INSERT INTO "resources" VALUES('https://aws.amazon.com/device-farm','AWS Device Farm: Improve the quality of your web and mobile applications by testing across desktop browsers and real mobile devices hosted in the AWS Cloud','','2025',4,'Product brief of AWS Device Farm, an automated application testing service hosting real physical mobile devices and desktop browser stacks for continuous cross-platform validation.','None','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Mobile Testing"]','["[ENTERPRISE-STABLE]"]','[]','["aws-newfeatures.md"]','{}','{}');
INSERT INTO "resources" VALUES('https://aws.amazon.com/devops','AWS DevOps 🌟','','2026',0,'AWS’s primary DevOps portal, presenting their native continuous delivery and infrastructure management stack, including CodePipeline, CodeBuild, and CloudFormation. While curator listings highlight frictionless integration with EC2 and ECS, live architectural patterns in 2026 showcase teams frequently combining AWS-native compute with cloud-agnostic deployment runtimes to avoid platform lock-in.','N/A','Documentation','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS Ecosystem", "Cloud Services"]','["[COMMUNITY-TOOL]"]','[]','["jenkins-alternatives.md", "aws-devops.md", "devops.md", "aws.md"]','{}','{}');
INSERT INTO "resources" VALUES('https://aws.amazon.com/devops-guru','Amazon DevOps Guru','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','280116a655de3cf3a75f1334ee3bbe7f51e83630f34c706164de136170dd341e',100.0,1779029294,0,'2026-05-17T16:48:14.538587+02:00',NULL,NULL,NULL,'[]','["[COMMUNITY-TOOL]"]','["docs/aws-devops.md"]','["aws-devops.md"]','{}','{}');
INSERT INTO "resources" VALUES('https://aws.amazon.com/devops-guru','Amazon DevOps Guru','','2020',4,'Amazon DevOps Guru is a fully managed AIOps service that applies pre-trained machine learning models to AWS telemetry, enabling automated anomaly detection and operational insight generation. By continuously analyzing metrics, events, and trace data from services like Amazon CloudWatch and AWS X-Ray, it establishes dynamic baselines to identify anomalous application behavior. The service significantly accelerates incident response for Site Reliability Engineering (SRE) teams by surfacing contextualized alerts that include correlated root causes, blast radius estimates, and actionable prescriptive remediation recommendations.','English','Cloud Service','Intermediate',0,'online','manual','280116a655de3cf3a75f1334ee3bbe7f51e83630f34c706164de136170dd341e',100.0,1779029294,0,'2026-05-17T16:48:14.538587+02:00','2026-08-15T10:16:20.490252+02:00',NULL,NULL,'["Cloud Infrastructure", "Observability & AIOps", "AWS Cloud Operations", "Anomaly Detection"]','["[ENTERPRISE-STABLE]", "[AIOPS]", "[OBSERVABILITY]", "[AWS]", "[MACHINE-LEARNING]", "[SRE]"]','["docs/aws-devops.md"]','["aws-devops.md"]','{}','{"is_special": false, "impact_score": 88, "debate_log": {"url": "https://aws.amazon.com/devops-guru", "title": "Amazon DevOps Guru", "initial_score": 80, "final_consensus_score": 88, "fast_pass": true, "justification": "Amazon DevOps Guru excels in SRE and Developer DX by leveraging zero-configuration machine learning to dramatically reduce MTTR and alert fatigue. While its direct security capabilities are limited compared to dedicated CSPM tools, its native AWS integration and automated root-cause analysis make it an enterprise-grade staple for cloud observability.", "timestamp": "2026-08-15T08:17:02.415286", "final_tags": ["[ENTERPRISE-STABLE]", "[AIOPS]", "[OBSERVABILITY]", "[AWS]", "[MACHINE-LEARNING]", "[SRE]"], "refined_summary": "Amazon DevOps Guru is a fully managed AIOps service that applies pre-trained machine learning models to AWS telemetry, enabling automated anomaly detection and operational insight generation. By continuously analyzing metrics, events, and trace data from services like Amazon CloudWatch and AWS X-Ray, it establishes dynamic baselines to identify anomalous application behavior. The service significantly accelerates incident response for Site Reliability Engineering (SRE) teams by surfacing contextualized alerts that include correlated root causes, blast radius estimates, and actionable prescriptive remediation recommendations.", "content_hash": "7a95db0e78b772a475abe9f6489e19379268a20b30954f52d0595bb819e54ae1"}}');
INSERT INTO "resources" VALUES('https://aws.amazon.com/devops/-guru',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering aws.amazon.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual',NULL,64.0,1779130494,0,'2026-05-18T20:54:54.999056+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/aws-devops.md"]','["aws-devops.md"]','{}','{}');
