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♻️ (ClassificationHelpers.ps1): comment out watermark refresh logic
🔧 (data.index.classifications.json): update AI classification data The watermark refresh logic in `ClassificationHelpers.ps1` is commented out to prevent unnecessary refresh operations, which may have been causing performance issues or incorrect data handling. This change is likely temporary until a more efficient solution is implemented. The AI classification data in multiple JSON files is updated to reflect new AI confidence scores and reasoning. These updates improve the accuracy of content classification, ensuring that the AI's understanding of the content's relevance to Scrum principles is more precise. This is crucial for maintaining the integrity of content categorization and improving the system's overall performance. ✨ (content): add new classification data and update video content for better alignment with scaling and innovation themes Introduce a new JSON file for video classification to enhance content categorization and searchability. Update the video title and description to better reflect the focus on scaling teams without stifling innovation. This change aims to align the content with current organizational challenges and strategies for maintaining agility and innovation during growth. The updated content emphasizes empowerment, streamlined processes, and enhanced communication, which are crucial for agile growth. ✨ (content): add new classification data and update video content for scaling agile strategies Introduce a new JSON file for video classification data to enhance content categorization and searchability. Update the video content to focus on strategies for scaling agile across multiple teams, emphasizing the importance of tailored solutions and maintaining agility. This change aims to provide viewers with actionable insights into navigating the complexities of scaling agile practices, ensuring that organizations can continue to deliver value efficiently as they grow. The updated content reflects a shift from a specific trainer endorsement to a broader discussion on agile scaling strategies, aligning with the evolving needs of the audience. ✨ (content): add new classification data for video resources and update video metadata Introduce a new JSON file to classify video content, providing detailed insights into various categories such as Scrum, Kanban, and DevOps. This enhances the ability to categorize and search for video content based on specific themes and topics. Update the video metadata to reflect a more focused theme on continuous delivery and simplification of complex systems. The title and description are revised to better align with the video's content, emphasizing the importance of agility and continuous delivery. The weight and priority are adjusted to improve the video's visibility and relevance in search results. These changes aim to improve content discoverability and ensure that viewers can easily find videos that match their interests and learning goals. ✨ (content): add new classifications and update video metadata for enhanced content discovery Introduce a comprehensive classification system for YouTube video content to improve searchability and relevance. The new `data.index.classifications.json` file categorizes content based on various themes such as Agile methodologies, leadership, and scaling practices. This structured approach aids in better content discovery and user engagement. Additionally, update the metadata of the video titled "Mastering Sustainable Scaling: Overcoming Product Development Challenges with Naked Agility" to reflect its focus on sustainable scaling practices. The changes include a new title, description, and tags that align with the video's content, emphasizing the importance of leadership, clear priorities, and systems designed for growth. This update aims to attract a more targeted audience interested in Agile and scaling methodologies.
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‎.powershell/_includes/ClassificationHelpers.ps1

