Pipeline run

7c048c94-108d-4f5f-ba00-e7c280685bcc

Pipeline LLM cost (USD)

API 1: $0.0067 API 2: $0.0011 API 3: $0.0000 Total: $0.0078

Client output enrichment

v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA description

Nature of work · Microsoft 365 / Collaboration / Identity & Security Administration

Administer and improve Microsoft 365 and security services across email, identity, collaboration, and endpoint tools, while automating work with PowerShell/Python and Graph. Also supports migration/change efforts and adoption of Copilot/Power Platform capabilities.

""Experience in large or complex enterprise environments.""

Tech stack maturity

Mainstream Modern

The skill set centers on widely adopted Microsoft cloud security and identity tools like Azure AD, Sentinel, Defender for Endpoint, and standard email authentication mechanisms, which align with a modern but not bleeding-edge cloud stack.

AI index (0 = no AI use, 5 = totally AI-dependent · v2.1)

0.50 / 5

· Title match

✓ Has AI skill

· AI skill (primary)

✓ AI skill (secondary)

· On AI team

· Builds AI products

vocab breakdown (legacy)

Assistants (×1): Copilot

Frameworks (×2): —

Models / concepts (×3): GenAI

Evidence — skills matched in JD (31)

Microsoft 365 Teams SharePoint Online OneDrive Exchange Online Google Workspace DMARC DKIM SPF Entra ID Azure AD Microsoft Defender for Office 365 Microsoft Defender for Endpoint Microsoft Defender for Cloud Apps Microsoft Defender for Identity Microsoft Sentinel PowerShell Python Microsoft Graph DLP retention eDiscovery sensitivity labels Adobe Smartsheet +6

Skill cluster (4 dimension groups, role-scoped)

Identity and Access Architecture

Azure AD

Programming Languages and Scripting

PowerShell

Python Programming

Python

Cross-cutting / unaligned

Microsoft 365 Teams SharePoint Online OneDrive Exchange Online Google Workspace DMARC DKIM SPF Entra ID Microsoft Defender for Office 365 Microsoft Defender for Endpoint Microsoft Defender for Cloud Apps Microsoft Defender for Identity Microsoft Sentinel Microsoft Graph DLP retention eDiscovery sensitivity labels Adobe Smartsheet Intune ShareGate Microsoft Migration Manager BitTitan Copilot Power Platform

Show KRA description ↓

• Proven knowledge and experience with Microsoft 365 inclusive if other Productivity and collaboration products (Teams, SharePoint Online, OneDrive, Exchange Online, Google Workplace, Adobe, Smartsheet, Voice, Video and meeting room technologies. • Knowledge and experience of email technologies implementation approaches and standards (DMARC, DKIM, SPF) • Understanding of Entra ID (Azure AD) , identity, and access management. • Knowledge and experience of the Microsoft Defender Security Product Suite including Microsoft Defender for Office 365, Endpoint, Cloud Apps, Identity and Microsoft Sentinel. • Scripting and automation experience modern PowerShell and or Python. • Familiarity with APIs and automation frameworks such as Microsoft Graph. • Experience with security and compliance features (DLP, retention, eDiscovery, sensitivity labels). • Knowledge of endpoint and device integration (Intune desirable). • Experience in large or complex enterprise environments. • Merger’s, acquisition and divestment experience and experience of 3 rd party products such as Sharegate, Microsoft Migration Manager and Bit titan. • Understanding of change management and user adoption principles. • Knowledge and experience of developing GenAI capabilities including Copilot/Power platform

Signals

Skill cybersecurity-engineer

0.26

Alias cloud-architect

1.00

KRA devops-engineer

0.41

Post-classification

Centroidupdated · n=6

Alias collision log#72

New-role queue—

New skills captured23

New KRA capturedyes

Captured for admin review

Microsoft 365 primary ↔ Cloud Architect pending

Teams primary ↔ Cloud Architect pending

SharePoint Online primary ↔ Cloud Architect pending

OneDrive primary ↔ Cloud Architect pending

Exchange Online primary ↔ Cloud Architect pending

Google Workspace primary ↔ Cloud Architect pending

Adobe ↔ Cloud Architect pending

Smartsheet ↔ Cloud Architect pending

Entra ID primary ↔ Cloud Architect pending

Microsoft Defender for Office 365 primary ↔ Cloud Architect pending

Microsoft Defender for Cloud Apps primary ↔ Cloud Architect pending

Microsoft Defender for Identity primary ↔ Cloud Architect pending

Microsoft Graph primary ↔ Cloud Architect pending

DLP primary ↔ Cloud Architect pending

retention primary ↔ Cloud Architect pending

eDiscovery primary ↔ Cloud Architect pending

sensitivity labels primary ↔ Cloud Architect pending

Intune ↔ Cloud Architect pending

ShareGate ↔ Cloud Architect pending

Microsoft Migration Manager ↔ Cloud Architect pending

BitTitan ↔ Cloud Architect pending

Copilot ↔ Cloud Architect pending

Power Platform ↔ Cloud Architect pending

R&R fragment (sim 0.38) ↔ Cloud Architect pending

Status: completed Created: 2026-05-20T20:29:40.641788Z Updated: 2026-05-20T20:29:56.396394Z API 3 duration: 202 ms

Flow Current 3-step pipeline

1 POST /skills/extract-from-jd

2 POST /skills/extract-details

3 POST /skills/final-role-output

Role Chosen role & resolution

Cybersecurity Engineer

CASE D

slug: cybersecurity-engineer · id: 5 · source: db

The primary skills focus on security and management of various Microsoft and identity products, aligning closely with the Cybersecurity Engineer role.

Resolution: in_db — role exists in library; skill↔dim and role↔dim links saved when applicable.

New skills

Skill↔dim saved

Role↔dim saved

Skipped

Job description

Cloud Engineer

Required Skills & Experience.
• Proven knowledge and experience with Microsoft 365 inclusive if other Productivity and collaboration products (Teams, SharePoint Online, OneDrive, Exchange Online, Google Workplace, Adobe, Smartsheet, Voice, Video and meeting room technologies.
• Knowledge and experience of email technologies implementation approaches and standards (DMARC, DKIM, SPF)
• Understanding of Entra ID (Azure AD) , identity, and access management.
• Knowledge and experience of the Microsoft Defender Security Product Suite including Microsoft Defender for Office 365, Endpoint, Cloud Apps, Identity and Microsoft Sentinel.
• Scripting and automation experience modern PowerShell and or Python.
• Familiarity with APIs and automation frameworks such as Microsoft Graph.
• Experience with security and compliance features (DLP, retention, eDiscovery, sensitivity labels).
• Knowledge of endpoint and device integration (Intune desirable).
• Experience in large or complex enterprise environments.
• Merger’s, acquisition and divestment experience and experience of 3 rd party products such as Sharegate, Microsoft Migration Manager and Bit titan.
• Understanding of change management and user adoption principles.
• Knowledge and experience of developing GenAI capabilities including Copilot/Power platform

Skills from this JD

Each row merges API 1 extraction, API 2 library match / v3 orchestration (dimensions + locked dims), and API 3 persistence tags.

Microsoft 365 Primary New / orchestrated API 3: new canonical path (new) New / unmatched skill (orchestrated in API 2)

Skill enrichment (orchestrator / LLM)

No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).

Derived legacy fields

Category: Cloud Platforms
Sub-category: general
Skill nature: PLATFORM
Volatility: MEDIUM
Typical lifespan: MULTI_YEAR
Version strategy: UNVERSIONED

Teams Primary New / orchestrated API 3: new canonical path (new) New / unmatched skill (orchestrated in API 2)

Skill enrichment (orchestrator / LLM)

No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).

Derived legacy fields

Category: Cloud Platforms
Sub-category: general
Skill nature: TOOL
Volatility: MEDIUM
Typical lifespan: MULTI_YEAR
Version strategy: UNVERSIONED

SharePoint Online Primary New / orchestrated API 3: new canonical path (new) New / unmatched skill (orchestrated in API 2)

Skill enrichment (orchestrator / LLM)

No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).

Derived legacy fields

Category: Cloud Platforms
Sub-category: general
Skill nature: TOOL
Volatility: MEDIUM
Typical lifespan: MULTI_YEAR
Version strategy: UNVERSIONED

OneDrive Primary New / orchestrated API 3: new canonical path (new) New / unmatched skill (orchestrated in API 2)

Skill enrichment (orchestrator / LLM)

No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).

Derived legacy fields

Category: Cloud Platforms
Sub-category: general
Skill nature: TOOL
Volatility: MEDIUM
Typical lifespan: MULTI_YEAR
Version strategy: UNVERSIONED

Exchange Online Primary New / orchestrated API 3: new canonical path (new) New / unmatched skill (orchestrated in API 2)

Skill enrichment (orchestrator / LLM)

No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).

Derived legacy fields

Category: Cloud Platforms
Sub-category: general
Skill nature: TOOL
Volatility: MEDIUM
Typical lifespan: MULTI_YEAR
Version strategy: UNVERSIONED

Google Workspace Primary New / orchestrated API 3: new canonical path (new) New / unmatched skill (orchestrated in API 2)

Skill enrichment (orchestrator / LLM)

No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).