INSERT INTO "resources" VALUES('https://aws.amazon.com/dms/?audit=2019q1','Whitepaper: Migrating Your Databases to AWS','','2019',4,'Curator Insight offers a comprehensive methodology and step-by-step guidance for planning and executing database migrations to AWS. Live Grounding reviews key architectural patterns, conversion tools (AWS SCT), and common anti-patterns. Crucial reading for enterprise modernization and cloud adoption planning.','English','Whitepaper','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2019-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Database Migration", "Whitepapers"]','["[CASE STUDY]", "[ENTERPRISE-STABLE]"]','[]','["aws-databases.md", "aws.md"]','{}','{}');
INSERT INTO "resources" VALUES('https://aws.amazon.com/dms/learn-more','Whitepaper: Migrating Your Databases to AWS','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','7ac4db73285b65f1f821b683233f8d3e1481d806d3a0bd3f07e610f53ff05139',100.0,1779031576,0,'2026-05-17T17:26:16.496623+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-databases.md"]','[]','{}','{"duplicate_of": "https://aws.amazon.com/dms/?audit=2019q1"}');
@@ -7664,8 +7664,8 @@ INSERT INTO "resources" VALUES('https://gitlab.beuth-hochschule.de/s70178/petcli
INSERT INTO "resources" VALUES('https://gitlab.beuth-hochschule.de/users/sign_in',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','1eb5cf2c72de4762ccbf04a285a728dc40381f05545ea021954c6f6b5ac0220d',100.0,1779130495,1,'2026-05-18T20:54:55.026579+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md"]','[]','{}','{}');
INSERT INTO "resources" VALUES('https://gitlab.com','gitlab.com','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','33535dcf5f2b20e68ccd0f715f6ecf023fc5d0cdac78d827e501a3469c21dc76',100.0,1779030335,0,'2026-05-17T17:05:35.486377+02:00',NULL,NULL,NULL,'[]','[]','["docs/git.md", "docs/jenkins-alternatives.md"]','[]','{}','{"duplicate_of": "https://about.gitlab.com"}');
INSERT INTO "resources" VALUES('https://gitlab.com/bpmworkshop/rhpam-signal-marketing-demo','gitlab.com: Red Hat Process Automation Manager - Signal Marketing Demo','','2020',0,'A demonstration application built on Red Hat Process Automation Manager (RHPAM) modeling signal marketing workflows. Integrates Complex Event Processing (CEP) engine features, showcasing declarative state orchestration within microservice platforms.','Java','Repo','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Enterprise Architecture", "Business Process Management", "RHPAM"]','["[COMMUNITY-TOOL]"]','[]','["demos.md"]','{}','{}');
INSERT INTO "resources" VALUES('https://gitlab.com/gitlab-org/gitlab/-/issues/14595','Provide merge bot functionality','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','7bda1fe4653758a0f475455c4c310380af1bf20a236bb7c650c9d4cde9e9e9f2',100.0,1779029138,0,'2026-05-17T16:45:38.545690+02:00',NULL,NULL,NULL,'[]','["[COMMUNITY-TOOL]"]','["docs/git.md"]','["git.md"]','{}','{}');
INSERT INTO "resources" VALUES('https://gitlab.com/gitlab-org/gitlab/-/issues/2785','Auto-merge between release branches','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','ac7652f42c9a1fd557c23bbd302b6e95308b053d488952b6251f7dabb50f7a15',100.0,1779034101,0,'2026-05-17T18:08:21.979153+02:00',NULL,NULL,NULL,'[]','["[COMMUNITY-TOOL]"]','["docs/git.md"]','["git.md"]','{}','{}');
INSERT INTO "resources" VALUES('https://gitlab.com/gitlab-org/gitlab/-/issues/14595','Provide merge bot functionality','','2017',4,'GitLab issue #14595 tracks the architectural evolution of automated merge bot capabilities, directly addressing the semantic merge conflicts that frequently plague high-velocity repositories. By implementing a serialized merge queue, the platform guarantees that interleaved code changes are comprehensively validated against the target branch prior to final integration. This orchestration paradigm effectively eliminates mainline pipeline failures, thereby substantially reducing SRE incident response toil while optimizing Developer Experience (DX) through asynchronous branch integration.','English','Issue / Feature Request','Intermediate',0,'online','manual','7bda1fe4653758a0f475455c4c310380af1bf20a236bb7c650c9d4cde9e9e9f2',100.0,1779029138,0,'2026-05-17T16:45:38.545690+02:00','2026-08-15T10:16:20.490320+02:00',NULL,NULL,'["DevOps & SRE", "Continuous Integration", "GitLab CI/CD", "Automated Merging & Merge