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2 changes: 1 addition & 1 deletion .powershell/_includes/ClassificationHelpers.ps1
Original file line number Diff line number Diff line change
Expand Up @@ -3,7 +3,7 @@

$batchesInProgress = $null;
$batchesInProgressMax = 40;
$watermarkAgeLimit = 20;
$watermarkAgeLimit = (New-TimeSpan -Start (Get-Date "2025-02-18T09:00:00") -End (Get-Date)).Days
$watermarkScoreLimit = 20
$watermarkCount = 1

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Expand Up @@ -19,11 +19,14 @@
},
"Miscellaneous": {
"category": "Miscellaneous",
"calculated_at": "2025-02-16T11:51:41",
"ai_confidence": 80,
"non_ai_confidence": 0,
"final_score": 72.0,
"reasoning": "The content primarily discusses a personal experience and opinion regarding a specific issue with a blogging tool, which does not align with Agile, Scrum, DevOps, Lean, or Evidence-Based Management frameworks.",
"calculated_at": "2025-03-07T15:51:33",
"ai_confidence": 72.0,
"ai_mentions": 10.0,
"ai_alignment": 60.0,
"ai_depth": 80.0,
"non_ai_confidence": 0,
"final_score": 65.0,
"reasoning": "The content expresses a personal frustration regarding a specific feature of a blogging tool, which does not directly relate to Agile, Scrum, DevOps, or Lean methodologies. While it does not explicitly mention the Miscellaneous category, it aligns with the core themes of personal reflections and anecdotal experiences that lack actionable insights. The depth of discussion is significant as it elaborates on a specific issue faced by the user, but it remains within the realm of personal opinion rather than established practices.",
"level": "Secondary"
},
"Organisational Psychology": {
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Original file line number Diff line number Diff line change
Expand Up @@ -55,11 +55,14 @@
},
"Events and Presentations": {
"category": "Events and Presentations",
"calculated_at": "2025-02-16T11:50:30",
"ai_confidence": 80,
"calculated_at": "2025-03-07T15:51:36",
"ai_confidence": 68.0,
"ai_mentions": 15.0,
"ai_alignment": 35.0,
"ai_depth": 18.0,
"non_ai_confidence": 20,
"final_score": 74.0,
"reasoning": "The content primarily discusses a presentation on Application Lifecycle Management (ALM), detailing the author's preparation and experiences related to presenting at events.",
"final_score": 63.0,
"reasoning": "The content primarily discusses the author's personal experience preparing for a presentation on Application Lifecycle Management (ALM). While it does mention the act of presenting and references events, the focus is more on the author's anxiety and preparation rather than on the event itself or insights related to Agile or DevOps. The discussion lacks depth in terms of sharing knowledge or insights from the presentation, which is crucial for a higher confidence score in this category.",
"level": "Secondary"
},
"Resilience and Change": {
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Original file line number Diff line number Diff line change
Expand Up @@ -19,12 +19,15 @@
},
"Miscellaneous": {
"category": "Miscellaneous",
"calculated_at": "2025-02-17T09:13:18",
"ai_confidence": 50,
"non_ai_confidence": 0,
"final_score": 45.0,
"reasoning": "The content discusses personal experiences and preferences related to working from a mobile device, which does not directly reference Agile, Scrum, DevOps, or Lean principles, but it does touch on tools and technologies in a non-technical manner.",
"level": "Tertiary"
"calculated_at": "2025-03-07T15:51:29",
"ai_confidence": 72.0,
"ai_mentions": 15.0,
"ai_alignment": 35.0,
"ai_depth": 22.0,
"non_ai_confidence": 0,
"final_score": 65.0,
"reasoning": "The content discusses personal experiences and preferences related to working from a mobile device, which does not directly reference Agile, Scrum, DevOps, or Lean methodologies. While it touches on tools like Team Foundation Server, it does so in a non-technical manner and lacks actionable insights or connections to established frameworks. The focus is primarily on personal reflections rather than structured discussions on recognised practices.",
"level": "Secondary"
},
"Organisational Psychology": {
"category": "Organisational Psychology",
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Original file line number Diff line number Diff line change
Expand Up @@ -27,9 +27,7 @@ aliasesArchive:
- /blog/working-from-a-mobile-again-
- /resources/blog/working-from-a-mobile-again
tags:
- Working Software
- Miscellaneous
- Software Development
categories: []
preview: nakedalm-logo-128-link-1-1.png