Derived legacy fields

Category: Cloud Platforms
Sub-category: general
Skill nature: PLATFORM
Volatility: MEDIUM
Typical lifespan: MULTI_YEAR
Version strategy: UNVERSIONED

Adobe Secondary New / orchestrated API 3: new canonical path (new) New / unmatched skill (orchestrated in API 2)

Skill enrichment (orchestrator / LLM)

No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).

Derived legacy fields

Category: Tools
Sub-category: general
Skill nature: TOOL
Volatility: MEDIUM
Typical lifespan: MULTI_YEAR
Version strategy: UNVERSIONED

Smartsheet Secondary New / orchestrated API 3: new canonical path (new) New / unmatched skill (orchestrated in API 2)

Skill enrichment (orchestrator / LLM)

No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).

Derived legacy fields

Category: Tools
Sub-category: general
Skill nature: TOOL
Volatility: MEDIUM
Typical lifespan: MULTI_YEAR
Version strategy: UNVERSIONED

DMARC Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)

Canonical: DMARC id=378 · dmarc

Aliases — catalog

DMARC (CANONICAL) primary

Context tags (catalog)

DKIM DNS SPF TXT record aggregate reports alignment domain authentication email deliverability email spoofing forensic reports mail gateway phishing policy enforcement quarantine reject

Stored enrichment (catalog DB)

Category: Standard
Sub-category: Email Authentication Standard
Vendor: IETF
License: other_open
Year introduced: 2012
Confidence: 0.95
Version strategy: NOT_APPLICABLE

Maturity reasoning: Common email-authentication standard; widely required in enterprise mail JDs and supported by major vendors like Google and Microsoft for domain protection and anti-spoofing.

Skill profile (library / DB)

Skill nature: STANDARD
Volatility: STABLE
Typical lifespan: EVERGREEN
Category id: 12
Sub-category id: 273
Extractable: True
Also category: False

Dimensions (API 2 worklist)

Email Security Controls Catalog dimension db id 70

Library dimension (catalog)

Roles linked in library: Cybersecurity Engineer

API 3 link attempts (this skill)

Dimension	Skill↔dim	Role↔dim	Outcome
Email Security Controls email-security-controls	✓	✓	Existing dimension (library) · Role↔dimension saved

DKIM Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)

Canonical: DKIM id=379 · dkim

Aliases — catalog

DKIM (CANONICAL) primary

Context tags (catalog)

DMARC DNS TXT record RSA SMTP SPF canonicalization domain alignment email spoofing header signing mail server message signing private key public key selector

Stored enrichment (catalog DB)

Category: Standard
Sub-category: Email Authentication Standard
Year introduced: 2007
Confidence: 0.95
Version strategy: NOT_APPLICABLE

Maturity reasoning: Common email-authentication standard; widely referenced in mail-server and security JDs alongside SPF/DMARC, with broad vendor support from Google, Microsoft, and major ESPs.

Skill profile (library / DB)

Skill nature: STANDARD
Volatility: STABLE
Typical lifespan: EVERGREEN
Category id: 12
Sub-category id: 273
Extractable: True
Also category: False

Dimensions (API 2 worklist)

Email Security Controls Catalog dimension db id 70

Library dimension (catalog)

Roles linked in library: Cybersecurity Engineer

API 3 link attempts (this skill)

Dimension	Skill↔dim	Role↔dim	Outcome
Email Security Controls email-security-controls	✓	✓	Existing dimension (library) · Role↔dimension saved

SPF Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)

Canonical: SPF id=380 · spf

Aliases — catalog

SPF (CANONICAL) primary

Context tags (catalog)

DKIM DMARC DNS SMTP SPF record TXT record bounce handling deliverability domain alignment email authentication mail server mail transfer agent reverse DNS sender policy spoofing

Stored enrichment (catalog DB)

Category: Standard
Sub-category: Email Authentication Standard
Vendor: IETF
License: other_open
Year introduced: 2006
Confidence: 0.95
Version strategy: NOT_APPLICABLE

Maturity reasoning: SPF is a standard email-authentication control widely required in job postings for email deliverability and security; it remains broadly deployed alongside DKIM/DMARC rather than being superseded.

Skill profile (library / DB)

Skill nature: STANDARD
Volatility: STABLE
Typical lifespan: EVERGREEN
Category id: 12
Sub-category id: 273
Extractable: True
Also category: False

Dimensions (API 2 worklist)

Email Security Controls Catalog dimension db id 70

Library dimension (catalog)

Roles linked in library: Cybersecurity Engineer

API 3 link attempts (this skill)

Dimension	Skill↔dim	Role↔dim	Outcome
Email Security Controls email-security-controls	✓	✓	Existing dimension (library) · Role↔dimension saved

Entra ID Primary New / orchestrated API 3: new canonical path (new) New / unmatched skill (orchestrated in API 2)

Skill enrichment (orchestrator / LLM)

No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).

Derived legacy fields

Category: Cloud Platforms
Sub-category: general
Skill nature: PLATFORM
Volatility: MEDIUM
Typical lifespan: MULTI_YEAR
Version strategy: UNVERSIONED

Azure AD Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)

Canonical: Azure AD id=342 · azure-ad

Aliases — catalog

Azure AD (CANONICAL) primary

Context tags (catalog)

App registrations Azure AD Connect Azure Active Directory B2B B2B Collaboration B2C Conditional Access Directory Synchronization Enterprise Applications Enterprise applications Entra ID Graph API Identity Governance Identity Protection MFA Multi-Factor Authentication OAuth OAuth 2.0 OpenID Connect RBAC SAML SCIM SSO service principals

Stored enrichment (catalog DB)

Category: Platform
Sub-category: Vendor Saas Platform
Vendor: Microsoft
License: proprietary
Year introduced: 2013
Confidence: 0.97
Version strategy: NOT_APPLICABLE

Maturity reasoning: Azure AD (now Microsoft Entra ID) appears broadly in enterprise JDs for SSO, IAM, and Microsoft 365 integration; Microsoft’s rename shows evolution, not sunset, and demand remains high across cloud/security roles.

Skill profile (library / DB)

Skill nature: CLOUD_SERVICE
Volatility: STABLE
Typical lifespan: EVERGREEN
Category id: 11
Sub-category id: 267
Extractable: True
Also category: False

Dimensions (API 2 worklist)

Identity and Access Management Products Catalog dimension db id 65

Library dimension (catalog)

Roles linked in library: Cybersecurity Engineer

API 3 link attempts (this skill)

Dimension	Skill↔dim	Role↔dim	Outcome
Identity and Access Management Products identity-and-access-management-products	✓	✓	Existing dimension (library) · Role↔dimension saved

Microsoft Defender for Office 365 Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)

Canonical: Microsoft Defender for Endpoint id=312 · microsoft-defender-for-endpoint

Aliases — catalog

Microsoft Defender for Endpoint (CANONICAL) primary

Context tags (catalog)

Azure AD Defender for Office 365 EDR Intune Microsoft 365 Defender SIEM XDR advanced hunting attack surface reduction device isolation endpoint detection and response incident response malware remediation security alerts threat hunting

Stored enrichment (catalog DB)

Category: Platform
Sub-category: Vendor Saas Security Platform
Vendor: Microsoft
License: proprietary
Year introduced: 2019
Confidence: 0.98
Version strategy: NOT_APPLICABLE

Maturity reasoning: Commonly listed in security/admin job descriptions and Microsoft positions it as a mainstream EDR/XDR platform in its enterprise security stack, indicating broad market adoption.

Skill profile (library / DB)

Skill nature: PLATFORM
Volatility: STABLE
Typical lifespan: EVERGREEN
Category id: 9
Sub-category id: 260
Extractable: True
Also category: False

Dimensions (API 2 worklist)

Endpoint Security and EDR Products Catalog dimension db id 61

Library dimension (catalog)

Roles linked in library: Cybersecurity Engineer

API 3 link attempts (this skill)

Dimension	Skill↔dim	Role↔dim	Outcome
Endpoint Security and EDR Products endpoint-security-and-edr-products	—	—	Skipped — no persistable v3 meta for new skill skill_not_in_db_v3_proposed

Microsoft Defender for Endpoint Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)

Canonical: Microsoft Defender for Endpoint id=312 · microsoft-defender-for-endpoint

Aliases — catalog

Microsoft Defender for Endpoint (CANONICAL) primary

Context tags (catalog)

Stored enrichment (catalog DB)

Category: Platform
Sub-category: Vendor Saas Security Platform
Vendor: Microsoft
License: proprietary
Year introduced: 2019
Confidence: 0.98
Version strategy: NOT_APPLICABLE

Maturity reasoning: Commonly listed in security/admin job descriptions and Microsoft positions it as a mainstream EDR/XDR platform in its enterprise security stack, indicating broad market adoption.

Skill profile (library / DB)

Skill nature: PLATFORM
Volatility: STABLE
Typical lifespan: EVERGREEN
Category id: 9
Sub-category id: 260
Extractable: True
Also category: False

Dimensions (API 2 worklist)

Endpoint Security and EDR Products Catalog dimension db id 61

Library dimension (catalog)

Roles linked in library: Cybersecurity Engineer

API 3 link attempts (this skill)

Dimension	Skill↔dim	Role↔dim	Outcome
Endpoint Security and EDR Products endpoint-security-and-edr-products	✓	✓	Existing dimension (library) · Role↔dimension saved

Microsoft Defender for Cloud Apps Primary New / orchestrated API 3: new canonical path (new) New / unmatched skill (orchestrated in API 2)

Skill enrichment (orchestrator / LLM)

No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).