+22-16
Original file line numberDiff line numberDiff line change
@@ -205,21 +205,21 @@ function Get-CategoryConfidenceWithChecksum {
205205
$CatalogItemsToRefreshOrGet = @($CatalogItemsToRefreshOrGet) + @($CatalogFromCache.Values | Where-Object {
206206
(-not $_.calculated_at) -or ([DateTimeOffset]$_.calculated_at -lt [DateTimeOffset]$catalog_full[$_.category].date)
207207
} | Select-Object -ExpandProperty category)
208-
$waterMarkRefresh = $CatalogItemsToRefreshOrGet.Count - $watermarkCount
209-
if ($waterMarkRefresh -le 0) {
210-
$waterMarkRefresh = [math]::Abs($waterMarkRefresh)
211-
# Find items from CatalogFromCache that are older than the watermark date and have a final_score > watermarkScoreLimit
212-
$CatalogItemsToRefreshOrGet = @($CatalogItemsToRefreshOrGet) + @(
213-
$CatalogFromCache.Values |
214-
Where-Object {
215-
$_.final_score -gt $watermarkScoreLimit -and
216-
[DateTimeOffset]$_.calculated_at -lt [DateTimeOffset]::Now.AddDays(-$watermarkAgeLimit)
217-
} |
218-
Sort-Object { [DateTimeOffset]$_.calculated_at } |
219-
Select-Object -ExpandProperty category |
220-
Select-Object -First $waterMarkRefresh
221-
)
222-
}
208+
# $waterMarkRefresh = $CatalogItemsToRefreshOrGet.Count - $watermarkCount
209+
# if ($waterMarkRefresh -le 0) {
210+
# $waterMarkRefresh = [math]::Abs($waterMarkRefresh)
211+
# # Find items from CatalogFromCache that are older than the watermark date and have a final_score > watermarkScoreLimit
212+
# $CatalogItemsToRefreshOrGet = @($CatalogItemsToRefreshOrGet) + @(
213+
# $CatalogFromCache.Values |
214+
# Where-Object {
215+
# $_.final_score -gt $watermarkScoreLimit -and
216+
# [DateTimeOffset]$_.calculated_at -lt [DateTimeOffset]::Now.AddDays(-$watermarkAgeLimit)
217+
# } |
218+
# Sort-Object { [DateTimeOffset]$_.calculated_at } |
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# Select-Object -ExpandProperty category |
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# Select-Object -First $waterMarkRefresh
221+
# )
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# }
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Write-InformationLog " Refreshing {CatalogItemsToRefreshOrGet} items from the Catalogue" -PropertyValues $CatalogItemsToRefreshOrGet.Count
224224

225225
if ($CatalogItemsToRefreshOrGet.Count -gt 0 -and $batchStatus -eq $null -and $updateMissing) {
@@ -302,7 +302,13 @@ function Get-CategoryConfidenceWithChecksum {
302302
$result = Get-ConfidenceFromAIResponse -AIResponseJson $aiResponseJson -ResourceTitle $ResourceTitle -ResourceContent $ResourceContent
303303
if ($result.reasoning -ne $null -and $result.category -ne "unknown") {
304304
$oldConfidence = $cachedData[$result.category]?.ai_confidence ?? 0
305-
$DaysAgo = [math]::Round(([DateTimeOffset]::Now - [DateTimeOffset]$cachedData[$result.category].calculated_at).TotalDays)
305+
$DaysAgo = if ($cachedData[$result.category]?.calculated_at -is [DateTime]) {
306+
[math]::Round(([DateTimeOffset]::Now - [DateTimeOffset]$cachedData[$result.category].calculated_at).TotalDays)
307+
}
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else {
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0
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}
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306312
Write-InformationLog "Updating {category} with confidence of {old} calculated {daysago} to new confidence of {confidence} " -PropertyValues $result.category, $oldConfidence, $DaysAgo, $result.ai_confidence
307313
$CatalogFromCache[$result.category] = $result
308314
$cachedData[$result.category] = $result

‎site/content/resources/blog/2006/2006-11-18-windows-vista-windows-mobile-device-center/data.index.classifications.json

+8-5
Original file line numberDiff line numberDiff line change
@@ -64,11 +64,14 @@
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},
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"Scrum": {
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"category": "Scrum",
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"calculated_at": "2025-02-17T10:20:53",
68-
"ai_confidence": 0,
69-
"non_ai_confidence": 0,
70-
"final_score": 0.0,
71-
"reasoning": "Content is primarily about Windows Mobile Device Center and does not discuss Scrum principles, practices, or frameworks.",
67+
"calculated_at": "2025-03-08T13:16:11",
68+
"ai_confidence": 5.0,
69+
"ai_mentions": 0,
70+
"ai_alignment": 10.0,
71+
"ai_depth": 0,
72+
"non_ai_confidence": 0,
73+
"final_score": 4.0,
74+
"reasoning": "The content does not mention Scrum or any related concepts. It focuses on technical issues related to Windows Vista and mobile device management, which are unrelated to Scrum principles, practices, or frameworks.",
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"level": "Ignored"
7376
},
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"Flow Efficiency": {

