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Pipeline run

65838294-3dae-4d51-bd3b-8eb7db4b8b7f

Pipeline LLM cost (USD)
API 1: $0.0115 API 2: $0.0007 API 3: $0.0000 Total: $0.0122

Client output enrichment

v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA description
Nature of work · Unity gameplay systems
Build and optimize mobile game features in Unity/C#, including battle, gacha, and party UI systems; tune URP and memory/performance for Android, and wire up Firebase plus backend APIs for live/game services.
"Implement gameplay systems in Unity using C# (turn-based battle, gacha pull pipeline, party-building UI)."
Tech stack maturity
Mainstream Modern
The stack centers on Unity with modern C# features, async-await, generics, REST/gRPC, and Firebase services, which is characteristic of a mainstream modern game development workflow.
AI index (0 = no AI use, 5 = totally AI-dependent · v2.1)
0.00 / 5
· Title match
· Has AI skill
· AI skill (primary)
· AI skill (secondary)
· On AI team
· Builds AI products
vocab breakdown (legacy)
Assistants (×1):
Frameworks (×2):
Models / concepts (×3):
Evidence — skills matched in JD (22)
Unity C# ScriptableObject URP Unity Profiler Shader Graph Firebase Analytics Firebase Remote Config Firebase Cloud Messaging REST gRPC Google Play App Store async/await LINQ generics Git CI/CD Unity Cloud Build ECS DOTS Addressables
Skill cluster (6 dimension groups, role-scoped)
C# and .NET Languages
C# generics
API Standards and Protocols
gRPC
Concurrency and Async Workflows
async/await
Integration Protocols & Standards
REST
Push Notifications and Messaging
Firebase Cloud Messaging
Cross-cutting / unaligned
Unity ScriptableObject URP Unity Profiler Shader Graph Firebase Analytics Firebase Remote Config Google Play App Store LINQ Git CI/CD Unity Cloud Build ECS DOTS Addressables
Show KRA description ↓
- Implement gameplay systems in Unity using C# (turn-based battle, gacha pull pipeline, party-building UI). - Integrate Unity Asset Store packages and write custom ScriptableObject-based data architectures. - Optimise URP rendering for mid-tier Android devices (60FPS on Snapdragon 7-gen). - Profile + reduce GC alloc per frame with Unity Profiler. - Work with technical artists on Shader Graph for character toon-shading. - Integrate Firebase Analytics, Remote Config, and Cloud Messaging. - Collaborate with backend on REST APIs and gRPC for matchmaking. - 5+ years professional Unity experience shipping at least one mobile title on Google Play / App Store. - Expert C#; comfortable with async/await, LINQ, generics. - Strong knowledge of Unity-specific architecture: ECS / DOTS exposure a plus. - Familiarity with Addressables, URP, Shader Graph. - Git, CI/CD via Unity Cloud Build.

Signals

Skill backend-engineer
0.21
Alias ar-vr-engineer
1.00
KRA ar-vr-engineer
0.51

Post-classification

Centroidupdated · n=7
Alias collision log
New-role queue
New skills captured11
New KRA capturedyes

Captured for admin review

ScriptableObject primary Game Developer pending
URP primary Game Developer pending
Unity Profiler primary Game Developer pending
Shader Graph primary Game Developer pending
Google Play primary Game Developer pending
App Store primary Game Developer pending
LINQ primary Game Developer pending
generics primary Game Developer pending
DOTS Game Developer pending
Addressables Game Developer pending
Unity Cloud Build primary Game Developer pending
R&R fragment (sim 0.00) Game Developer pending

- Implement gameplay systems in Unity using C# (turn-based battle, gacha pull pipeline, party-building UI). - Integrate Unity Asset Store packages and write custom ScriptableObject-based data architec…

Status: completed Created: 2026-05-24T21:58:30.614634Z Updated: 2026-06-21T04:00:29.253373Z API 3 duration: 6125 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

AR/VR Engineer

Unity Game Dev

sub-role · 0.99 domain · Software Engineering CASE DOMAIN

slug: ar-vr-engineer · id: 8 · source: db · sub-role slug: unity-game-dev

The primary skills are all aligned with the responsibilities of an AR/VR Engineer.