Queues"]','["[CI-CD]", "[GIT]", "[AUTOMATION]", "[MERGE-QUEUE]"]','["docs/git.md"]','["git.md"]','{}','{"is_special": false, "impact_score": 92, "debate_log": {"url": "https://gitlab.com/gitlab-org/gitlab/-/issues/14595", "title": "Provide merge bot functionality", "initial_score": 60, "final_consensus_score": 92, "fast_pass": true, "justification": "Implementing merge bot/queue functionality ensures pipeline stability by preventing semantic merge conflicts that break the mainline branch. This significantly bolsters SRE reliability metrics by guaranteeing continuous deployability, while simultaneously elevating Developer DX by fully automating tedious rebase-and-wait integration cycles.", "timestamp": "2026-08-15T08:17:44.966638", "final_tags": ["[CI-CD]", "[GIT]", "[AUTOMATION]", "[MERGE-QUEUE]"], "refined_summary": "GitLab issue #14595 tracks the architectural evolution of automated merge bot capabilities, directly addressing the semantic merge conflicts that frequently plague high-velocity repositories. By implementing a serialized merge queue, the platform guarantees that interleaved code changes are comprehensively validated against the target branch prior to final integration. This orchestration paradigm effectively eliminates mainline pipeline failures, thereby substantially reducing SRE incident response toil while optimizing Developer Experience (DX) through asynchronous branch integration.", "content_hash": "c7931911549e402d345ce6de1604faf371f48ade62d9b1e34bd7758c1e0a1393"}}');
INSERT INTO "resources" VALUES('https://gitlab.com/gitlab-org/gitlab/-/issues/2785','Auto-merge between release branches','','2017',4,'This feature proposal outlines the implementation of cascading auto-merges across GitLab release branches to streamline multi-version software maintenance. By automating the forward-propagation of commits from older release lines to the mainline branch, platform teams can significantly reduce developer toil and eliminate manual cherry-picking errors. While this pattern heavily optimizes release engineering workflows, it mandates rigorous automated testing and CI/CD pipelines to securely handle merge conflicts and maintain branch stability.','English','Issue / Feature Request','Intermediate',0,'online','manual','ac7652f42c9a1fd557c23bbd302b6e95308b053d488952b6251f7dabb50f7a15',100.0,1779034101,0,'2026-05-17T18:08:21.979153+02:00','2026-08-15T10:16:20.490299+02:00',NULL,NULL,'["DevOps & SRE", "Continuous Delivery", "GitLab CI/CD", "Branch Management & Release"]','["[CI-CD]", "[GIT]", "[RELEASE-ENGINEERING]", "[DEV-DX]", "[AUTOMATION]"]','["docs/git.md"]','["git.md"]','{}','{"is_special": false, "impact_score": 85, "debate_log": {"url": "https://gitlab.com/gitlab-org/gitlab/-/issues/2785", "title": "Auto-merge between release branches", "initial_score": 60, "final_consensus_score": 85, "fast_pass": true, "justification": "High value for Developer DX and SRE by eliminating manual release branch management toil. Enhances security posture by guaranteeing forward-propagation of backported patches, though it requires robust CI/CD gates to safely handle merge conflicts and prevent automated regression propagation.", "timestamp": "2026-08-15T08:17:29.665610", "final_tags": ["[CI-CD]", "[GIT]", "[RELEASE-ENGINEERING]", "[DEV-DX]", "[AUTOMATION]"], "refined_summary": "This feature proposal outlines the implementation of cascading auto-merges across GitLab release branches to streamline multi-version software maintenance. By automating the forward-propagation of commits from older release lines to the mainline branch, platform teams can significantly reduce developer toil and eliminate manual cherry-picking errors. While this pattern heavily optimizes release engineering workflows, it mandates rigorous automated testing and CI/CD pipelines to securely handle merge conflicts and maintain branch stability.", "content_hash": "8b13f1e2e9a3e8b39106c95cb3a30f7edbb3cd37aa3045d0dba63e2eb4d4e5bb"}}');
INSERT INTO "resources" VALUES('https://gitlab.com/jackatbancast/manifesto','Manifesto 🌟','','2022',0,'A template compilation utility hosted on GitLab. It parses raw configuration definitions into valid YAML files ready for ingestion by standard GitOps tools. Offers a lightweight templating workflow for smaller operations.','Go','Tool','Low',0,'online','manual','e33a57ba47b0cb2eb9f9d6d94d58d7d4975c4e8d0dcfddd00db51a0733545a36',100.0,1779034041,1,'2026-05-17T18:07:21.767323+02:00',NULL,NULL,NULL,'["Application Delivery", "GitOps", "Manifest Generation"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}');