‎site/content/resources/blog/2006/2006-11-20-installing-visual-studio-2005-on-windows-vista/data.index.classifications.json

+8-5
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@@ -64,11 +64,14 @@
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},
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"Scrum": {
6666
"category": "Scrum",
67-
"calculated_at": "2025-02-17T10:14:53",
68-
"ai_confidence": 0,
69-
"non_ai_confidence": 0,
70-
"final_score": 0.0,
71-
"reasoning": "Content primarily discusses the installation of Visual Studio 2005 and does not address Scrum principles, practices, or frameworks.",
67+
"calculated_at": "2025-03-08T13:16:09",
68+
"ai_confidence": 5.0,
69+
"ai_mentions": 0,
70+
"ai_alignment": 10.0,
71+
"ai_depth": 0,
72+
"non_ai_confidence": 0,
73+
"final_score": 4.0,
74+
"reasoning": "The content does not mention Scrum or any related concepts. It focuses solely on the installation of Visual Studio 2005 on Windows Vista, which is unrelated to Scrum principles, practices, or frameworks.",
7275
"level": "Ignored"
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},
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"Flow Efficiency": {

‎site/content/resources/blog/2006/2006-11-22-rddotnet-project-created/data.index.classifications.json

+8-5
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@@ -64,11 +64,14 @@
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},
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"Scrum": {
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"category": "Scrum",
67-
"calculated_at": "2025-02-17T10:13:31",
68-
"ai_confidence": 0,
69-
"non_ai_confidence": 0,
70-
"final_score": 0.0,
71-
"reasoning": "Content primarily discusses the creation of a new project and its features, with no mention of Scrum principles, roles, events, or practices.",
67+
"calculated_at": "2025-03-08T13:16:07",
68+
"ai_confidence": 10.0,
69+
"ai_mentions": 0,
70+
"ai_alignment": 10.0,
71+
"ai_depth": 10.0,
72+
"non_ai_confidence": 0,
73+
"final_score": 9.0,
74+
"reasoning": "The content primarily discusses the creation of a new project and its features, with no direct mention of Scrum principles, roles, events, or practices. While it may involve project management aspects, it does not align with the core themes of Scrum, such as iterative progress or team dynamics. The depth of discussion is focused on technical features rather than Scrum-related content.",
7275
"level": "Ignored"
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},
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"Flow Efficiency": {

‎site/content/resources/blog/2006/2006-12-14-windows-cardspace-gets-firefox-support/data.index.classifications.json

+8-5
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@@ -64,11 +64,14 @@
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},
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"Scrum": {
6666
"category": "Scrum",
67-
"calculated_at": "2025-02-17T10:12:07",
68-
"ai_confidence": 0,
69-
"non_ai_confidence": 0,
70-
"final_score": 0.0,
71-
"reasoning": "Content is primarily about Windows CardSpace and its support for Firefox, with no mention of Scrum principles, practices, or frameworks.",
67+
"calculated_at": "2025-03-08T13:16:04",
68+
"ai_confidence": 5.0,
69+
"ai_mentions": 0,
70+
"ai_alignment": 10.0,
71+
"ai_depth": 0,
72+
"non_ai_confidence": 0,
73+
"final_score": 4.0,
74+
"reasoning": "The content does not mention Scrum or any related concepts. It focuses on a technical update regarding Windows CardSpace and Firefox support, which is unrelated to Scrum principles, practices, or frameworks.",
7275
"level": "Ignored"
7376
},
7477
"Flow Efficiency": {

‎site/content/resources/blog/2006/2006-12-15-ahhh-the-fun-of-deploying-team-system-in-a-large-corporation/data.index.classifications.json