Matched skills

UnityC#ScriptableObjectURPUnity ProfilerShader GraphFirebase AnalyticsRemote ConfigCloud MessagingREST APIsgRPCAddressablesGitCI/CDUnity Cloud Build

Matched dimensions

Gameplay Systems DevelopmentUnity Mobile Game DevelopmentRendering and Performance OptimizationUnity Data ArchitectureShader and Visual Effects CollaborationAnalytics and Live Ops IntegrationBackend Integration for MatchmakingBuild and Deployment Automation

Matched KRAs

Implement gameplay systems in Unity using C#Integrate Unity Asset Store packagesWrite custom ScriptableObject-based data architecturesOptimise URP rendering for mid-tier Android devicesProfile + reduce GC alloc per frameWork with technical artists on Shader GraphIntegrate Firebase Analytics, Remote Config, and Cloud MessagingCollaborate with backend on REST APIs and gRPC

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

0
New skills
0
Skill↔dim saved
0
Role↔dim saved
3
Skipped

Job description

Job Title: Senior Unity Game Programmer

We're hiring a Senior Unity Game Programmer to join our F2P mobile team building a new gacha RPG.

What you'll do:
- Implement gameplay systems in Unity using C# (turn-based battle, gacha pull pipeline, party-building UI).
- Integrate Unity Asset Store packages and write custom ScriptableObject-based data architectures.
- Optimise URP rendering for mid-tier Android devices (60FPS on Snapdragon 7-gen).
- Profile + reduce GC alloc per frame with Unity Profiler.
- Work with technical artists on Shader Graph for character toon-shading.
- Integrate Firebase Analytics, Remote Config, and Cloud Messaging.
- Collaborate with backend on REST APIs and gRPC for matchmaking.

Must have:
- 5+ years professional Unity experience shipping at least one mobile title on Google Play / App Store.
- Expert C#; comfortable with async/await, LINQ, generics.
- Strong knowledge of Unity-specific architecture: ECS / DOTS exposure a plus.
- Familiarity with Addressables, URP, Shader Graph.
- Git, CI/CD via Unity Cloud Build.

Skills from this JD

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

Unity Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Unity id=526 · unity

Aliases — catalog

  • Unity (CANONICAL) primary
  • Unity 2018 (VERSION)
  • Unity 2019 (VERSION)
  • Unity 2020 (VERSION)
  • Unity 2021 (VERSION)
  • Unity 2022 (VERSION)
  • Unity 2023 (VERSION)
  • Unity 3 (VERSION)
  • Unity 4 (VERSION)
  • Unity 5 (VERSION)
  • Unity 6 (VERSION)

Context tags (catalog)

Addressables Animator AssetBundle C# HDRP MonoBehaviour NavMesh Physics ScriptableObject Shader Graph URP Unity Editor XR coroutines prefabs

Stored enrichment (catalog DB)

Category
Framework
Sub-category
Game Engine Framework
Vendor
Unity Technologies
License
proprietary
Year introduced
2005
Confidence
0.90
Version strategy
SEPARATE_ENTITY
Version tag
Unity 6

Maturity reasoning: Unity appears in many game-dev job postings and is a standard engine in hiring pipelines for mobile, indie, and AR/VR roles; its Asset Store and C# ecosystem reinforce broad adoption.

Skill profile (library / DB)

Skill nature
FRAMEWORK
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
5
Sub-category id
411
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • XR Engines and Runtime Frameworks Catalog dimension db id 98

    Library dimension (catalog)

    Roles linked in library: AR/VR Engineer

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
XR Engines and Runtime Frameworks
xr-engines-and-runtime-frameworks
Existing dimension (library) · Role↔dimension saved
C# Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: C id=4 · c