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Original file line number Diff line number Diff line change
Expand Up @@ -55,12 +55,15 @@
},
"Events and Presentations": {
"category": "Events and Presentations",
"calculated_at": "2025-02-16T11:47:56",
"ai_confidence": 80,
"calculated_at": "2025-03-07T15:51:26",
"ai_confidence": 65.0,
"ai_mentions": 70.0,
"ai_alignment": 60.0,
"ai_depth": 50.0,
"non_ai_confidence": 20,
"final_score": 74.0,
"reasoning": "The content primarily discusses the author's experiences and reflections on their presentations, which aligns with the category of Events and Presentations.",
"level": "Secondary"
"final_score": 60.0,
"reasoning": "The content discusses personal experiences from presentations, indicating a focus on events. However, it lacks detailed insights into specific Agile or DevOps themes, and the discussion is more anecdotal than structured. While it mentions the presentation experience, it does not delve into broader topics relevant to the category, such as workshops or case studies.",
"level": "Tertiary"
},
"Resilience and Change": {
"category": "Resilience and Change",
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Original file line number Diff line number Diff line change
Expand Up @@ -29,7 +29,6 @@ aliasesArchive:
categories: []
preview: nakedalm-logo-128-link-1-1.png
tags:
- Events and Presentations
- Personal

---
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Original file line number Diff line number Diff line change
Expand Up @@ -145,12 +145,15 @@
},
"Install and Configuration": {
"category": "Install and Configuration",
"calculated_at": "2025-02-16T11:46:58",
"ai_confidence": 80,
"calculated_at": "2025-03-07T15:51:23",
"ai_confidence": 65.0,
"ai_mentions": 15.0,
"ai_alignment": 35.0,
"ai_depth": 15.0,
"non_ai_confidence": 10,
"final_score": 73.0,
"reasoning": "The content provides direct links to installation files and mentions different installation types, indicating a focus on the installation process.",
"level": "Secondary"
"final_score": 60.0,
"reasoning": "The content provides direct links to installation files for Windows Live Wave 3, which aligns with the installation aspect of the category. However, it lacks detailed discussion on configuration, best practices, or troubleshooting, limiting its depth and overall alignment with the core themes of the category.",
"level": "Tertiary"
},
"Organisational Agility": {
"category": "Organisational Agility",
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Expand Up @@ -24,6 +24,7 @@ aliasesArchive:
- /resources/blog/windows-live-wave-3
tags:
- Install and Configuration
- Windows
categories: []
preview: nakedalm-logo-128-link-1-1.png

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Expand Up @@ -37,11 +37,14 @@
},
"Technical Excellence": {
"category": "Technical Excellence",
"calculated_at": "2025-02-16T11:44:38",
"ai_confidence": 80,
"non_ai_confidence": 0,
"final_score": 72.0,
"reasoning": "The content primarily discusses the implementation of a custom WPF control for work item tracking in Visual Studio, which involves technical practices related to software development, such as creating modular components and integrating them into existing systems. It focuses on engineering methodologies that enhance the development process, aligning well with the principles of technical excellence.",
"calculated_at": "2025-03-07T15:51:21",
"ai_confidence": 78.0,
"ai_mentions": 15.0,
"ai_alignment": 35.0,
"ai_depth": 28.0,
"non_ai_confidence": 0,
"final_score": 70.0,
"reasoning": "The content primarily focuses on the technical implementation of a WPF control for work item tracking in Visual Studio Team System. It discusses the creation of a custom control, which aligns with technical excellence in terms of modular architecture and the use of specific engineering practices. However, while it provides some technical details, it lacks a broader discussion on methodologies like TDD or CI/CD, which are central to the category of Technical Excellence. Therefore, the confidence score reflects a moderate alignment with the category.",
"level": "Secondary"
},
"Decision Theory": {
Expand Down Expand Up @@ -631,12 +634,15 @@
},
"Engineering Excellence": {
"category": "Engineering Excellence",
"calculated_at": "2025-02-16T12:36:09",
"ai_confidence": 80,
"non_ai_confidence": 0,
"final_score": 72.0,
"reasoning": "The content primarily discusses the creation of a custom WPF work item control for Visual Studio Team System, focusing on coding best practices, software craftsmanship, and engineering processes associated with software development.",
"level": "Secondary"
"calculated_at": "2025-03-07T15:51:15",
"ai_confidence": 32.0,
"ai_mentions": 15.0,
"ai_alignment": 35.0,
"ai_depth": 25.0,
"non_ai_confidence": 0,
"final_score": 29.0,
"reasoning": "The content primarily focuses on the technical implementation of a WPF control for work item tracking in Visual Studio Team System. While it does touch on aspects of software craftsmanship, such as creating reusable components and adhering to interface contracts, it lacks a broader discussion on engineering excellence principles, best practices, or continuous improvement processes. The depth of discussion is limited to specific coding examples without addressing the overarching themes of quality assurance, CI/CD practices, or team collaboration.",
"level": "Quaternary"
},
"Hypothesis Driven Development": {
"category": "Hypothesis Driven Development",
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Expand Up @@ -8,7 +8,7 @@ ResourceImportId: 191
ResourceImportSource: Wordpress
ResourceImportOriginalSource: GeeksWithBlogs
date: 2008-09-19
weight: 640
weight: 855
creator: Martin Hinshelwood
layout: blog
resourceTypes: blog
Expand All @@ -24,8 +24,7 @@ aliasesArchive:
- /resources/blog/creating-a-wpf-work-item-control
tags:
- Software Development
categories:
- Engineering Excellence
categories: []
preview: metro-visual-studio-2005-128-link-6-6.png