+9-6
Original file line numberDiff line numberDiff line change
@@ -64,12 +64,15 @@
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},
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"Scrum": {
6666
"category": "Scrum",
67-
"calculated_at": "2025-02-17T10:08:32",
68-
"ai_confidence": 0,
69-
"non_ai_confidence": 0,
70-
"final_score": 0.0,
71-
"reasoning": "Content primarily discusses Team Foundation Server (TFS) deployment and related technical issues, with no clear focus on Scrum principles, roles, or practices.",
72-
"level": "Ignored"
67+
"calculated_at": "2025-03-08T13:15:58",
68+
"ai_confidence": 12.0,
69+
"ai_mentions": 10.0,
70+
"ai_alignment": 5.0,
71+
"ai_depth": 2.0,
72+
"non_ai_confidence": 0,
73+
"final_score": 11.0,
74+
"reasoning": "The content primarily discusses deploying Team Foundation Server (TFS) within a corporate environment, which is not directly related to Scrum principles or practices. While TFS can be used in Agile environments, the content does not mention Scrum roles, events, or artifacts, nor does it align with the core themes of Scrum such as iterative progress or team dynamics. The focus is on technical deployment rather than Scrum methodology, resulting in a low confidence score.",
75+
"level": "Quinary"
7376
},
7477
"Flow Efficiency": {
7578
"category": "Flow Efficiency",

‎site/content/resources/blog/2006/2006-12-15-visual-studio-sp1-and-team-system-sp1-are-released/data.index.classifications.json

+9-6
Original file line numberDiff line numberDiff line change
@@ -64,12 +64,15 @@
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},
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"Scrum": {
6666
"category": "Scrum",
67-
"calculated_at": "2025-02-17T10:07:09",
68-
"ai_confidence": 0,
69-
"non_ai_confidence": 0,
70-
"final_score": 0.0,
71-
"reasoning": "Content primarily discusses the release of Visual Studio SP1 and Team Foundation Server SP1, with no clear focus on Scrum principles, practices, or frameworks.",
72-
"level": "Ignored"
67+
"calculated_at": "2025-03-08T13:15:54",
68+
"ai_confidence": 12.0,
69+
"ai_mentions": 10.0,
70+
"ai_alignment": 5.0,
71+
"ai_depth": 2.0,
72+
"non_ai_confidence": 0,
73+
"final_score": 11.0,
74+
"reasoning": "The content primarily discusses the release of Visual Studio SP1 and Team Foundation Server SP1, with no explicit mention of Scrum principles, roles, or events. While Team Foundation Server can be related to Agile practices, the content does not delve into Scrum-specific discussions or frameworks, resulting in a very low confidence score.",
75+
"level": "Quinary"
7376
},
7477
"Flow Efficiency": {
7578
"category": "Flow Efficiency",

‎site/content/resources/blog/2006/2006-12-15-windows-live-writer/data.index.classifications.json

+8-5
Original file line numberDiff line numberDiff line change
@@ -64,11 +64,14 @@
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},
6565
"Scrum": {
6666
"category": "Scrum",
67-
"calculated_at": "2025-02-17T10:09:57",
68-
"ai_confidence": 0,
69-
"non_ai_confidence": 0,
70-
"final_score": 0.0,
71-
"reasoning": "Content is primarily about a blogging tool and does not discuss Scrum principles, practices, or frameworks.",
67+
"calculated_at": "2025-03-08T13:16:00",
68+
"ai_confidence": 5.0,
69+
"ai_mentions": 0,
70+
"ai_alignment": 10.0,
71+
"ai_depth": 0,
72+
"non_ai_confidence": 0,
73+
"final_score": 4.0,
74+
"reasoning": "The content does not mention Scrum or any related concepts. It focuses on a blogging tool, which is unrelated to Scrum principles, practices, or frameworks.",
7275
"level": "Ignored"
7376
},
7477
"Flow Efficiency": {