Derived legacy fields

Category: Security Tools
Sub-category: general
Skill nature: TOOL
Volatility: MEDIUM
Typical lifespan: MULTI_YEAR
Version strategy: UNVERSIONED

Microsoft Defender for Identity Primary New / orchestrated API 3: new canonical path (new) New / unmatched skill (orchestrated in API 2)

Skill enrichment (orchestrator / LLM)

No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).

Derived legacy fields

Category: Security Tools
Sub-category: general
Skill nature: TOOL
Volatility: MEDIUM
Typical lifespan: MULTI_YEAR
Version strategy: UNVERSIONED

Microsoft Sentinel Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)

Canonical: Microsoft Sentinel id=316 · microsoft-sentinel

Aliases — catalog

Microsoft Sentinel (CANONICAL) primary

Context tags (catalog)

Azure AD Azure Monitor KQL Log Analytics MITRE ATT&CK Microsoft Defender SIEM SOAR UEBA analytics rules data connectors incident response playbooks threat hunting workbooks

Stored enrichment (catalog DB)

Category: Platform
Sub-category: Vendor Saas Security Platform
Vendor: Microsoft
License: proprietary
Year introduced: 2019
Confidence: 0.99
Version strategy: NOT_APPLICABLE

Maturity reasoning: Commonly listed in SOC/SIEM job descriptions and Microsoft positions it as a core cloud-native SIEM/SOAR offering, indicating broad enterprise adoption.

Skill profile (library / DB)

Skill nature: PLATFORM
Volatility: STABLE
Typical lifespan: EVERGREEN
Category id: 9
Sub-category id: 260
Extractable: True
Also category: False

Dimensions (API 2 worklist)

SIEM Products and Detection Engineering Languages Catalog dimension db id 62

Library dimension (catalog)

Roles linked in library: Cybersecurity Engineer

API 3 link attempts (this skill)

Dimension	Skill↔dim	Role↔dim	Outcome
SIEM Products and Detection Engineering Languages siem-products-and-detection-engineering-languages	✓	✓	Existing dimension (library) · Role↔dimension saved

PowerShell Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)

Canonical: PowerShell id=297 · powershell

Aliases — catalog

PowerShell (CANONICAL) primary
PowerShell 5 (VERSION)
PowerShell 5.1 (VERSION)
PowerShell 6 (VERSION)
PowerShell 7 (VERSION)
PowerShell 7.x (VERSION)
PowerShell Core (VERSION)
Windows PowerShell (VERSION)
powershell 7 (VERSION)
powershell 7.x (VERSION)
powershell core (VERSION)
ps 7 (VERSION)
pwsh (VERSION)

Context tags (catalog)

Active Directory Azure Automation Azure DevOps CIM Cmdlet DSC Desired State Configuration Exchange Online IIS JSON parsing Microsoft 365 PSScriptAnalyzer Pipeline PowerShell Core Remoting Scheduled Task WMI WinRM Windows Management Framework Windows Server cmdlets error handling modules remoting scripting task automation

Stored enrichment (catalog DB)

Category: Language
Sub-category: Scripting Language
Vendor: Microsoft
License: mit
Year introduced: 2006
Confidence: 0.98
Version strategy: SEPARATE_ENTITY
Version tag: 7

Maturity reasoning: Common in Windows/admin and DevOps job descriptions; Microsoft continues active development and it remains a standard automation language alongside Bash in enterprise tooling.

Skill profile (library / DB)

Skill nature: LANGUAGE
Volatility: STABLE
Typical lifespan: EVERGREEN
Category id: 6
Sub-category id: 38
Extractable: True
Also category: False

Dimensions (API 2 worklist)

Programming Languages and Scripting Catalog dimension db id 59

Library dimension (catalog)

Roles linked in library: Cybersecurity Engineer
Programming Languages for ML Systems Catalog dimension db id 39

Library dimension (catalog)

Roles linked in library: ML Engineer, ML Ops Engineer

API 3 link attempts (this skill)

Dimension	Skill↔dim	Role↔dim	Outcome
Programming Languages and Scripting programming-languages-and-scripting	✓	✓	Existing dimension (library) · Role↔dimension saved
Programming Languages for ML Systems programming-languages-for-ml-systems	✓	—	Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)

Python Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)

Canonical: Python id=5 · python

Aliases — catalog

Python (CANONICAL) primary
Python 2 (VERSION)
Python 2.x (VERSION)
Python 3 (VERSION)
Python 3.10 (VERSION)
Python 3.11 (VERSION)
Python 3.12 (VERSION)
Python 3.x (VERSION)
py (VERSION)
py2 (VERSION)
py3 (VERSION)
python 3 (VERSION)
python 3.x (VERSION)
python2 (VERSION)
python3 (VERSION)
python3.x (VERSION)

Context tags (catalog)

API Django FastAPI Flask Jupyter NumPy PEP 8 Pandas REST SQLAlchemy asyncio pandas pip pytest type hints venv virtualenv

Stored enrichment (catalog DB)

Category: Language
Sub-category: Programming Language
Vendor: PSF
License: mit
Year introduced: 1991
Confidence: 0.99
Version strategy: SEPARATE_ENTITY
Version tag: 3

Maturity reasoning: Python appears in a very high volume of job descriptions across data, backend, automation, and ML roles, and remains a default hiring-pipeline language on major job boards and tech stacks.

Skill profile (library / DB)

Skill nature: LANGUAGE
Volatility: STABLE
Typical lifespan: EVERGREEN
Category id: 6
Sub-category id: 96
Extractable: True
Also category: False

Dimensions (API 2 worklist)

Programming Languages Catalog dimension db id 1

Library dimension (catalog)

Roles linked in library: Backend Engineer, Full Stack Engineer
Programming Languages and Scripting Catalog dimension db id 59

Library dimension (catalog)

Roles linked in library: Cybersecurity Engineer
Programming Languages for Data Work Catalog dimension db id 21

Library dimension (catalog)

Roles linked in library: Data Engineer
Programming Languages for ML Systems Catalog dimension db id 39

Library dimension (catalog)

Roles linked in library: ML Engineer, ML Ops Engineer
Programming Languages for XR Catalog dimension db id 97

Library dimension (catalog)

Roles linked in library: AR/VR Engineer

API 3 link attempts (this skill)

Dimension	Skill↔dim	Role↔dim	Outcome
Programming Languages programming-languages	✓	—	Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Programming Languages and Scripting programming-languages-and-scripting	✓	✓	Existing dimension (library) · Role↔dimension saved
Programming Languages for Data Work programming-languages-for-data-work	✓	—	Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Programming Languages for ML Systems programming-languages-for-ml-systems	✓	—	Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Programming Languages for XR programming-languages-for-xr	✓	—	Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)

Microsoft Graph Primary New / orchestrated API 3: new canonical path (new) New / unmatched skill (orchestrated in API 2)

Skill enrichment (orchestrator / LLM)

No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).

Derived legacy fields

Category: Cloud Platforms
Sub-category: general
Skill nature: PLATFORM
Volatility: MEDIUM
Typical lifespan: MULTI_YEAR
Version strategy: UNVERSIONED

DLP Primary New / orchestrated API 3: new canonical path (new) New / unmatched skill (orchestrated in API 2)

Skill enrichment (orchestrator / LLM)

No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).

Derived legacy fields

Category: Data Protection
Sub-category: general
Skill nature: CONCEPT
Volatility: MEDIUM
Typical lifespan: MULTI_YEAR
Version strategy: UNVERSIONED

retention Primary New / orchestrated API 3: new canonical path (new) New / unmatched skill (orchestrated in API 2)

Skill enrichment (orchestrator / LLM)

No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).

Derived legacy fields

Category: Data Management
Sub-category: general
Skill nature: CONCEPT
Volatility: MEDIUM
Typical lifespan: MULTI_YEAR
Version strategy: UNVERSIONED

eDiscovery Primary New / orchestrated API 3: new canonical path (new) New / unmatched skill (orchestrated in API 2)

Skill enrichment (orchestrator / LLM)

No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).

Derived legacy fields

Category: Legal Technology
Sub-category: general
Skill nature: CONCEPT
Volatility: MEDIUM
Typical lifespan: MULTI_YEAR
Version strategy: UNVERSIONED

sensitivity labels Primary New / orchestrated API 3: new canonical path (new) New / unmatched skill (orchestrated in API 2)

Skill enrichment (orchestrator / LLM)

No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).

Derived legacy fields

Category: Data Protection
Sub-category: general
Skill nature: CONCEPT
Volatility: MEDIUM
Typical lifespan: MULTI_YEAR
Version strategy: UNVERSIONED

Intune Secondary New / orchestrated API 3: new canonical path (new) New / unmatched skill (orchestrated in API 2)

Skill enrichment (orchestrator / LLM)

No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).