Aliases — catalog

  • C# (CANONICAL) primary
  • C (CANONICAL)
  • C# 1 (VERSION)
  • C# 10 (VERSION)
  • C# 11 (VERSION)
  • C# 12 (VERSION)
  • C# 13 (VERSION)
  • C# 14 (VERSION)
  • C# 2 (VERSION)
  • C# 3 (VERSION)
  • C# 4 (VERSION)
  • C# 5 (VERSION)
  • C# 6 (VERSION)
  • C# 7 (VERSION)
  • C# 8 (VERSION)
  • C# 9 (VERSION)
  • C# latest (VERSION)
  • C#1 (VERSION)
  • C#10 (VERSION)
  • C#11 (VERSION)
  • C#12 (VERSION)
  • C#2 (VERSION)
  • C#3 (VERSION)
  • C#4 (VERSION)
  • C#5 (VERSION)
  • C#6 (VERSION)
  • C#7 (VERSION)
  • C#8 (VERSION)
  • C#9 (VERSION)
  • C++ (CANONICAL)
  • C++03 (VERSION)
  • C++11 (VERSION)
  • C++14 (VERSION)
  • C++17 (VERSION)
  • C++20 (VERSION)
  • C++23 (VERSION)
  • C++26 (VERSION)
  • C++98 (VERSION)
  • c sharp (VERSION)
  • c# (VERSION)
  • cpp03 (VERSION)
  • cpp11 (VERSION)
  • cpp14 (VERSION)
  • cpp17 (VERSION)
  • cpp20 (VERSION)
  • cpp23 (VERSION)
  • cpp26 (VERSION)
  • cpp98 (VERSION)
  • csharp (VERSION)
  • modern C++ (VERSION)

Context tags (catalog)

.NET ASP.NET Azure Boost C# 9 C11 C99 CLR CMake Entity Framework LINQ MSBuild MVC Makefile NuGet Qt RAII Roslyn STL TDD Unity Visual Studio WPF Web API WinForms Xamarin async/await attributes buffer overflow constexpr delegates dependency injection dynamic memory events free function pointer gcc gdb header files inline interfaces linker malloc memory leak memory management move semantics multithreading operator overloading pointer pointers preprocessor segmentation fault smart pointers stdio.h stdlib.h struct syntax error templates typedef xUnit

Stored enrichment (catalog DB)

Category
Language
Sub-category
Programming Language
Vendor
Microsoft
License
mit
Year introduced
2000
Confidence
0.99
Version strategy
SEPARATE_ENTITY
Version tag
latest

Maturity reasoning: C# is a mainstream hiring staple with high JD volume across .NET, Azure, and enterprise roles; Microsoft continues active platform investment in .NET, reinforcing broad adoption.

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)

  • Cross-Platform App Languages Catalog dimension db id 167

    Library dimension (catalog)

    Roles linked in library: Hybrid Mobile Developer

  • Programming Languages Catalog dimension db id 1

    Library dimension (catalog)

    Roles linked in library: Backend Developer, Fullstack Developer

  • Programming Languages for ML Systems Catalog dimension db id 39

    Library dimension (catalog)

    Roles linked in library: ML Engineer, MLOps Engineer

  • Programming Languages for XR Catalog dimension db id 97

    Library dimension (catalog)

    Roles linked in library: AR/VR Engineer

  • React Frontend Development Catalog dimension db id 96

    Library dimension (catalog)

  • Video Codec Languages and DSLs Catalog dimension db id 225

    Library dimension (catalog)

    Roles linked in library: Video Codec Engineer

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
Cross-Platform App Languages
cross-platform-app-languages
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Programming Languages
programming-languages
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 saved
React Frontend Development
d_init_01
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Video Codec Languages and DSLs
video-codec-languages-and-dsls
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
ScriptableObject 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
Game Development
Sub-category
general
Skill nature
CONCEPT
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
URP 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
Game Development
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Unity Profiler 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
Game Development
Sub-category
Profiling Tools
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Shader Graph Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: shader graphs id=558 · shader-graphs

Aliases — catalog

  • shader graphs (CANONICAL) primary

Context tags (catalog)

GLSL HLSL PBR UV mapping fragment shader material editor node graph node-based normal map procedural texturing render pipeline shader compiler tessellation vertex shader visual scripting

Stored enrichment (catalog DB)

Category
Framework
Sub-category
Visual Shader Authoring Framework
Vendor
Unity Technologies
License
proprietary
Year introduced
2018
Confidence
0.74
Version strategy
NOT_APPLICABLE

Maturity reasoning: Shader graphs appear in some Unity/Unreal and VFX job postings, but JD volume is far below core graphics skills like HLSL/GLSL; market use is concentrated in game/real-time rendering teams.