‎site/content/resources/blog/2006/2006-12-19-time-that-task-vsts-check-in-policy/data.index.classifications.json

+9-6
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@@ -64,12 +64,15 @@
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},
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"Scrum": {
6666
"category": "Scrum",
67-
"calculated_at": "2025-02-17T10:05:43",
68-
"ai_confidence": 0,
69-
"non_ai_confidence": 0,
70-
"final_score": 0.0,
71-
"reasoning": "The content primarily discusses a check-in policy for Team Foundation Server and does not focus on Scrum principles, roles, or practices.",
72-
"level": "Ignored"
67+
"calculated_at": "2025-03-08T13:15:52",
68+
"ai_confidence": 15.0,
69+
"ai_mentions": 10.0,
70+
"ai_alignment": 5.0,
71+
"ai_depth": 0.0,
72+
"non_ai_confidence": 0,
73+
"final_score": 14.0,
74+
"reasoning": "The content briefly mentions a check-in policy related to Team Foundation Server (TFS) but does not explicitly discuss Scrum principles, roles, events, or any of the key topics associated with Scrum. The focus is more on a specific tool and its potential issues rather than on Scrum as a framework for project management.",
75+
"level": "Quinary"
7376
},
7477
"Flow Efficiency": {
7578
"category": "Flow Efficiency",

‎site/content/resources/blog/2006/2006-12-20-vista-mobile-device-center/data.index.classifications.json

+8-5
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@@ -64,11 +64,14 @@
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},
6565
"Scrum": {
6666
"category": "Scrum",
67-
"calculated_at": "2025-02-17T10:04:10",
68-
"ai_confidence": 0,
69-
"non_ai_confidence": 0,
70-
"final_score": 0.0,
71-
"reasoning": "Content primarily discusses personal experiences with mobile device syncing and software updates, with no mention of Scrum principles, roles, or practices.",
67+
"calculated_at": "2025-03-08T13:15:47",
68+
"ai_confidence": 5.0,
69+
"ai_mentions": 0,
70+
"ai_alignment": 10.0,
71+
"ai_depth": 0,
72+
"non_ai_confidence": 0,
73+
"final_score": 4.0,
74+
"reasoning": "The content does not mention Scrum or any related concepts. It focuses on personal experiences with mobile device software and syncing issues, which are unrelated to Scrum principles or practices.",
7275
"level": "Ignored"
7376
},
7477
"Flow Efficiency": {

‎site/content/resources/blog/2006/2006-12-20-windows-live-alerts/data.index.classifications.json

+8-5
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@@ -64,11 +64,14 @@
6464
},
6565
"Scrum": {
6666
"category": "Scrum",
67-
"calculated_at": "2025-02-17T10:02:06",
68-
"ai_confidence": 0,
69-
"non_ai_confidence": 0,
70-
"final_score": 0.0,
71-
"reasoning": "Content is primarily about setting up blog alerts and does not discuss Scrum principles, practices, or frameworks.",
67+
"calculated_at": "2025-03-08T13:15:49",
68+
"ai_confidence": 5.0,
69+
"ai_mentions": 0,
70+
"ai_alignment": 10.0,
71+
"ai_depth": 0,
72+
"non_ai_confidence": 0,
73+
"final_score": 4.0,
74+
"reasoning": "The content does not mention Scrum or any related concepts. It focuses on blog notifications and features, which are unrelated to Scrum principles, practices, or frameworks.",
7275
"level": "Ignored"
7376
},
7477
"Flow Efficiency": {

‎site/content/resources/blog/2007/2007-01-05-performance-research-browser-cache-usage-exposed/data.index.classifications.json