Derived legacy fields

Category: Mobile Device Management
Sub-category: general
Skill nature: TOOL
Volatility: MEDIUM
Typical lifespan: MULTI_YEAR
Version strategy: UNVERSIONED

ShareGate Secondary New / orchestrated API 3: new canonical path (new) New / unmatched skill (orchestrated in API 2)

Skill enrichment (orchestrator / LLM)

No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).

Derived legacy fields

Category: Data Migration
Sub-category: general
Skill nature: TOOL
Volatility: MEDIUM
Typical lifespan: MULTI_YEAR
Version strategy: UNVERSIONED

Microsoft Migration Manager Secondary New / orchestrated API 3: new canonical path (new) New / unmatched skill (orchestrated in API 2)

Skill enrichment (orchestrator / LLM)

No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).

Derived legacy fields

Category: Data Migration
Sub-category: general
Skill nature: TOOL
Volatility: MEDIUM
Typical lifespan: MULTI_YEAR
Version strategy: UNVERSIONED

BitTitan Secondary New / orchestrated API 3: new canonical path (new) New / unmatched skill (orchestrated in API 2)

Skill enrichment (orchestrator / LLM)

No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).

Derived legacy fields

Category: Data Migration
Sub-category: general
Skill nature: TOOL
Volatility: MEDIUM
Typical lifespan: MULTI_YEAR
Version strategy: UNVERSIONED

Copilot Secondary New / orchestrated API 3: new canonical path (new) New / unmatched skill (orchestrated in API 2)

Skill enrichment (orchestrator / LLM)

No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).

Derived legacy fields

Category: Development Tools
Sub-category: general
Skill nature: TOOL
Volatility: MEDIUM
Typical lifespan: MULTI_YEAR
Version strategy: UNVERSIONED

Power Platform Secondary New / orchestrated API 3: new canonical path (new) New / unmatched skill (orchestrated in API 2)

Skill enrichment (orchestrator / LLM)

No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).

Derived legacy fields

Category: Low-Code Platforms
Sub-category: general
Skill nature: PLATFORM
Volatility: MEDIUM
Typical lifespan: MULTI_YEAR
Version strategy: UNVERSIONED

All API 3 persistence rows

Same grid as the skill-extractor “Persistence items” table: one row per (skill × dimension) work item.

Skill	Tag	Dimension	Skill↔dim	Role↔dim	Outcome	Notes
DMARC	in_db	Email Security Controls email-security-controls	✓	✓	Existing dimension (library) · Role↔dimension saved
DKIM	in_db	Email Security Controls email-security-controls	✓	✓	Existing dimension (library) · Role↔dimension saved
SPF	in_db	Email Security Controls email-security-controls	✓	✓	Existing dimension (library) · Role↔dimension saved
Azure AD	in_db	Identity and Access Management Products identity-and-access-management-products	✓	✓	Existing dimension (library) · Role↔dimension saved
Microsoft Defender for Office 365	new	Endpoint Security and EDR Products endpoint-security-and-edr-products	—	—	Skipped — no persistable v3 meta for new skill	skill_not_in_db_v3_proposed
Microsoft Defender for Endpoint	in_db	Endpoint Security and EDR Products endpoint-security-and-edr-products	✓	✓	Existing dimension (library) · Role↔dimension saved
Microsoft Sentinel	in_db	SIEM Products and Detection Engineering Languages siem-products-and-detection-engineering-languages	✓	✓	Existing dimension (library) · Role↔dimension saved
PowerShell	in_db	Programming Languages and Scripting programming-languages-and-scripting	✓	✓	Existing dimension (library) · Role↔dimension saved
PowerShell	in_db	Programming Languages for ML Systems programming-languages-for-ml-systems	✓	—	Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Python	in_db	Programming Languages programming-languages	✓	—	Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Python	in_db	Programming Languages and Scripting programming-languages-and-scripting	✓	✓	Existing dimension (library) · Role↔dimension saved
Python	in_db	Programming Languages for Data Work programming-languages-for-data-work	✓	—	Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Python	in_db	Programming Languages for ML Systems programming-languages-for-ml-systems	✓	—	Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Python	in_db	Programming Languages for XR programming-languages-for-xr	✓	—	Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)

Library artifacts (this run)

Kind	Detail	DB id
canonical_skill_proposed	Microsoft 365 \| type=Cloud Platforms subtype=general nature=PLATFORM lifespan=MULTI_YEAR
canonical_skill_proposed	Teams \| type=Cloud Platforms subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed	SharePoint Online \| type=Cloud Platforms subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed	OneDrive \| type=Cloud Platforms subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed	Exchange Online \| type=Cloud Platforms subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed	Google Workspace \| type=Cloud Platforms subtype=general nature=PLATFORM lifespan=MULTI_YEAR
canonical_skill_proposed	Adobe \| type=Tools subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed	Smartsheet \| type=Tools subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed	Entra ID \| type=Cloud Platforms subtype=general nature=PLATFORM lifespan=MULTI_YEAR
canonical_skill_proposed	Microsoft Defender for Cloud Apps \| type=Security Tools subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed	Microsoft Defender for Identity \| type=Security Tools subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed	Microsoft Graph \| type=Cloud Platforms subtype=general nature=PLATFORM lifespan=MULTI_YEAR
canonical_skill_proposed	DLP \| type=Data Protection subtype=general nature=CONCEPT lifespan=MULTI_YEAR
canonical_skill_proposed	retention \| type=Data Management subtype=general nature=CONCEPT lifespan=MULTI_YEAR
canonical_skill_proposed	eDiscovery \| type=Legal Technology subtype=general nature=CONCEPT lifespan=MULTI_YEAR
canonical_skill_proposed	sensitivity labels \| type=Data Protection subtype=general nature=CONCEPT lifespan=MULTI_YEAR
canonical_skill_proposed	Intune \| type=Mobile Device Management subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed	ShareGate \| type=Data Migration subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed	Microsoft Migration Manager \| type=Data Migration subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed	BitTitan \| type=Data Migration subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed	Copilot \| type=Development Tools subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed	Power Platform \| type=Low-Code Platforms subtype=general nature=PLATFORM lifespan=MULTI_YEAR
dimension_skill_link_proposed	Microsoft Defender for Office 365 ↔ Endpoint Security and EDR Products
role_dimension_link_proposed	Cybersecurity Engineer ↔ Endpoint Security and EDR Products

nano JD Parser — gpt-4.1-nano click to toggle

RoleCloud Engineer

DomainIT Services & Consulting

JD type pass

Show raw JSON

{
  "JD_type": "pass",
  "about_company": null,
  "certifications": [],
  "company_name": null,
  "ctc": null,
  "domain": {
    "primary": {
      "aliases": [
        "ITES",
        "BPO"
      ],
      "domain": "IT Services \u0026 Consulting"
    },
    "secondary": null
  },
  "education": [],
  "experience": {
    "max": null,
    "min": null,
    "raw": null
  },
  "job_locations": [],
  "role": "Cloud Engineer",
  "role_aliases": [
    "Cloud Engineer",
    "Cloud Solutions Engineer",
    "Cloud Architect"
  ],
  "role_archetype": "Engineering",
  "roles_and_responsibilities": [
    {
      "bullet_count": 11,
      "heading": "Required Skills \u0026 Experience.",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "\u2022 Proven knowledge and experience",
        "last_5_words": "including Copilot/Power platform"
      },
      "text": "\u2022 Proven knowledge and experience with Microsoft 365 inclusive if other Productivity and collaboration products (Teams, SharePoint Online, OneDrive, Exchange Online, Google Workplace, Adobe, Smartsheet, Voice, Video and meeting room technologies.\n\u2022 Knowledge and experience of email technologies implementation approaches and standards (DMARC, DKIM, SPF)\n\u2022 Understanding of Entra ID (Azure AD) , identity, and access management.\n\u2022 Knowledge and experience of the Microsoft Defender Security Product Suite including Microsoft Defender for Office 365, Endpoint, Cloud Apps, Identity and Microsoft Sentinel.\n\u2022 Scripting and automation experience modern PowerShell and or Python.\n\u2022 Familiarity with APIs and automation frameworks such as Microsoft Graph.\n\u2022 Experience with security and compliance features (DLP, retention, eDiscovery, sensitivity labels).\n\u2022 Knowledge of endpoint and device integration (Intune desirable).\n\u2022 Experience in large or complex enterprise environments.\n\u2022 Merger\u2019s, acquisition and divestment experience and experience of 3 rd party products such as Sharegate, Microsoft Migration Manager and Bit titan.\n\u2022 Understanding of change management and user adoption principles.\n\u2022 Knowledge and experience of developing GenAI capabilities including Copilot/Power platform",
      "word_count": 233
    }
  ],
  "urls": []
}