---
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Expand Up @@ -181,12 +181,15 @@
},
"News and Reviews": {
"category": "News and Reviews",
"calculated_at": "2025-02-16T11:42:20",
"ai_confidence": 80,
"calculated_at": "2025-03-07T15:51:03",
"ai_confidence": 55.0,
"ai_mentions": 60.0,
"ai_alignment": 50.0,
"ai_depth": 50.0,
"non_ai_confidence": 10,
"final_score": 73.0,
"reasoning": "The content primarily discusses a recent announcement from Microsoft regarding the combination of two Visual Studio products, which aligns with industry news relevant to technology and development tools.",
"level": "Secondary"
"final_score": 50.0,
"reasoning": "The content mentions a significant announcement from Microsoft regarding the combination of two Visual Studio products, which aligns with industry news. However, it lacks depth in discussing implications or providing a review of the products, resulting in a moderate confidence score.",
"level": "Tertiary"
},
"Business Agility": {
"category": "Business Agility",
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Expand Up @@ -24,6 +24,9 @@ aliasesArchive:
- /resources/blog/development-and-database-combined
tags:
- News and Reviews
- Products and Books
- Software Development
- Application Lifecycle Management
preview: nakedalm-logo-128-link-1-1.png
categories: []

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Original file line number Diff line number Diff line change
Expand Up @@ -19,12 +19,15 @@
},
"Miscellaneous": {
"category": "Miscellaneous",
"calculated_at": "2025-02-17T09:13:18",
"ai_confidence": 50,
"non_ai_confidence": 0,
"final_score": 45.0,
"reasoning": "The content primarily discusses the author's personal achievement of becoming a Team System MVP, which is anecdotal and does not directly reference Agile, Scrum, DevOps, or Lean principles.",
"level": "Tertiary"
"calculated_at": "2025-03-07T15:51:10",
"ai_confidence": 72.0,
"ai_mentions": 10.0,
"ai_alignment": 60.0,
"ai_depth": 90.0,
"non_ai_confidence": 0,
"final_score": 65.0,
"reasoning": "The content primarily focuses on the author's personal achievement of becoming a Team System MVP, which does not directly reference Agile, Scrum, DevOps, or Lean methodologies. While it touches on personal experiences and aspirations, it lacks actionable insights or connections to established frameworks. The discussion is anecdotal and does not delve into any specific Agile principles, making it a suitable fit for the Miscellaneous category.",
"level": "Secondary"
},
"Organisational Psychology": {
"category": "Organisational Psychology",
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Expand Up @@ -23,8 +23,6 @@ aliasesArchive:
- /team-system-mvp
- /resources/blog/team-system-mvp
tags:
- Personal
- News and Reviews
- Miscellaneous
categories: []
preview: metro-award-link-1-1.png
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Original file line number Diff line number Diff line change
Expand Up @@ -433,12 +433,15 @@
},
"Technical Mastery": {
"category": "Technical Mastery",
"calculated_at": "2025-02-16T11:43:27",
"ai_confidence": 80,
"non_ai_confidence": 0,
"final_score": 72.0,
"reasoning": "The content primarily discusses a specific implementation technique for syncing collections in .NET, which relates to software craftsmanship and engineering practices.",
"level": "Secondary"
"calculated_at": "2025-03-07T15:50:54",
"ai_confidence": 67.0,
"ai_mentions": 15.0,
"ai_alignment": 35.0,
"ai_depth": 50.0,
"non_ai_confidence": 0,
"final_score": 60.0,
"reasoning": "The content primarily focuses on a specific coding solution for synchronising lists in .NET, which demonstrates a technical skill. However, while it touches on aspects of software craftsmanship, such as code quality and threading considerations, it lacks a broader discussion on best practices, principles, or methodologies that would elevate it to a comprehensive exploration of Technical Mastery. The depth of the discussion is moderate, providing a clear example but not delving into the implications or best practices surrounding the technique.",
"level": "Tertiary"
},
"Accountability": {
"category": "Accountability",
Expand Down Expand Up @@ -631,12 +634,15 @@
},
"Engineering Excellence": {
"category": "Engineering Excellence",
"calculated_at": "2025-02-17T09:13:18",
"ai_confidence": 50,
"non_ai_confidence": 0,
"final_score": 45.0,
"reasoning": "The content discusses a technical implementation of syncing lists in software development, which relates to software craftsmanship and coding practices. However, it does not extensively address broader topics of engineering excellence such as best practices, continuous improvement, or systematic quality assurance.",
"level": "Tertiary"
"calculated_at": "2025-03-07T15:50:48",
"ai_confidence": 32.0,
"ai_mentions": 5,
"ai_alignment": 15,
"ai_depth": 12,
"non_ai_confidence": 0,
"final_score": 29.0,
"reasoning": "The content primarily focuses on a specific coding implementation for synchronising lists in .NET, which does not directly address broader themes of engineering excellence such as software craftsmanship, best practices, or continuous improvement. While it does touch on coding practices, it lacks a comprehensive discussion on quality assurance, testing methodologies, or the impact of such practices on overall engineering performance. The technical details provided are more about a specific solution rather than promoting high standards in software development.",
"level": "Quaternary"
},
"Hypothesis Driven Development": {
"category": "Hypothesis Driven Development",
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Original file line number Diff line number Diff line change
Expand Up @@ -8,7 +8,7 @@ ResourceImportId: 188
ResourceImportSource: Wordpress
ResourceImportOriginalSource: GeeksWithBlogs
date: 2008-10-13
weight: 775
weight: 855
creator: Martin Hinshelwood
layout: blog
resourceTypes: blog
Expand All @@ -28,9 +28,7 @@ aliasesArchive:
- /resources/blog/sync-extension-for-listscollections-or-whatever
tags:
- Software Development
- Technical Mastery
categories:
- Engineering Excellence
categories: []
preview: metro-binary-vb-128-link-1-1.png