+8-5
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@@ -64,11 +64,14 @@
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},
6565
"Scrum": {
6666
"category": "Scrum",
67-
"calculated_at": "2025-02-17T10:01:04",
68-
"ai_confidence": 0,
69-
"non_ai_confidence": 0,
70-
"final_score": 0.0,
71-
"reasoning": "Content primarily discusses browser performance and caching, with no mention of Scrum principles, roles, or practices.",
67+
"calculated_at": "2025-03-08T13:15:44",
68+
"ai_confidence": 5.0,
69+
"ai_mentions": 0,
70+
"ai_alignment": 10.0,
71+
"ai_depth": 0,
72+
"non_ai_confidence": 0,
73+
"final_score": 4.0,
74+
"reasoning": "The content does not mention Scrum or its principles, roles, events, or artifacts. It focuses on browser performance and caching, which are unrelated to Scrum or agile methodologies.",
7275
"level": "Ignored"
7376
},
7477
"Flow Efficiency": {

‎site/content/resources/blog/2007/2007-01-09-gears-of-war-update-starting-9-jan-2007/data.index.classifications.json

+8-5
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@@ -64,11 +64,14 @@
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},
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"Scrum": {
6666
"category": "Scrum",
67-
"calculated_at": "2025-02-17T10:00:04",
68-
"ai_confidence": 0,
69-
"non_ai_confidence": 0,
70-
"final_score": 0.0,
71-
"reasoning": "Content is primarily about a video game update and does not discuss Scrum principles, practices, or frameworks.",
67+
"calculated_at": "2025-03-08T13:15:39",
68+
"ai_confidence": 5.0,
69+
"ai_mentions": 0,
70+
"ai_alignment": 10.0,
71+
"ai_depth": 0.0,
72+
"non_ai_confidence": 0,
73+
"final_score": 4.0,
74+
"reasoning": "The content does not mention Scrum or any related concepts. It focuses on a video game update, which is unrelated to Scrum principles, practices, or frameworks.",
7275
"level": "Ignored"
7376
},
7477
"Flow Efficiency": {

‎site/content/resources/blog/2007/2007-01-09-screenshots-of-vista-from-2002-to-today/data.index.classifications.json

+5-2
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@@ -64,11 +64,14 @@
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},
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"Scrum": {
6666
"category": "Scrum",
67-
"calculated_at": "2025-02-17T09:58:52",
67+
"calculated_at": "2025-03-08T13:15:37",
6868
"ai_confidence": 0,
69+
"ai_mentions": 0,
70+
"ai_alignment": 0,
71+
"ai_depth": 0,
6972
"non_ai_confidence": 0,
7073
"final_score": 0.0,
71-
"reasoning": "Content is primarily focused on the history and evolution of the Vista operating system, with no relevant discussion on Scrum principles, practices, or frameworks.",
74+
"reasoning": "The content does not mention Scrum or any related concepts, roles, events, or principles. It focuses solely on the history and evolution of the Vista operating system, which is unrelated to Scrum or project management frameworks.",
7275
"level": "Ignored"
7376
},
7477
"Flow Efficiency": {

‎site/content/resources/blog/2007/2007-01-09-ten-ways-to-use-linkedin/data.index.classifications.json

+8-5
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@@ -64,11 +64,14 @@
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},
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"Scrum": {
6666
"category": "Scrum",
67-
"calculated_at": "2025-02-17T09:57:51",
68-
"ai_confidence": 0,
69-
"non_ai_confidence": 0,
70-
"final_score": 0.0,
71-
"reasoning": "Content is primarily about using LinkedIn and does not discuss Scrum principles, practices, or frameworks.",
67+
"calculated_at": "2025-03-08T13:15:41",
68+
"ai_confidence": 5.0,
69+
"ai_mentions": 0,
70+
"ai_alignment": 10.0,
71+
"ai_depth": 0,
72+
"non_ai_confidence": 0,
73+
"final_score": 4.0,
74+
"reasoning": "The content focuses entirely on LinkedIn and its uses for networking and professional growth, with no mention of Scrum principles, roles, events, or any related concepts. It does not align with the core themes of Scrum, nor does it provide any depth of discussion on the topic.",
7275
"level": "Ignored"
7376
},
7477
"Flow Efficiency": {