API 1 — extract-from-jd click to toggle

{
  "final_skills": [
    {
      "is_primary": true,
      "skill_name": "Microsoft 365"
    },
    {
      "is_primary": true,
      "skill_name": "Teams"
    },
    {
      "is_primary": true,
      "skill_name": "SharePoint Online"
    },
    {
      "is_primary": true,
      "skill_name": "OneDrive"
    },
    {
      "is_primary": true,
      "skill_name": "Exchange Online"
    },
    {
      "is_primary": true,
      "skill_name": "Google Workspace"
    },
    {
      "is_primary": false,
      "skill_name": "Adobe"
    },
    {
      "is_primary": false,
      "skill_name": "Smartsheet"
    },
    {
      "is_primary": true,
      "skill_name": "DMARC"
    },
    {
      "is_primary": true,
      "skill_name": "DKIM"
    },
    {
      "is_primary": true,
      "skill_name": "SPF"
    },
    {
      "is_primary": true,
      "skill_name": "Entra ID"
    },
    {
      "is_primary": true,
      "skill_name": "Azure AD"
    },
    {
      "is_primary": true,
      "skill_name": "Microsoft Defender for Office 365"
    },
    {
      "is_primary": true,
      "skill_name": "Microsoft Defender for Endpoint"
    },
    {
      "is_primary": true,
      "skill_name": "Microsoft Defender for Cloud Apps"
    },
    {
      "is_primary": true,
      "skill_name": "Microsoft Defender for Identity"
    },
    {
      "is_primary": true,
      "skill_name": "Microsoft Sentinel"
    },
    {
      "is_primary": true,
      "skill_name": "PowerShell"
    },
    {
      "is_primary": true,
      "skill_name": "Python"
    },
    {
      "is_primary": true,
      "skill_name": "Microsoft Graph"
    },
    {
      "is_primary": true,
      "skill_name": "DLP"
    },
    {
      "is_primary": true,
      "skill_name": "retention"
    },
    {
      "is_primary": true,
      "skill_name": "eDiscovery"
    },
    {
      "is_primary": true,
      "skill_name": "sensitivity labels"
    },
    {
      "is_primary": false,
      "skill_name": "Intune"
    },
    {
      "is_primary": false,
      "skill_name": "ShareGate"
    },
    {
      "is_primary": false,
      "skill_name": "Microsoft Migration Manager"
    },
    {
      "is_primary": false,
      "skill_name": "BitTitan"
    },
    {
      "is_primary": false,
      "skill_name": "Copilot"
    },
    {
      "is_primary": false,
      "skill_name": "Power Platform"
    }
  ],
  "jd_role": {
    "display_name": "Cloud Engineer",
    "rationale": null,
    "role_aliases": [
      "Cloud Engineer",
      "Cloud Solutions Engineer",
      "Cloud Architect"
    ],
    "role_archetype": "Engineering",
    "slug": ""
  },
  "nano_parsed": {
    "JD_type": "pass",
    "about_company": null,
    "certifications": [],
    "company_name": null,
    "ctc": null,
    "domain": {
      "primary": {
        "aliases": [
          "ITES",
          "BPO"
        ],
        "domain": "IT Services \u0026 Consulting"
      },
      "secondary": null
    },
    "education": [],
    "experience": {
      "max": null,
      "min": null,
      "raw": null
    },
    "job_locations": [],
    "role": "Cloud Engineer",
    "role_aliases": [
      "Cloud Engineer",
      "Cloud Solutions Engineer",
      "Cloud Architect"
    ],
    "role_archetype": "Engineering",
    "roles_and_responsibilities": [
      {
        "bullet_count": 11,
        "heading": "Required Skills \u0026 Experience.",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "\u2022 Proven knowledge and experience",
          "last_5_words": "including Copilot/Power platform"
        },
        "text": "\u2022 Proven knowledge and experience with Microsoft 365 inclusive if other Productivity and collaboration products (Teams, SharePoint Online, OneDrive, Exchange Online, Google Workplace, Adobe, Smartsheet, Voice, Video and meeting room technologies.\n\u2022 Knowledge and experience of email technologies implementation approaches and standards (DMARC, DKIM, SPF)\n\u2022 Understanding of Entra ID (Azure AD) , identity, and access management.\n\u2022 Knowledge and experience of the Microsoft Defender Security Product Suite including Microsoft Defender for Office 365, Endpoint, Cloud Apps, Identity and Microsoft Sentinel.\n\u2022 Scripting and automation experience modern PowerShell and or Python.\n\u2022 Familiarity with APIs and automation frameworks such as Microsoft Graph.\n\u2022 Experience with security and compliance features (DLP, retention, eDiscovery, sensitivity labels).\n\u2022 Knowledge of endpoint and device integration (Intune desirable).\n\u2022 Experience in large or complex enterprise environments.\n\u2022 Merger\u2019s, acquisition and divestment experience and experience of 3 rd party products such as Sharegate, Microsoft Migration Manager and Bit titan.\n\u2022 Understanding of change management and user adoption principles.\n\u2022 Knowledge and experience of developing GenAI capabilities including Copilot/Power platform",
        "word_count": 233
      }
    ],
    "urls": []
  },
  "rejected": false,
  "rejection_reason": null,
  "run_id": "7c048c94-108d-4f5f-ba00-e7c280685bcc",
  "stage3_signals": {
    "alias_found": true,
    "alias_match_roles": [
      {
        "display_name": "Cloud Architect",
        "matched_count": null,
        "role_id": 9,
        "score": 1.0,
        "slug": "cloud-architect",
        "total_count": null
      }
    ],
    "kra_match_roles": [
      {
        "display_name": "DevOps Engineer",
        "matched_count": null,
        "role_id": 10,
        "score": 0.4134,
        "slug": "devops-engineer",
        "total_count": null
      },
      {
        "display_name": "Cloud Architect",
        "matched_count": null,
        "role_id": 9,
        "score": 0.3806,
        "slug": "cloud-architect",
        "total_count": null
      },
      {
        "display_name": "AI Compliance Officer",
        "matched_count": null,
        "role_id": 12,
        "score": 0.3694,
        "slug": "ai-compliance-officer",
        "total_count": null
      },
      {
        "display_name": "Full Stack Engineer",
        "matched_count": null,
        "role_id": 15,
        "score": 0.3378,
        "slug": "full-stack-engineer",
        "total_count": null
      },
      {
        "display_name": "ML Engineer",
        "matched_count": null,
        "role_id": 3,
        "score": 0.3254,
        "slug": "ml-engineer",
        "total_count": null
      }
    ],
    "skill_match_roles": [
      {
        "display_name": "Cybersecurity Engineer",
        "matched_count": 8,
        "role_id": 5,
        "score": 0.2581,
        "slug": "cybersecurity-engineer",
        "total_count": 31
      },
      {
        "display_name": "ML Engineer",
        "matched_count": 2,
        "role_id": 3,
        "score": 0.0645,
        "slug": "ml-engineer",
        "total_count": 31
      },
      {
        "display_name": "ML Ops Engineer",
        "matched_count": 2,
        "role_id": 16,
        "score": 0.0645,
        "slug": "ml-ops-engineer",
        "total_count": 31
      },
      {
        "display_name": "Data Engineer",
        "matched_count": 1,
        "role_id": 2,
        "score": 0.0323,
        "slug": "data-engineer",
        "total_count": 31
      },
      {
        "display_name": "Backend Engineer",
        "matched_count": 1,
        "role_id": 1,
        "score": 0.0323,
        "slug": "backend-engineer",
        "total_count": 31
      }
    ]
  },
  "stage4_decision": {
    "alias_collision_detected": true,
    "case": "D",
    "chosen_role": {
      "display_name": "Cloud Architect",
      "matched_count": null,
      "role_id": 9,
      "score": 1.0,
      "slug": "cloud-architect",
      "total_count": null
    },
    "confidence": 0.92,
    "is_new_role": false,
    "llm2_fired": true,
    "llm2_reasoning": "The role\u2019s emphasis on Microsoft 365 services, identity/access management, security suites, migrations, and GenAI capability development aligns closely with a Cloud Architect\u2019s typical responsibilities rather than a DevOps Engineer\u2019s focus.",
    "new_role_display_name": null,
    "new_role_slug": null,
    "queued": false,
    "reasoning": "LLM2 picked cloud-architect (confidence 0.92)"
  },
  "stage5_updates": {
    "centroid_n_after": 6,
    "centroid_updated": true,
    "collision_log_id": 72,
    "new_kra_attached": {
      "best_kra_similarity": 0.3806,
      "queue_id": 62,
      "r_and_r_preview": "\u2022 Proven knowledge and experience with Microsoft 365 inclusive if other Productivity and collaboration products (Teams, SharePoint Online, OneDrive, Exchange Online, Google Workplace, Adobe, Smartshee",
      "role_display_name": "Cloud Architect",
      "role_slug": "cloud-architect",
      "status": "pending"
    },
    "new_skills_attached": [
      {
        "is_primary": true,
        "queue_id": 1623,
        "role_display_name": "Cloud Architect",
        "role_slug": "cloud-architect",
        "skill_name": "Microsoft 365",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 1624,
        "role_display_name": "Cloud Architect",
        "role_slug": "cloud-architect",
        "skill_name": "Teams",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 1625,
        "role_display_name": "Cloud Architect",
        "role_slug": "cloud-architect",
        "skill_name": "SharePoint Online",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 1626,
        "role_display_name": "Cloud Architect",
        "role_slug": "cloud-architect",
        "skill_name": "OneDrive",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 1627,
        "role_display_name": "Cloud Architect",
        "role_slug": "cloud-architect",
        "skill_name": "Exchange Online",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 1628,
        "role_display_name": "Cloud Architect",
        "role_slug": "cloud-architect",
        "skill_name": "Google Workspace",
        "status": "pending"
      },
      {
        "is_primary": false,
        "queue_id": 1629,
        "role_display_name": "Cloud Architect",
        "role_slug": "cloud-architect",
        "skill_name": "Adobe",
        "status": "pending"
      },
      {
        "is_primary": false,
        "queue_id": 1630,
        "role_display_name": "Cloud Architect",
        "role_slug": "cloud-architect",
        "skill_name": "Smartsheet",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 1631,
        "role_display_name": "Cloud Architect",
        "role_slug": "cloud-architect",
        "skill_name": "Entra ID",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 1632,
        "role_display_name": "Cloud Architect",
        "role_slug": "cloud-architect",
        "skill_name": "Microsoft Defender for Office 365",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 1633,
        "role_display_name": "Cloud Architect",
        "role_slug": "cloud-architect",
        "skill_name": "Microsoft Defender for Cloud Apps",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 1634,
        "role_display_name": "Cloud Architect",
        "role_slug": "cloud-architect",
        "skill_name": "Microsoft Defender for Identity",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 1635,
        "role_display_name": "Cloud Architect",
        "role_slug": "cloud-architect",
        "skill_name": "Microsoft Graph",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 1636,
        "role_display_name": "Cloud Architect",
        "role_slug": "cloud-architect",
        "skill_name": "DLP",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 1637,
        "role_display_name": "Cloud Architect",
        "role_slug": "cloud-architect",
        "skill_name": "retention",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 1638,
        "role_display_name": "Cloud Architect",
        "role_slug": "cloud-architect",
        "skill_name": "eDiscovery",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 1639,
        "role_display_name": "Cloud Architect",
        "role_slug": "cloud-architect",
        "skill_name": "sensitivity labels",
        "status": "pending"
      },
      {
        "is_primary": false,
        "queue_id": 1640,
        "role_display_name": "Cloud Architect",
        "role_slug": "cloud-architect",
        "skill_name": "Intune",
        "status": "pending"
      },
      {
        "is_primary": false,
        "queue_id": 1641,
        "role_display_name": "Cloud Architect",
        "role_slug": "cloud-architect",
        "skill_name": "ShareGate",
        "status": "pending"
      },
      {
        "is_primary": false,
        "queue_id": 1642,
        "role_display_name": "Cloud Architect",
        "role_slug": "cloud-architect",
        "skill_name": "Microsoft Migration Manager",
        "status": "pending"
      },
      {
        "is_primary": false,
        "queue_id": 1643,
        "role_display_name": "Cloud Architect",
        "role_slug": "cloud-architect",
        "skill_name": "BitTitan",
        "status": "pending"
      },
      {
        "is_primary": false,
        "queue_id": 1644,
        "role_display_name": "Cloud Architect",
        "role_slug": "cloud-architect",
        "skill_name": "Copilot",
        "status": "pending"
      },
      {
        "is_primary": false,
        "queue_id": 1645,
        "role_display_name": "Cloud Architect",
        "role_slug": "cloud-architect",
        "skill_name": "Power Platform",
        "status": "pending"
      }
    ],
    "queue_entry_id": null,
    "v3_pipeline_triggered": false,
    "v3_role_slug": null,
    "v3_run_id": null
  }
}

