# Latest
**URL:** https://community.abs-consulting.com/latest.md
[Latest](https://community.abs-consulting.com/latest.md) · [Categories](https://community.abs-consulting.com/categories.md) · [Tags](https://community.abs-consulting.com/tags.md)
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## [Welcome to ABS Community Forums](https://community.abs-consulting.com/t/welcome-to-abs-community-forums/7)
**Author:** [@system](https://community.abs-consulting.com/u/system)\
**Replies:** 0\
**Last updated:** [August 5, 2021, 7:28pm UTC](https://community.abs-consulting.com/t/welcome-to-abs-community-forums/7 "2021-08-05T19:28:56Z")
A Better Solution Inc. is a DevOps software consulting firm founded in 1997. You can find out more about us at our website. This community is a place where current and propective clients can discuss about products and …
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## [The 'Cloud-Only' Trap: Local AI is the New Standard](https://community.abs-consulting.com/t/the-cloud-only-trap-local-ai-is-the-new-standard/1525)
**Author:** [@ali](https://community.abs-consulting.com/u/ali)\
**Replies:** 0\
**Last updated:** [August 28, 2026, 1:41pm UTC](https://community.abs-consulting.com/t/the-cloud-only-trap-local-ai-is-the-new-standard/1525 "2026-08-28T13:41:39Z")
The ‘Cloud-Only’ Trap: Why Local AI is the New Enterprise Standard Still relying solely on massive cloud LLMs for every minor task? That is like bringing a knife to a laser fight. While the world was busy marveling a…
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## [The Model Selection Maze: AI Without the Budget Blowout](https://community.abs-consulting.com/t/the-model-selection-maze-ai-without-the-budget-blowout/1524)
**Author:** [@sue](https://community.abs-consulting.com/u/sue)\
**Replies:** 0\
**Last updated:** [August 25, 2026, 6:16pm UTC](https://community.abs-consulting.com/t/the-model-selection-maze-ai-without-the-budget-blowout/1524 "2026-08-25T18:16:30Z")
The Model Selection Maze: How to Choose the Right Enterprise AI Without Blowing Your Budget Still picking LLMs based solely on their benchmark scores? That is like buying a supercar to deliver groceries in a dense ci…
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## [The Open Source Defense: Securing the AI Stack](https://community.abs-consulting.com/t/the-open-source-defense-securing-the-ai-stack/1523)
**Author:** [@ali](https://community.abs-consulting.com/u/ali)\
**Replies:** 0\
**Last updated:** [July 27, 2026, 1:22pm UTC](https://community.abs-consulting.com/t/the-open-source-defense-securing-the-ai-stack/1523 "2026-07-27T13:22:24Z")
The Open Source Defense: Why Securing the AI Stack is the Next DevOps Frontier Still treating AI security like a perimeter firewall problem? That is like bringing a knife to a laser fight. In the old era of proprieta…
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## [The Logic Gap: Why Scanners Fail AI Codebases](https://community.abs-consulting.com/t/the-logic-gap-why-scanners-fail-ai-codebases/1522)
**Author:** [@marvin](https://community.abs-consulting.com/u/marvin)\
**Replies:** 0\
**Last updated:** [July 17, 2026, 4:44pm UTC](https://community.abs-consulting.com/t/the-logic-gap-why-scanners-fail-ai-codebases/1522 "2026-07-17T16:44:23Z")
The ‘Logic Gap’ Crisis: Why Signature-Based Scanners Are Failing Your AI-Driven CodebaseStill relying on traditional signature-based scanners to protect your codebase? That is like bringing a knife to a laser fight. I…
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## [Beyond the Chatbox: The Real Productivity Unlock](https://community.abs-consulting.com/t/beyond-the-chatbox-the-real-productivity-unlock/1521)
**Author:** [@marvin](https://community.abs-consulting.com/u/marvin)\
**Replies:** 0\
**Last updated:** [June 21, 2026, 3:54pm UTC](https://community.abs-consulting.com/t/beyond-the-chatbox-the-real-productivity-unlock/1521 "2026-06-21T15:54:05Z")
Still using basic chatbots for your enterprise workflows? That is like bringing a butter knife to a laser fight. In the early days of the Generative AI boom, we were all mesmerized by the ability to ask a prompt and g…
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## [The SBOM Imperative: Securing the AI-Augmented Supply Chain](https://community.abs-consulting.com/t/the-sbom-imperative-securing-the-ai-augmented-supply-chain/1520)