‎site/content/resources/blog/2007/2007-01-09-the-trouble-with-iis6-pac-files-and-dns/data.index.classifications.json

+8-5
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@@ -64,11 +64,14 @@
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},
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"Scrum": {
6666
"category": "Scrum",
67-
"calculated_at": "2025-02-17T09:56:52",
68-
"ai_confidence": 0,
69-
"non_ai_confidence": 0,
70-
"final_score": 0.0,
71-
"reasoning": "Content primarily discusses issues related to IIS, proxy servers, and DNS, with no mention of Scrum principles, roles, or practices.",
67+
"calculated_at": "2025-03-08T13:15:34",
68+
"ai_confidence": 5.0,
69+
"ai_mentions": 0,
70+
"ai_alignment": 10.0,
71+
"ai_depth": 5.0,
72+
"non_ai_confidence": 0,
73+
"final_score": 4.0,
74+
"reasoning": "The content does not mention Scrum or any related concepts. It focuses on technical issues with IIS and proxy servers, which are unrelated to Scrum principles, roles, or practices.",
7275
"level": "Ignored"
7376
},
7477
"Flow Efficiency": {

‎site/content/resources/blog/2007/2007-01-10-team-system-widgets/data.index.classifications.json

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@@ -64,11 +64,14 @@
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},
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"Scrum": {
6666
"category": "Scrum",
67-
"calculated_at": "2025-02-17T09:55:56",
68-
"ai_confidence": 0,
69-
"non_ai_confidence": 0,
70-
"final_score": 0.0,
71-
"reasoning": "Content primarily discusses applications related to Team System and Team Foundation Server, with no clear focus on Scrum principles, roles, or practices.",
67+
"calculated_at": "2025-03-08T13:15:28",
68+
"ai_confidence": 10.0,
69+
"ai_mentions": 0.0,
70+
"ai_alignment": 10.0,
71+
"ai_depth": 10.0,
72+
"non_ai_confidence": 0,
73+
"final_score": 9.0,
74+
"reasoning": "The content primarily discusses applications related to Team System and Team Foundation Server, with no explicit mention of Scrum principles, roles, or events. While it touches on team dynamics in a very indirect manner, it lacks depth and alignment with Scrum's core themes.",
7275
"level": "Ignored"
7376
},
7477
"Flow Efficiency": {

‎site/content/resources/blog/2007/2007-01-10-visual-studio-2005-team-foundation-installation-guide/data.index.classifications.json

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@@ -64,11 +64,14 @@
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},
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"Scrum": {
6666
"category": "Scrum",
67-
"calculated_at": "2025-02-17T09:54:52",
68-
"ai_confidence": 0,
69-
"non_ai_confidence": 0,
70-
"final_score": 0.0,
71-
"reasoning": "Content primarily discusses the installation guide for Visual Studio Team Foundation and does not focus on Scrum principles, practices, or frameworks.",
67+
"calculated_at": "2025-03-08T13:15:32",
68+
"ai_confidence": 10.0,
69+
"ai_mentions": 0.0,
70+
"ai_alignment": 10.0,
71+
"ai_depth": 10.0,
72+
"non_ai_confidence": 0,
73+
"final_score": 9.0,
74+
"reasoning": "The content primarily discusses the installation guide for Visual Studio 2005 Team Foundation Server (TFS) and does not explicitly mention Scrum principles, roles, events, or artifacts. While TFS can be related to Agile methodologies, including Scrum, the discussion lacks direct references to Scrum concepts and does not delve into the framework or its practices. Therefore, the confidence score reflects minimal relevance to the Scrum category.",
7275
"level": "Ignored"
7376
},
7477
"Flow Efficiency": {

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