API 2 — extract-details

{
  "alias_matches": [
    {
      "alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
      "alias_persisted": false,
      "existing_alias_id": 694,
      "existing_alias_text": "DMARC",
      "input_term": "DMARC",
      "matched_canonical": {
        "category_id": 12,
        "display_name": "DMARC",
        "id": 378,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "STANDARD",
        "slug": "dmarc",
        "sub_category_id": 273,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "matched_via": "alias"
    },
    {
      "alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
      "alias_persisted": false,
      "existing_alias_id": 695,
      "existing_alias_text": "DKIM",
      "input_term": "DKIM",
      "matched_canonical": {
        "category_id": 12,
        "display_name": "DKIM",
        "id": 379,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "STANDARD",
        "slug": "dkim",
        "sub_category_id": 273,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "matched_via": "alias"
    },
    {
      "alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
      "alias_persisted": false,
      "existing_alias_id": 696,
      "existing_alias_text": "SPF",
      "input_term": "SPF",
      "matched_canonical": {
        "category_id": 12,
        "display_name": "SPF",
        "id": 380,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "STANDARD",
        "slug": "spf",
        "sub_category_id": 273,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "matched_via": "alias"
    },
    {
      "alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
      "alias_persisted": false,
      "existing_alias_id": 658,
      "existing_alias_text": "Azure AD",
      "input_term": "Azure AD",
      "matched_canonical": {
        "category_id": 11,
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      "matched_via": "alias"
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        }
      ],
      "canonical": {
        "category_id": 6,
        "display_name": "Python",
        "id": 5,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "LANGUAGE",
        "slug": "python",
        "sub_category_id": 96,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "dimensions": [
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "Programming Languages",
            "id": 1,
            "rationale": "Primary implementation languages used to build client and server feature code. Full stack engineers need enough fluency to move across layers and implement product behavior end to end.",
            "slug": "programming-languages",
            "source": "db"
          },
          "input_skill": "Python",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "Backend Engineer",
              "id": 1,
              "rationale": null,
              "role_archetype": "A Backend Engineer designs, builds, and maintains the server-side logic and data handling that power applications and services. They focus on implementing reliable business functionality, integrating with other systems, and ensuring the backend is scalable, maintainable, and observable.",
              "slug": "backend-engineer",
              "source": "db"
            },
            {
              "display_name": "Full Stack Engineer",
              "id": 15,
              "rationale": null,
              "role_archetype": null,
              "slug": "full-stack-engineer",
              "source": "db"
            }
          ]
        },
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "Programming Languages and Scripting",
            "id": 59,
            "rationale": "Languages used to write security automation, analysis scripts, detection logic, and remediation helpers. This is the primary implementation surface for a cybersecurity engineer across tooling and response workflows.",
            "slug": "programming-languages-and-scripting",
            "source": "db"
          },
          "input_skill": "Python",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "Cybersecurity Engineer",
              "id": 5,
              "rationale": null,
              "role_archetype": null,
              "slug": "cybersecurity-engineer",
              "source": "db"
            }
          ]
        },
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "Programming Languages for Data Work",
            "id": 21,
            "rationale": "Languages used to implement data pipelines, transformations, and operational glue. This is the primary coding surface for building ingestion, enrichment, and automation logic in data engineering.",
            "slug": "programming-languages-for-data-work",
            "source": "db"
          },
          "input_skill": "Python",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "Data Engineer",
              "id": 2,
              "rationale": null,
              "role_archetype": null,
              "slug": "data-engineer",
              "source": "db"
            }
          ]
        },
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "Programming Languages for ML Systems",
            "id": 39,
            "rationale": "Languages used to build training code, inference services, evaluation jobs, and ML glue code. This is the primary implementation surface for ML engineers across experimentation and productionization.",
            "slug": "programming-languages-for-ml-systems",
            "source": "db"
          },
          "input_skill": "Python",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "ML Engineer",
              "id": 3,
              "rationale": null,
              "role_archetype": null,
              "slug": "ml-engineer",
              "source": "db"
            },
            {
              "display_name": "ML Ops Engineer",
              "id": 16,
              "rationale": null,
              "role_archetype": null,
              "slug": "ml-ops-engineer",
              "source": "db"
            }
          ]
        },
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "Programming Languages for XR",
            "id": 97,
            "rationale": "Primary implementation languages used to build immersive client features, interaction logic, and device-specific runtime behavior. This is the core coding surface for AR/VR experiences.",
            "slug": "programming-languages-for-xr",
            "source": "db"
          },
          "input_skill": "Python",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "AR/VR Engineer",
              "id": 8,
              "rationale": null,
              "role_archetype": null,
              "slug": "ar-vr-engineer",
              "source": "db"
            }
          ]
        }
      ],
      "input_skill": "Python",
      "matched_via": "alias",
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": null,
      "source_tag": "db",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Microsoft Graph",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Cloud Platforms",
          "skill_nature": "PLATFORM",
          "sub_category": "general",
          "typical_lifespan": "MULTI_YEAR",
          "version_strategy": "UNVERSIONED",
          "volatility": "MEDIUM"
        },
        "enrichment": null,
        "keep_log": [],
        "locked_dimensions": [],
        "merge_log": [],
        "placed": null,
        "relationships": null,
        "skill_id": "microsoft-graph",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "DLP",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Data Protection",
          "skill_nature": "CONCEPT",
          "sub_category": "general",
          "typical_lifespan": "MULTI_YEAR",
          "version_strategy": "UNVERSIONED",
          "volatility": "MEDIUM"
        },
        "enrichment": null,
        "keep_log": [],
        "locked_dimensions": [],
        "merge_log": [],
        "placed": null,
        "relationships": null,
        "skill_id": "dlp",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "retention",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Data Management",
          "skill_nature": "CONCEPT",
          "sub_category": "general",
          "typical_lifespan": "MULTI_YEAR",
          "version_strategy": "UNVERSIONED",
          "volatility": "MEDIUM"
        },
        "enrichment": null,
        "keep_log": [],
        "locked_dimensions": [],
        "merge_log": [],
        "placed": null,
        "relationships": null,
        "skill_id": "retention",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "eDiscovery",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Legal Technology",
          "skill_nature": "CONCEPT",
          "sub_category": "general",
          "typical_lifespan": "MULTI_YEAR",
          "version_strategy": "UNVERSIONED",
          "volatility": "MEDIUM"
        },
        "enrichment": null,
        "keep_log": [],
        "locked_dimensions": [],
        "merge_log": [],
        "placed": null,
        "relationships": null,
        "skill_id": "ediscovery",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "sensitivity labels",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Data Protection",
          "skill_nature": "CONCEPT",
          "sub_category": "general",
          "typical_lifespan": "MULTI_YEAR",
          "version_strategy": "UNVERSIONED",
          "volatility": "MEDIUM"
        },
        "enrichment": null,
        "keep_log": [],
        "locked_dimensions": [],
        "merge_log": [],
        "placed": null,
        "relationships": null,
        "skill_id": "sensitivity-labels",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Intune",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Mobile Device Management",
          "skill_nature": "TOOL",
          "sub_category": "general",
          "typical_lifespan": "MULTI_YEAR",
          "version_strategy": "UNVERSIONED",
          "volatility": "MEDIUM"
        },
        "enrichment": null,
        "keep_log": [],
        "locked_dimensions": [],
        "merge_log": [],
        "placed": null,
        "relationships": null,
        "skill_id": "intune",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "ShareGate",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Data Migration",
          "skill_nature": "TOOL",
          "sub_category": "general",
          "typical_lifespan": "MULTI_YEAR",
          "version_strategy": "UNVERSIONED",
          "volatility": "MEDIUM"
        },
        "enrichment": null,
        "keep_log": [],
        "locked_dimensions": [],
        "merge_log": [],
        "placed": null,
        "relationships": null,
        "skill_id": "sharegate",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Microsoft Migration Manager",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Data Migration",
          "skill_nature": "TOOL",
          "sub_category": "general",
          "typical_lifespan": "MULTI_YEAR",
          "version_strategy": "UNVERSIONED",
          "volatility": "MEDIUM"
        },
        "enrichment": null,
        "keep_log": [],
        "locked_dimensions": [],
        "merge_log": [],
        "placed": null,
        "relationships": null,
        "skill_id": "microsoft-migration-manager",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "BitTitan",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Data Migration",
          "skill_nature": "TOOL",
          "sub_category": "general",
          "typical_lifespan": "MULTI_YEAR",
          "version_strategy": "UNVERSIONED",
          "volatility": "MEDIUM"
        },
        "enrichment": null,
        "keep_log": [],
        "locked_dimensions": [],
        "merge_log": [],
        "placed": null,
        "relationships": null,
        "skill_id": "bittitan",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Copilot",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Development Tools",
          "skill_nature": "TOOL",
          "sub_category": "general",
          "typical_lifespan": "MULTI_YEAR",
          "version_strategy": "UNVERSIONED",
          "volatility": "MEDIUM"
        },
        "enrichment": null,
        "keep_log": [],
        "locked_dimensions": [],
        "merge_log": [],
        "placed": null,
        "relationships": null,
        "skill_id": "copilot",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Power Platform",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Low-Code Platforms",
          "skill_nature": "PLATFORM",
          "sub_category": "general",
          "typical_lifespan": "MULTI_YEAR",
          "version_strategy": "UNVERSIONED",
          "volatility": "MEDIUM"
        },
        "enrichment": null,
        "keep_log": [],
        "locked_dimensions": [],
        "merge_log": [],
        "placed": null,
        "relationships": null,
        "skill_id": "power-platform",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    }
  ],
  "unmatched_skills": [
    "Microsoft 365",
    "Teams",
    "SharePoint Online",
    "OneDrive",
    "Exchange Online",
    "Google Workspace",
    "Adobe",
    "Smartsheet",
    "Entra ID",
    "Microsoft Defender for Cloud Apps",
    "Microsoft Defender for Identity",
    "Microsoft Graph",
    "DLP",
    "retention",
    "eDiscovery",
    "sensitivity labels",
    "Intune",
    "ShareGate",
    "Microsoft Migration Manager",
    "BitTitan",
    "Copilot",
    "Power Platform"
  ]
}