INSERT INTO "resources" VALUES('https://gitlab.com/k3s_hetzner/k3s_hetzner','k3s_hetzner','','2024',3,'A highly optimized Terraform and shell module to quickly provision high-availability, low-cost K3s clusters on Hetzner Cloud virtual infrastructure, including private network bridging.','HCL','IaC','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Edge & IoT", "Cluster Provisioning", "Hetzner Cloud"]','["[COMMUNITY-TOOL]"]','[]','["rancher.md"]','{}','{}');
INSERT INTO "resources" VALUES('https://gitlab.com/mrman/k8s-storage-provider-benchmarks','gitlab.com: Kubernetes storage provider benchmarks','','2020',0,'A highly practical benchmarking repository comparing IOPS, latency, and throughput metrics across multiple Kubernetes CSI providers. Though individual hardware baselines vary, the structured methodology offers an essential framework for verifying storage performance prior to deployment.','Markdown','Benchmark','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Storage Architecture", "Storage Architecture & Engines", "Benchmarks"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-storage.md"]','{}','{}');
@@ -13507,7 +13507,7 @@ INSERT INTO "resources" VALUES('https://thenewstack.io/part-1-the-evolution-of-d
INSERT INTO "resources" VALUES('https://thenewstack.io/perform-distributed-tracing-with-zipkin','thenewstack.io: Perform Distributed Tracing with Zipkin','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','72bffb6ef9fb363a5bfeb4f1abe01b1ad9f664e787ceb31ab8fde59352c888ed',100.0,1779034155,1,'2026-05-17T18:09:15.632637+02:00',NULL,NULL,NULL,'[]','[]','["docs/monitoring.md"]','[]','{}','{}');
INSERT INTO "resources" VALUES('https://thenewstack.io/persistent-volumes-separating-compute-and-storage','thenewstack.io: Persistent Volumes: Separating Compute and Storage','','2020',0,'An architectural piece explaining the strategic benefits of separating computational logic from stateful storage layers using Persistent Volumes. This division facilitates fluid container rescheduling while securing raw historical state across hardware failures.','N/A','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Storage Architecture", "Storage Fundamentals", "Conceptual Design"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-storage.md"]','{}','{}');
INSERT INTO "resources" VALUES('https://thenewstack.io/platform-engineering','thenewstack.io/platform-engineering','','2025',0,'A curated repository of technical articles, case studies, and editorial content analyzing the evolution of Platform Engineering from traditional DevOps. Provides critical architectural comparisons, community trends, and technical insights on tool adoption in enterprise environments.','English','Portal','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "Industry Trends", "Articles"]','["[COMMUNITY-TOOL]"]','[]','["devops.md"]','{}','{}');
INSERT INTO "resources" VALUES('https://thenewstack.io/platform-engineering-in-2023-dev-first-collaboration-and-apis','thenewstack.io: Platform Engineering in 2023: Dev First, Collaboration and'' APIs','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','353bf25e228279ac5edfeab9b7b926e0a43c4f1b110eaf2ba353ed14e6f1285b',100.0,1779033335,0,'2026-05-17T17:55:35.912643+02:00',NULL,NULL,NULL,'[]','["[COMMUNITY-TOOL]"]','["docs/devops.md"]','["devops.md"]','{}','{}');
INSERT INTO "resources" VALUES('https://thenewstack.io/platform-engineering-in-2023-dev-first-collaboration-and-apis','thenewstack.io: Platform Engineering in 2023: Dev First, Collaboration and'' APIs','','2023',4,'This piece delineates the evolution of platform engineering toward a developer-first paradigm, focusing on API-driven Internal Developer Platforms (IDPs). By treating the internal platform as a discrete product, organizations can abstract underlying infrastructure complexities and lower the cognitive load for feature teams. The methodology successfully bridges SRE reliability constraints with rapid continuous integration, establishing a robust, self-service operational model that heavily optimizes the developer experience.','English','Article','Intermediate',0,'online','manual','353bf25e228279ac5edfeab9b7b926e0a43c4f1b110eaf2ba353ed14e6f1285b',100.0,1779033335,0,'2026-05-17T17:55:35.912643+02:00','2026-08-15T10:16:20.490155+02:00',NULL,NULL,'["DevOps & SRE", "Platform Engineering", "Internal Developer Platforms", "Strategy & Evolution"]','["[PLATFORM-ENGINEERING]", "[DEVELOPER-EXPERIENCE]", "[API-FIRST]", "[SRE]", "[ARCHITECTURE]"]','["docs/devops.md"]','["devops.md"]','{}','{"is_special": false, "impact_score": 