---
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Original file line number Diff line number Diff line change
Expand Up @@ -19,11 +19,14 @@
},
"Miscellaneous": {
"category": "Miscellaneous",
"calculated_at": "2025-02-16T11:33:09",
"ai_confidence": 80,
"non_ai_confidence": 0,
"final_score": 72.0,
"reasoning": "The content primarily discusses issues related to source control and branching strategies without directly referencing Agile, Scrum, DevOps, or Lean principles.",
"calculated_at": "2025-03-07T15:50:44",
"ai_confidence": 72.0,
"ai_mentions": 15.0,
"ai_alignment": 35.0,
"ai_depth": 22.0,
"non_ai_confidence": 0,
"final_score": 65.0,
"reasoning": "The content primarily discusses a specific issue related to source control and branching strategies, which does not directly reference Agile, Scrum, DevOps, or Lean principles. While it touches on the challenges faced in a team environment, it lacks a structured discussion of recognised methodologies or actionable insights. The mention of TFS as an ALM tool indicates a broader context but does not align with specific frameworks, thus fitting the Miscellaneous category. However, the depth of discussion on the technical issue and the steps taken to resolve it provides some level of detail, contributing to a moderate confidence score.",
"level": "Secondary"
},
"Organisational Psychology": {
Expand Down Expand Up @@ -73,12 +76,15 @@
},
"DevOps": {
"category": "DevOps",
"calculated_at": "2025-02-17T09:13:17",
"ai_confidence": 50,
"non_ai_confidence": 0,
"final_score": 45.0,
"reasoning": "The content discusses source control management and branching strategies, which are relevant to DevOps practices, but the primary focus is on personal experiences and challenges rather than a comprehensive discussion of DevOps principles.",
"level": "Tertiary"
"calculated_at": "2025-03-07T15:50:37",
"ai_confidence": 42.0,
"ai_mentions": 15.0,
"ai_alignment": 35.0,
"ai_depth": 30.0,
"non_ai_confidence": 0,
"final_score": 38.0,
"reasoning": "The content discusses issues related to source control and branching strategies, which are relevant to DevOps practices. However, it primarily focuses on a specific incident rather than broader DevOps principles or practices. While there are mentions of tools like TFS and some aspects of version control, the discussion lacks depth in terms of automation, CI/CD, or cultural shifts necessary for DevOps. Therefore, it aligns with the category but does not provide a comprehensive exploration of DevOps concepts.",
"level": "Quaternary"
},
"AI and Automation in Agility": {
"category": "AI and Automation in Agility",
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Original file line number Diff line number Diff line change
Expand Up @@ -32,14 +32,13 @@ tags:
- Practical Techniques and Tooling
- Application Lifecycle Management
- Azure Repos
- Miscellaneous
- Operational Practices
- Pragmatic Thinking
- Software Development
- Troubleshooting
- Miscellaneous
preview: nakedalm-logo-128-link-2-1.png
categories:
- DevOps
- Engineering Excellence

---
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