API 3 — final-role-output

{
  "chosen_role": {
    "display_name": "Cybersecurity Engineer",
    "id": 5,
    "rationale": "The primary skills focus on security and management of various Microsoft and identity products, aligning closely with the Cybersecurity Engineer role.",
    "role_archetype": null,
    "slug": "cybersecurity-engineer",
    "source": "db"
  },
  "chosen_role_resolution": "in_db",
  "final_input_skills": [
    {
      "skill": "Microsoft 365",
      "tag": "new"
    },
    {
      "skill": "Teams",
      "tag": "new"
    },
    {
      "skill": "SharePoint Online",
      "tag": "new"
    },
    {
      "skill": "OneDrive",
      "tag": "new"
    },
    {
      "skill": "Exchange Online",
      "tag": "new"
    },
    {
      "skill": "Google Workspace",
      "tag": "new"
    },
    {
      "skill": "Adobe",
      "tag": "new"
    },
    {
      "skill": "Smartsheet",
      "tag": "new"
    },
    {
      "skill": "DMARC",
      "tag": "in_db"
    },
    {
      "skill": "DKIM",
      "tag": "in_db"
    },
    {
      "skill": "SPF",
      "tag": "in_db"
    },
    {
      "skill": "Entra ID",
      "tag": "new"
    },
    {
      "skill": "Azure AD",
      "tag": "in_db"
    },
    {
      "skill": "Microsoft Defender for Office 365",
      "tag": "in_db"
    },
    {
      "skill": "Microsoft Defender for Endpoint",
      "tag": "in_db"
    },
    {
      "skill": "Microsoft Defender for Cloud Apps",
      "tag": "new"
    },
    {
      "skill": "Microsoft Defender for Identity",
      "tag": "new"
    },
    {
      "skill": "Microsoft Sentinel",
      "tag": "in_db"
    },
    {
      "skill": "PowerShell",
      "tag": "in_db"
    },
    {
      "skill": "Python",
      "tag": "in_db"
    },
    {
      "skill": "Microsoft Graph",
      "tag": "new"
    },
    {
      "skill": "DLP",
      "tag": "new"
    },
    {
      "skill": "retention",
      "tag": "new"
    },
    {
      "skill": "eDiscovery",
      "tag": "new"
    },
    {
      "skill": "sensitivity labels",
      "tag": "new"
    },
    {
      "skill": "Intune",
      "tag": "new"
    },
    {
      "skill": "ShareGate",
      "tag": "new"
    },
    {
      "skill": "Microsoft Migration Manager",
      "tag": "new"
    },
    {
      "skill": "BitTitan",
      "tag": "new"
    },
    {
      "skill": "Copilot",
      "tag": "new"
    },
    {
      "skill": "Power Platform",
      "tag": "new"
    }
  ],
  "llm_cost_api1_usd": null,
  "llm_cost_api2_usd": null,
  "llm_cost_api3_usd": null,
  "llm_cost_total_usd": null,
  "persistence": {
    "items": [
      {
        "chosen_role_id": 5,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Email Security Controls",
          "id": 70,
          "rationale": "Controls that authenticate, filter, and protect email channels against spoofing and phishing. This is a distinct cluster because the role often evaluates both protocol-based protections and vendor filtering platforms.",
          "slug": "email-security-controls",
          "source": "db"
        },
        "dimension_id": 70,
        "input_skill": "DMARC",
        "llm_role": null,
        "matched_chosen_role": true,
        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension saved",
        "role_dimension_saved": true,
        "roles_from_db": [
          {
            "display_name": "Cybersecurity Engineer",
            "id": 5,
            "rationale": null,
            "role_archetype": null,
            "slug": "cybersecurity-engineer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 378,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 5,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Email Security Controls",
          "id": 70,
          "rationale": "Controls that authenticate, filter, and protect email channels against spoofing and phishing. This is a distinct cluster because the role often evaluates both protocol-based protections and vendor filtering platforms.",
          "slug": "email-security-controls",
          "source": "db"
        },
        "dimension_id": 70,
        "input_skill": "DKIM",
        "llm_role": null,
        "matched_chosen_role": true,
        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension saved",
        "role_dimension_saved": true,
        "roles_from_db": [
          {
            "display_name": "Cybersecurity Engineer",
            "id": 5,
            "rationale": null,
            "role_archetype": null,
            "slug": "cybersecurity-engineer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 379,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 5,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Email Security Controls",
          "id": 70,
          "rationale": "Controls that authenticate, filter, and protect email channels against spoofing and phishing. This is a distinct cluster because the role often evaluates both protocol-based protections and vendor filtering platforms.",
          "slug": "email-security-controls",
          "source": "db"
        },
        "dimension_id": 70,
        "input_skill": "SPF",
        "llm_role": null,
        "matched_chosen_role": true,
        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension saved",
        "role_dimension_saved": true,
        "roles_from_db": [
          {
            "display_name": "Cybersecurity Engineer",
            "id": 5,
            "rationale": null,
            "role_archetype": null,
            "slug": "cybersecurity-engineer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 380,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 5,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Identity and Access Management Products",
          "id": 65,
          "rationale": "Identity platforms and privileged access tools used to enforce authentication, authorization, and administrative control. This is a vendor-family dimension because the role often reviews multiple IAM and PAM products in enterprise environments.",
          "slug": "identity-and-access-management-products",
          "source": "db"
        },
        "dimension_id": 65,
        "input_skill": "Azure AD",
        "llm_role": null,
        "matched_chosen_role": true,
        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension saved",
        "role_dimension_saved": true,
        "roles_from_db": [
          {
            "display_name": "Cybersecurity Engineer",
            "id": 5,
            "rationale": null,
            "role_archetype": null,
            "slug": "cybersecurity-engineer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 342,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 5,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Endpoint Security and EDR Products",
          "id": 61,
          "rationale": "Endpoint protection platforms used to detect, investigate, and contain malicious activity on laptops, servers, and workstations. This is a vendor-family dimension because the role commonly operates multiple named EDR suites and their response features.",
          "slug": "endpoint-security-and-edr-products",
          "source": "db"
        },
        "dimension_id": 61,
        "input_skill": "Microsoft Defender for Office 365",
        "llm_role": null,
        "matched_chosen_role": true,
        "outcome_line": "Skipped \u2014 no persistable v3 meta for new skill",
        "role_dimension_saved": false,
        "roles_from_db": [
          {
            "display_name": "Cybersecurity Engineer",
            "id": 5,
            "rationale": null,
            "role_archetype": null,
            "slug": "cybersecurity-engineer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": false,
        "skill_id": null,
        "skill_tag": "new",
        "skipped_reason": "skill_not_in_db_v3_proposed"
      },
      {
        "chosen_role_id": 5,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Endpoint Security and EDR Products",
          "id": 61,
          "rationale": "Endpoint protection platforms used to detect, investigate, and contain malicious activity on laptops, servers, and workstations. This is a vendor-family dimension because the role commonly operates multiple named EDR suites and their response features.",
          "slug": "endpoint-security-and-edr-products",
          "source": "db"
        },
        "dimension_id": 61,
        "input_skill": "Microsoft Defender for Endpoint",
        "llm_role": null,
        "matched_chosen_role": true,
        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension saved",
        "role_dimension_saved": true,
        "roles_from_db": [
          {
            "display_name": "Cybersecurity Engineer",
            "id": 5,
            "rationale": null,
            "role_archetype": null,
            "slug": "cybersecurity-engineer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 312,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 5,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "SIEM Products and Detection Engineering Languages",
          "id": 62,