**Author:** [@ali](https://community.abs-consulting.com/u/ali)\
**Replies:** 0\
**Last updated:** [May 26, 2026, 1:07pm UTC](https://community.abs-consulting.com/t/the-sbom-imperative-securing-the-ai-augmented-supply-chain/1520 "2026-05-26T13:07:21Z")
Still relying on traditional dependency scanning in 2026? That is like bringing a knife to a laser fight. As the velocity of software development accelerates, your security posture is likely hitting a wall built by th…
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## [The 'Carbon Debt' Crisis: Sustainable DevOps Wins](https://community.abs-consulting.com/t/the-carbon-debt-crisis-sustainable-devops-wins/1519)
**Author:** [@marvin](https://community.abs-consulting.com/u/marvin)\
**Replies:** 0\
**Last updated:** [May 20, 2026, 1:52pm UTC](https://community.abs-consulting.com/t/the-carbon-debt-crisis-sustainable-devops-wins/1519 "2026-05-20T13:52:38Z")
Still treating sustainability as a post-deployment audit? That is like trying to fix a leaky ship only after it has already hit the iceberg. In the high-stakes race for Enterprise AI dominance, the most overlooked lia…
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## [The 'Chatbot' Ceiling: Why AI Coding is in the CLI](https://community.abs-consulting.com/t/the-chatbot-ceiling-why-ai-coding-is-in-the-cli/1518)
**Author:** [@marvin](https://community.abs-consulting.com/u/marvin)\
**Replies:** 0\
**Last updated:** [May 19, 2026, 2:12pm UTC](https://community.abs-consulting.com/t/the-chatbot-ceiling-why-ai-coding-is-in-the-cli/1518 "2026-05-19T14:12:36Z")
Still copying and pasting code snippets from a browser tab into your IDE? That is like bringing a knife to a laser fight. In an era where we are talking about autonomous agents, the friction of context switching betwe…
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## [The Token Tax: Why Your AI Strategy is a Financial Bomb](https://community.abs-consulting.com/t/the-token-tax-why-your-ai-strategy-is-a-financial-bomb/1517)
**Author:** [@sue](https://community.abs-consulting.com/u/sue)\
**Replies:** 0\
**Last updated:** [May 13, 2026, 1:19pm UTC](https://community.abs-consulting.com/t/the-token-tax-why-your-ai-strategy-is-a-financial-bomb/1517 "2026-05-13T13:19:57Z")
The Token Tax: Why Your Enterprise AI Strategy is a Financial Time Bomb Still relying solely on third-party frontier model APIs for your agentic workflows? That is like trying to run a global logistics empire by payi…
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## [Operationalizing AI Assurance at Scale | watsonx.governance May 2026 Technical Touchpoint](https://community.abs-consulting.com/t/operationalizing-ai-assurance-at-scale-watsonx-governance-may-2026-technical-touchpoint/1516)
**Author:** [@sue](https://community.abs-consulting.com/u/sue)\
**Replies:** 0\
**Last updated:** [May 11, 2026, 4:18pm UTC](https://community.abs-consulting.com/t/operationalizing-ai-assurance-at-scale-watsonx-governance-may-2026-technical-touchpoint/1516 "2026-05-11T16:18:07Z")
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## [Predictive vs Generative AI: How They Work and When to Use Each](https://community.abs-consulting.com/t/predictive-vs-generative-ai-how-they-work-and-when-to-use-each/1515)
**Author:** [@leslie](https://community.abs-consulting.com/u/leslie)\
**Replies:** 0\
**Last updated:** [May 11, 2026, 12:22pm UTC](https://community.abs-consulting.com/t/predictive-vs-generative-ai-how-they-work-and-when-to-use-each/1515 "2026-05-11T12:22:06Z")
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## [Your guide to Red Hat OpenShift Service on AWS (ROSA) at Red Hat Summit 2026](https://community.abs-consulting.com/t/your-guide-to-red-hat-openshift-service-on-aws-rosa-at-red-hat-summit-2026/1514)
**Author:** [@tre](https://community.abs-consulting.com/u/tre)\
**Replies:** 0\
**Last updated:** [May 10, 2026, 5:35pm UTC](https://community.abs-consulting.com/t/your-guide-to-red-hat-openshift-service-on-aws-rosa-at-red-hat-summit-2026/1514 "2026-05-10T17:35:03Z")
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## [Bringing new levels of security to the cloud-native frontier: Unified posture management and real-time protection](https://community.abs-consulting.com/t/bringing-new-levels-of-security-to-the-cloud-native-frontier-unified-posture-management-and-real-time-protection/1513)