Skill profile (library / DB)

Skill nature
FRAMEWORK
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
5
Sub-category id
413
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • Shader and Material Authoring Catalog dimension db id 104

    Library dimension (catalog)

    Roles linked in library: AR/VR Engineer

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
Shader and Material Authoring
shader-and-material-authoring
Skipped — no persistable v3 meta for new skill
skill_not_in_db_v3_proposed
Firebase Analytics Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Firebase Analytics id=993 · firebase-analytics

Aliases — catalog

  • Firebase Analytics (CANONICAL) primary

Context tags (catalog)

A/B testing Attribution modeling BigQuery integration Firebase Console Funnel analysis Google Analytics conversion tracking custom reports data export data visualization event tracking mobile app analytics real-time analytics user engagement user properties

Stored enrichment (catalog DB)

Category
Service
Sub-category
Analytics Service
Vendor
Google
License
proprietary
Year introduced
2016
Confidence
0.98
Version strategy
NOT_APPLICABLE

Maturity reasoning: Commonly listed in mobile/product analytics JDs and widely used via Google Firebase; no vendor sunset, and it remains a standard choice alongside GA4/BigQuery integrations.

Skill profile (library / DB)

Skill nature
CLOUD_SERVICE
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
11
Sub-category id
117
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • Google & Firebase Services Catalog dimension db id 165

    Library dimension (catalog)

    Roles linked in library: Android Developer

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
Google & Firebase Services
google-firebase-services
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Firebase Remote Config Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Firebase Remote Config id=994 · firebase-remote-config

Aliases — catalog

  • Firebase Remote Config (CANONICAL) primary

Context tags (catalog)

A/B testing Firebase Console SDK integration analytics integration app optimization cloud messaging dynamic configuration feature flags mobile app development parameter management real-time updates remote settings user experience user segmentation version control

Stored enrichment (catalog DB)

Category
Service
Sub-category
Configuration Service
Vendor
Google
License
apache_2
Year introduced
2016
Confidence
0.98
Version strategy
NOT_APPLICABLE

Maturity reasoning: Commonly listed in mobile/app JDs for feature flags and config rollout; Google actively maintains it as part of Firebase, with broad adoption across Android/iOS teams.

Skill profile (library / DB)

Skill nature
CLOUD_SERVICE
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
11
Sub-category id
717
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • Google & Firebase Services Catalog dimension db id 165

    Library dimension (catalog)

    Roles linked in library: Android Developer

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
Google & Firebase Services
google-firebase-services
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Firebase Cloud Messaging Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Firebase Cloud Messaging id=948 · firebase-cloud-messaging

Aliases — catalog

  • Firebase Cloud Messaging (CANONICAL) primary

Context tags (catalog)

APNs Android Android notifications FCM FCM SDK Firebase Console Firebase SDK analytics analytics integration cloud functions data messages iOS iOS notifications message delivery message targeting notification notification messages push notifications real-time updates topic messaging user engagement web push

Stored enrichment (catalog DB)

Category
Service
Sub-category
Push Messaging Service
Vendor
Google
License
apache_2
Year introduced
2016
Confidence
0.97
Version strategy
NOT_APPLICABLE

Maturity reasoning: Commonly listed in mobile/backend JDs for push notifications; Google actively maintains FCM as the standard successor to GCM, with broad Android/iOS/web adoption.

Skill profile (library / DB)

Skill nature
CLOUD_SERVICE
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
11
Sub-category id
356
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • Push Notifications and Messaging Catalog dimension db id 88

    Library dimension (catalog)

    Roles linked in library: Android Developer, Hybrid Mobile Developer, iOS Developer

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
Push Notifications and Messaging
push-notifications-and-messaging
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
REST Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: REST id=11 · rest

Aliases — catalog

  • REST (CANONICAL) primary

Context tags (catalog)

API API design API versioning CRUD DELETE GET HATEOAS HTTP JSON OAuth OAuth2 OpenAPI POST PUT Postman RESTful Swagger URI Webhooks XML authentication client-server content negotiation endpoint endpoints middleware resource resource-oriented serialization stateless status codes versioning web services

Stored enrichment (catalog DB)

Category
Concept
Sub-category
Api Architecture Style
Year introduced
2000
Confidence
0.88
Version strategy
NOT_APPLICABLE

Maturity reasoning: REST is a default API architecture in many job descriptions and is widely supported by major vendors/frameworks; OpenAPI and RESTful endpoints remain standard in hiring pipelines.