          "rationale": "Security monitoring platforms and the query/rule languages used to build detections, hunts, and alert triage workflows. This dimension stays separate because the role often works across multiple SIEM products and their native query syntaxes.",
          "slug": "siem-products-and-detection-engineering-languages",
          "source": "db"
        },
        "dimension_id": 62,
        "input_skill": "Microsoft Sentinel",
        "llm_role": null,
        "matched_chosen_role": true,
        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension saved",
        "role_dimension_saved": true,
        "roles_from_db": [
          {
            "display_name": "Cybersecurity Engineer",
            "id": 5,
            "rationale": null,
            "role_archetype": null,
            "slug": "cybersecurity-engineer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 316,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 5,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Programming Languages and Scripting",
          "id": 59,
          "rationale": "Languages used to write security automation, analysis scripts, detection logic, and remediation helpers. This is the primary implementation surface for a cybersecurity engineer across tooling and response workflows.",
          "slug": "programming-languages-and-scripting",
          "source": "db"
        },
        "dimension_id": 59,
        "input_skill": "PowerShell",
        "llm_role": null,
        "matched_chosen_role": true,
        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension saved",
        "role_dimension_saved": true,
        "roles_from_db": [
          {
            "display_name": "Cybersecurity Engineer",
            "id": 5,
            "rationale": null,
            "role_archetype": null,
            "slug": "cybersecurity-engineer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 297,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 5,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Programming Languages for ML Systems",
          "id": 39,
          "rationale": "Languages used to build training code, inference services, evaluation jobs, and ML glue code. This is the primary implementation surface for ML engineers across experimentation and productionization.",
          "slug": "programming-languages-for-ml-systems",
          "source": "db"
        },
        "dimension_id": 39,
        "input_skill": "PowerShell",
        "llm_role": null,
        "matched_chosen_role": false,
        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
        "role_dimension_saved": false,
        "roles_from_db": [
          {
            "display_name": "ML Engineer",
            "id": 3,
            "rationale": null,
            "role_archetype": null,
            "slug": "ml-engineer",
            "source": "db"
          },
          {
            "display_name": "ML Ops Engineer",
            "id": 16,
            "rationale": null,
            "role_archetype": null,
            "slug": "ml-ops-engineer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 297,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 5,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Programming Languages",
          "id": 1,
          "rationale": "Primary implementation languages used to build client and server feature code. Full stack engineers need enough fluency to move across layers and implement product behavior end to end.",
          "slug": "programming-languages",
          "source": "db"
        },
        "dimension_id": 1,
        "input_skill": "Python",
        "llm_role": null,
        "matched_chosen_role": false,
        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
        "role_dimension_saved": false,
        "roles_from_db": [
          {
            "display_name": "Backend Engineer",
            "id": 1,
            "rationale": null,
            "role_archetype": "A Backend Engineer designs, builds, and maintains the server-side logic and data handling that power applications and services. They focus on implementing reliable business functionality, integrating with other systems, and ensuring the backend is scalable, maintainable, and observable.",
            "slug": "backend-engineer",
            "source": "db"
          },
          {
            "display_name": "Full Stack Engineer",
            "id": 15,
            "rationale": null,
            "role_archetype": null,
            "slug": "full-stack-engineer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 5,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 5,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Programming Languages and Scripting",
          "id": 59,
          "rationale": "Languages used to write security automation, analysis scripts, detection logic, and remediation helpers. This is the primary implementation surface for a cybersecurity engineer across tooling and response workflows.",
          "slug": "programming-languages-and-scripting",
          "source": "db"
        },
        "dimension_id": 59,
        "input_skill": "Python",
        "llm_role": null,
        "matched_chosen_role": true,
        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension saved",
        "role_dimension_saved": true,
        "roles_from_db": [
          {
            "display_name": "Cybersecurity Engineer",
            "id": 5,
            "rationale": null,
            "role_archetype": null,
            "slug": "cybersecurity-engineer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 5,
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        "skipped_reason": null
      },
      {
        "chosen_role_id": 5,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Programming Languages for Data Work",
          "id": 21,
          "rationale": "Languages used to implement data pipelines, transformations, and operational glue. This is the primary coding surface for building ingestion, enrichment, and automation logic in data engineering.",
          "slug": "programming-languages-for-data-work",
          "source": "db"
        },
        "dimension_id": 21,
        "input_skill": "Python",
        "llm_role": null,
        "matched_chosen_role": false,
        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
        "role_dimension_saved": false,
        "roles_from_db": [
          {
            "display_name": "Data Engineer",
            "id": 2,
            "rationale": null,
            "role_archetype": null,
            "slug": "data-engineer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 5,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 5,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Programming Languages for ML Systems",
          "id": 39,
          "rationale": "Languages used to build training code, inference services, evaluation jobs, and ML glue code. This is the primary implementation surface for ML engineers across experimentation and productionization.",
          "slug": "programming-languages-for-ml-systems",
          "source": "db"
        },
        "dimension_id": 39,
        "input_skill": "Python",
        "llm_role": null,
        "matched_chosen_role": false,
        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
        "role_dimension_saved": false,
        "roles_from_db": [
          {
            "display_name": "ML Engineer",
            "id": 3,
            "rationale": null,
            "role_archetype": null,
            "slug": "ml-engineer",
            "source": "db"
          },
          {
            "display_name": "ML Ops Engineer",
            "id": 16,
            "rationale": null,
            "role_archetype": null,
            "slug": "ml-ops-engineer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 5,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 5,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Programming Languages for XR",
          "id": 97,
          "rationale": "Primary implementation languages used to build immersive client features, interaction logic, and device-specific runtime behavior. This is the core coding surface for AR/VR experiences.",
          "slug": "programming-languages-for-xr",
          "source": "db"
        },
        "dimension_id": 97,
        "input_skill": "Python",
        "llm_role": null,
        "matched_chosen_role": false,
        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
        "role_dimension_saved": false,
        "roles_from_db": [
          {
            "display_name": "AR/VR Engineer",
            "id": 8,
            "rationale": null,
            "role_archetype": null,
            "slug": "ar-vr-engineer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 5,
        "skill_tag": "in_db",
        "skipped_reason": null
      }
    ],
    "new_skills_created": 0,
    "role_dimension_saved": 0,
    "skill_dimension_saved": 0,
    "skipped": 1
  },
  "planner_output": null,
  "run_id": "7c048c94-108d-4f5f-ba00-e7c280685bcc"
}

LLM Calls

Every model call made for this run, in pipeline order. Click a card to see the model's response.

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