85, "debate_log": {"url": "https://thenewstack.io/platform-engineering-in-2023-dev-first-collaboration-and-apis", "title": "thenewstack.io: Platform Engineering in 2023: Dev First, Collaboration and'' APIs", "initial_score": 80, "final_consensus_score": 85, "fast_pass": true, "justification": "The resource demonstrates strong alignment with Developer DX and SRE principles, detailing how Internal Developer Platforms (IDPs) mitigate cognitive load and operationalize self-service abstractions. While security insights are largely implicit within the API-first paradigm and it lacks emerging AI-assisted DX coverage, the emphasis on standardized, developer-first tooling directly supports core SRE goals of reliability and deployment velocity.", "timestamp": "2026-08-15T08:16:42.244287", "final_tags": ["[PLATFORM-ENGINEERING]", "[DEVELOPER-EXPERIENCE]", "[API-FIRST]", "[SRE]", "[ARCHITECTURE]"], "refined_summary": "This piece delineates the evolution of platform engineering toward a developer-first paradigm, focusing on API-driven Internal Developer Platforms (IDPs). By treating the internal platform as a discrete product, organizations can abstract underlying infrastructure complexities and lower the cognitive load for feature teams. The methodology successfully bridges SRE reliability constraints with rapid continuous integration, establishing a robust, self-service operational model that heavily optimizes the developer experience.", "content_hash": "fc5727ed35d6a3c5bc1a0c13600fd5f3533a3deaaa1bb78d5961b53999d5a29d"}}');
INSERT INTO "resources" VALUES('https://thenewstack.io/platform-engineering/-in-2023-dev-first-collaboration-and-apis',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering thenewstack.io in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual',NULL,64.0,1779130494,0,'2026-05-18T20:54:54.975182+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/devops.md"]','["devops.md"]','{}','{}');
INSERT INTO "resources" VALUES('https://thenewstack.io/platform-engineering/architecture-and-design-considerations-for-platform-engineering-teams','thenewstack.io: Architecture and Design Considerations for Platform Engineering Teams','','2023',0,'Deep dive into architectural design principles for platform engineering. Outlines critical decisions around modular tool chains, declarative configurations, open API design, and self-healing systems that form the structural foundation of enterprise IDPs.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "Design Methodology", "Architecture"]','["[COMMUNITY-TOOL]"]','[]','["devops.md"]','{}','{}');
INSERT INTO "resources" VALUES('https://thenewstack.io/post-pandemic-devops-moves-to-resilient-collaboration','thenewstack.io: DevOps World: DevOps Moves to Resilient Collaboration','','2020',1,'Evaluates the rise of highly collaborative virtual frameworks in platform operations. Details how telemetry sharing stabilizes distributed team response performance.','N/A','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps", "Culture", "Collaboration Systems"]','["[COMMUNITY-TOOL]"]','[]','["devops.md"]','{}','{}');
@@ -13876,7 +13876,7 @@ INSERT INTO "resources" VALUES('https://trilio.io','Trillio','','2025',4,'Trilio
INSERT INTO "resources" VALUES('https://trio.dev/angular-vs-react','trio.dev: Angular vs React: Is Angular Dead?','','2022',0,'A comparative study evaluating the architectural paradigms of Angular vs. React. Evaluates runtime performance, state management approaches, scaling potential, and long-term maintenance overhead in large-scale enterprise portals.','TypeScript','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Frontend", "Frameworks"]','["[COMMUNITY-TOOL]"]','[]','["devel-sites.md"]','{}','{}');
INSERT INTO "resources" VALUES('https://trstringer.com/debug-python-kubernetes','trstringer.com: Debug a Python Application Running in Kubernetes 🌟','','2021',0,'Diagnostic blueprint details the usage of `rpdb` and port forwarding to hook remote debuggers into active Python processes running in Kubernetes microservices pods, avoiding continuous redeployment cycles.','English','Tutorial','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps", "Python Cloud", "Kubernetes"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["python.md"]','{}','{}');
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@@ -14250,7 +14250,7 @@ INSERT INTO "resources" VALUES('https://www.ansible.com/blog/whats-new-in-ansibl
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