**Author:** [@tre](https://community.abs-consulting.com/u/tre)\
**Replies:** 0\
**Last updated:** [May 10, 2026, 4:56pm UTC](https://community.abs-consulting.com/t/bringing-new-levels-of-security-to-the-cloud-native-frontier-unified-posture-management-and-real-time-protection/1513 "2026-05-10T16:56:03Z")
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## [Celebrating 10 years of IBM Quantum on the cloud](https://community.abs-consulting.com/t/celebrating-10-years-of-ibm-quantum-on-the-cloud/1512)
**Author:** [@leslie](https://community.abs-consulting.com/u/leslie)\
**Replies:** 0\
**Last updated:** [May 10, 2026, 2:23pm UTC](https://community.abs-consulting.com/t/celebrating-10-years-of-ibm-quantum-on-the-cloud/1512 "2026-05-10T14:23:03Z")
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## [Learn OpenShift Virtualization: 8 resources to help you get started](https://community.abs-consulting.com/t/learn-openshift-virtualization-8-resources-to-help-you-get-started/1511)
**Author:** [@sue](https://community.abs-consulting.com/u/sue)\
**Replies:** 0\
**Last updated:** [May 10, 2026, 1:45pm UTC](https://community.abs-consulting.com/t/learn-openshift-virtualization-8-resources-to-help-you-get-started/1511 "2026-05-10T13:45:03Z")
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## [AI Privacy: The Data Sovereignty War](https://community.abs-consulting.com/t/ai-privacy-the-data-sovereignty-war/1510)
**Author:** [@ali](https://community.abs-consulting.com/u/ali)\
**Replies:** 0\
**Last updated:** [May 5, 2026, 12:41pm UTC](https://community.abs-consulting.com/t/ai-privacy-the-data-sovereignty-war/1510 "2026-05-05T12:41:31Z")
The ‘Opt-Out’ Default: Why Enterprise AI Privacy is Becoming a Data Sovereignty War Still relying on your SaaS provider's "Trust Us" checkbox? That is like bringing a knife to a laser fight. In the rush to integrate …
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## [One New Zealand’s strategic shift to Red Hat OpenShift Virtualization](https://community.abs-consulting.com/t/one-new-zealand-s-strategic-shift-to-red-hat-openshift-virtualization/1509)
**Author:** [@leslie](https://community.abs-consulting.com/u/leslie)\
**Replies:** 0\
**Last updated:** [May 4, 2026, 9:15am UTC](https://community.abs-consulting.com/t/one-new-zealand-s-strategic-shift-to-red-hat-openshift-virtualization/1509 "2026-05-04T09:15:00Z")
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## [The MCP Revolution: Solving the AI-Database Gap](https://community.abs-consulting.com/t/the-mcp-revolution-solving-the-ai-database-gap/1508)
**Author:** [@marvin](https://community.abs-consulting.com/u/marvin)\
**Replies:** 0\
**Last updated:** [May 1, 2026, 5:23pm UTC](https://community.abs-consulting.com/t/the-mcp-revolution-solving-the-ai-database-gap/1508 "2026-05-01T17:23:40Z")
The ‘Interface’ Barrier: Why MCP is the Missing Link for Autonomous Database DevOps Still managing database migrations with manual SQL scripts and prayer? That is like bringing a stone axe to a quantum computing figh…
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## [Using NVIDIA Aerial CUDA-Accelerated RAN on Red Hat OpenShift to accelerate development of AI-native 5G and 6G RAN solutions](https://community.abs-consulting.com/t/using-nvidia-aerial-cuda-accelerated-ran-on-red-hat-openshift-to-accelerate-development-of-ai-native-5g-and-6g-ran-solutions/1507)
**Author:** [@marvin](https://community.abs-consulting.com/u/marvin)\
**Replies:** 0\
**Last updated:** [May 1, 2026, 5:05pm UTC](https://community.abs-consulting.com/t/using-nvidia-aerial-cuda-accelerated-ran-on-red-hat-openshift-to-accelerate-development-of-ai-native-5g-and-6g-ran-solutions/1507 "2026-05-01T17:05:22Z")
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## [Designing multitenant GPU infrastructure: Isolation across virtualization and Kubernetes platforms](https://community.abs-consulting.com/t/designing-multitenant-gpu-infrastructure-isolation-across-virtualization-and-kubernetes-platforms/1506)
**Author:** [@ali](https://community.abs-consulting.com/u/ali)\
**Replies:** 0\
**Last updated:** [May 1, 2026, 4:33pm UTC](https://community.abs-consulting.com/t/designing-multitenant-gpu-infrastructure-isolation-across-virtualization-and-kubernetes-platforms/1506 "2026-05-01T16:33:21Z")
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## [Airbus Helicopters scales AI on-premise #redhat #aviation #openshift](https://community.abs-consulting.com/t/airbus-helicopters-scales-ai-on-premise-redhat-aviation-openshift/1505)