Skill profile (library / DB)

Skill nature
PROTOCOL
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
10
Sub-category id
1485
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • API Design and Contracts Catalog dimension db id 3

    Library dimension (catalog)

    Roles linked in library: Backend Developer, Fullstack Developer

  • Integration Protocols & Standards Catalog dimension db id 271

    Library dimension (catalog)

    Roles linked in library: Pega Developer

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
API Design and Contracts
api-design-and-contracts
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Integration Protocols & Standards
integration-protocols-standards
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
gRPC Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: gRPC id=13 · grpc

Aliases — catalog

  • gRPC (CANONICAL) primary

Context tags (catalog)

API HTTP/2 IDL Protocol Buffers asynchronous authentication bidirectional streaming caching cancellation circuit breaker client library client-server client-side load balancing code generation deadline deadline propagation deadlines gRPC Gateway gRPC-Web inter-service communication interceptors interoperability load balancing mTLS metadata microservices middleware protobuf reflection server streaming service definition service discovery service mesh stub generation unary RPC

Stored enrichment (catalog DB)

Category
Protocol
Sub-category
Rpc Protocol
Vendor
Google
License
apache_2
Year introduced
2015
Confidence
0.98
Version strategy
NOT_APPLICABLE

Maturity reasoning: gRPC appears frequently in backend/microservices job descriptions and is widely supported by major vendors (Google, Cloud providers, Envoy), indicating broad adoption rather than niche use.

Skill profile (library / DB)

Skill nature
PROTOCOL
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
10
Sub-category id
52
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • API Design and Contracts Catalog dimension db id 3

    Library dimension (catalog)

    Roles linked in library: Backend Developer, Fullstack Developer

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
API Design and Contracts
api-design-and-contracts
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Google Play Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Google Play Store id=1086 · google-play-store

Aliases — catalog

  • Google Play Store (CANONICAL) primary

Context tags (catalog)

APK ASO Android apps Google Play Console Play Store policies analytics app distribution app monetization app optimization app updates beta testing developer account in-app purchases user acquisition user reviews

Stored enrichment (catalog DB)

Category
Platform
Sub-category
App Distribution Platform
Vendor
Google
License
proprietary
Year introduced
2012
Confidence
0.98
Version strategy
NOT_APPLICABLE

Maturity reasoning: Google Play Store is a standard Android app distribution channel and appears in many mobile app JDs for release, publishing, and store optimization; it remains the default marketplace rather than a niche tool.

Skill profile (library / DB)

Skill nature
PLATFORM
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
9
Sub-category id
347
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • Mobile Vendor Platforms Catalog dimension db id 172

    Library dimension (catalog)

    Roles linked in library: Hybrid Mobile Developer

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
Mobile Vendor Platforms
mobile-vendor-platforms
Skipped — no persistable v3 meta for new skill
skill_not_in_db_v3_proposed
App Store Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Apple App Store id=1085 · apple-app-store

Aliases — catalog

  • Apple App Store (CANONICAL) primary

Context tags (catalog)

App Analytics App Review Guidelines App Store Connect App Store Optimization App Store listing SwiftUI TestFlight UI/UX design Xcode beta testing iOS distribution iTunes Connect in-app purchases monetization strategies user engagement

Stored enrichment (catalog DB)

Category
Platform
Sub-category
App Distribution Platform
Vendor
Apple Inc.
License
proprietary
Year introduced
2008
Confidence
0.98
Version strategy
NOT_APPLICABLE

Maturity reasoning: Broadly used app distribution platform; App Store review and release management appear in many iOS job descriptions and are a standard requirement for shipping Apple apps.