**Author:** [@sue](https://community.abs-consulting.com/u/sue)\
**Replies:** 0\
**Last updated:** [April 30, 2026, 9:12pm UTC](https://community.abs-consulting.com/t/airbus-helicopters-scales-ai-on-premise-redhat-aviation-openshift/1505 "2026-04-30T21:12:19Z")
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## [Build an automated detection testing framework with GitLab CI/CD and Duo](https://community.abs-consulting.com/t/build-an-automated-detection-testing-framework-with-gitlab-ci-cd-and-duo/1504)
**Author:** [@ali](https://community.abs-consulting.com/u/ali)\
**Replies:** 0\
**Last updated:** [April 30, 2026, 8:09pm UTC](https://community.abs-consulting.com/t/build-an-automated-detection-testing-framework-with-gitlab-ci-cd-and-duo/1504 "2026-04-30T20:09:18Z")
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## [Unstructured Synthetic Data Generation with watsonx.ai](https://community.abs-consulting.com/t/unstructured-synthetic-data-generation-with-watsonx-ai/1503)
**Author:** [@sue](https://community.abs-consulting.com/u/sue)\
**Replies:** 0\
**Last updated:** [April 30, 2026, 10:29am UTC](https://community.abs-consulting.com/t/unstructured-synthetic-data-generation-with-watsonx-ai/1503 "2026-04-30T10:29:18Z")
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## [How multi-user workflows expand what is possible in watsonx Orchestrate](https://community.abs-consulting.com/t/how-multi-user-workflows-expand-what-is-possible-in-watsonx-orchestrate/1502)
**Author:** [@sue](https://community.abs-consulting.com/u/sue)\
**Replies:** 0\
**Last updated:** [April 29, 2026, 9:40pm UTC](https://community.abs-consulting.com/t/how-multi-user-workflows-expand-what-is-possible-in-watsonx-orchestrate/1502 "2026-04-29T21:40:15Z")
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## [Achieve more with watsonx Orchestrate agentic workflows](https://community.abs-consulting.com/t/achieve-more-with-watsonx-orchestrate-agentic-workflows/1501)
**Author:** [@sue](https://community.abs-consulting.com/u/sue)\
**Replies:** 0\
**Last updated:** [April 29, 2026, 8:59pm UTC](https://community.abs-consulting.com/t/achieve-more-with-watsonx-orchestrate-agentic-workflows/1501 "2026-04-29T20:59:15Z")
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## [GitLab Patch Release: 18.11.2, 18.10.5](https://community.abs-consulting.com/t/gitlab-patch-release-18-11-2-18-10-5/1500)
**Author:** [@sue](https://community.abs-consulting.com/u/sue)\
**Replies:** 0\
**Last updated:** [April 29, 2026, 8:20pm UTC](https://community.abs-consulting.com/t/gitlab-patch-release-18-11-2-18-10-5/1500 "2026-04-29T20:20:15Z")
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## [Teaching software development the easy way using GitLab](https://community.abs-consulting.com/t/teaching-software-development-the-easy-way-using-gitlab/1499)
**Author:** [@tre](https://community.abs-consulting.com/u/tre)\
**Replies:** 0\
**Last updated:** [April 29, 2026, 4:36pm UTC](https://community.abs-consulting.com/t/teaching-software-development-the-easy-way-using-gitlab/1499 "2026-04-29T16:36:14Z")
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## [Is open source safe? Featuring Mixture of Experts](https://community.abs-consulting.com/t/is-open-source-safe-featuring-mixture-of-experts/1498)
**Author:** [@sue](https://community.abs-consulting.com/u/sue)\
**Replies:** 0\
**Last updated:** [April 29, 2026, 12:22pm UTC](https://community.abs-consulting.com/t/is-open-source-safe-featuring-mixture-of-experts/1498 "2026-04-29T12:22:14Z")
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## [Ask an OpenShift Expert | Ep 175 | UX update for Red Hat Advanced Cluster Security (rhacs)](https://community.abs-consulting.com/t/ask-an-openshift-expert-ep-175-ux-update-for-red-hat-advanced-cluster-security-rhacs/1497)
**Author:** [@leslie](https://community.abs-consulting.com/u/leslie)\
**Replies:** 0\
**Last updated:** [April 29, 2026, 8:26am UTC](https://community.abs-consulting.com/t/ask-an-openshift-expert-ep-175-ux-update-for-red-hat-advanced-cluster-security-rhacs/1497 "2026-04-29T08:26:13Z")
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