Skill profile (library / DB)

Skill nature
PLATFORM
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
9
Sub-category id
347
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • Mobile Vendor Platforms Catalog dimension db id 172

    Library dimension (catalog)

    Roles linked in library: Hybrid Mobile Developer

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
Mobile Vendor Platforms
mobile-vendor-platforms
Skipped — no persistable v3 meta for new skill
skill_not_in_db_v3_proposed
async/await Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: async/await id=81 · async-await

Aliases — catalog

  • async/await (CANONICAL) primary

Context tags (catalog)

Concurrency ES2017 ES6 I/O operations JavaScript Node.js Promise Promise.all RxJS Task async function async functions async iterator async iterators asynchronous asynchronous control flow asynchronous programming asyncio await expression await expressions awaitable backpressure callback callbacks concurrency control flow coroutines deadlock error handling event loop futures generator microtask microtask queue microtasks non-blocking non-blocking I/O parallelism performance promise chaining promises race condition reactive programming streaming synchronous task scheduling

Stored enrichment (catalog DB)

Category
Concept
Sub-category
Asynchronous Programming Concept
Confidence
0.93
Version strategy
NOT_APPLICABLE

Maturity reasoning: Async/await is a standard async pattern across JavaScript, Python, C#, and Rust; it appears routinely in job descriptions and is the default replacement for callback/promise chaining in modern codebases.

Skill profile (library / DB)

Skill nature
CONCEPT
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
2
Sub-category id
449
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • Concurrency and Parallel Processing Catalog dimension db id 17

    Library dimension (catalog)

    Roles linked in library: Backend Developer

  • JavaScript and TypeScript Catalog dimension db id 114

    Library dimension (catalog)

    Roles linked in library: Frontend Developer

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
Concurrency and Parallel Processing
concurrency-and-parallel-processing
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
JavaScript and TypeScript
javascript-and-typescript
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
LINQ 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
Programming Languages
Sub-category
general
Skill nature
LANGUAGE
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
generics 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
Programming Concepts
Sub-category
general
Skill nature
CONCEPT
Volatility
STABLE
Typical lifespan
EVERGREEN
Version strategy
UNVERSIONED
ECS Secondary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: ECS id=854 · ecs

Aliases — catalog

  • ECS (CANONICAL) primary

Context tags (catalog)

AWS CLI CloudFormation Docker ECR Fargate IAM roles Kubernetes container instances load balancing logging microservices monitoring networking scalability service discovery task definitions

Stored enrichment (catalog DB)

Category
Service
Sub-category
Container Orchestration Service
Vendor
Amazon Web Services
License
unknown
Year introduced
2014
Confidence
0.96
Version strategy
NOT_APPLICABLE

Maturity reasoning: AWS ECS appears frequently in cloud/container job descriptions and is a mainstream managed orchestration option alongside EKS; strong vendor support and broad production use signal mature adoption.

Skill profile (library / DB)

Skill nature
CLOUD_SERVICE
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
11
Sub-category id
564
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • Container Orchestration Platforms Catalog dimension db id 134

    Library dimension (catalog)

    Roles linked in library: Cloud Architect, DevOps Engineer

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
Container Orchestration Platforms
container-orchestration-platforms
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
DOTS 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
Game Development
Sub-category
general
Skill nature
CONCEPT
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Addressables 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
Game Development
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Git Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Git id=1002 · git

Aliases — catalog

  • Git (CANONICAL) primary

Context tags (catalog)

CI/CD GitHub GitLab always_load branching checkout clone commit fork merging pull request rebase remote repository stash versioning

Stored enrichment (catalog DB)

Category
Tool
Vendor
Linus Torvalds
License
gpl_v2
Year introduced
2005
Confidence
1.00
Version strategy
NOT_APPLICABLE

Maturity reasoning: Git is a hiring-pipeline staple: it appears in the vast majority of software engineering job descriptions and is the default VCS on GitHub/GitLab/Bitbucket.

Skill profile (library / DB)

Skill nature
TOOL
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
13
Sub-category id
730
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • React Frontend Development Catalog dimension db id 96

    Library dimension (catalog)

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
React Frontend Development
d_init_01
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
CI/CD Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: CI/CD id=1190 · ci-cd

Aliases — catalog

  • CI/CD (CANONICAL)

Context tags (catalog)

Ansible CircleCI Docker GitLab CI Jenkins Kubernetes Terraform Travis CI automated testing build automation continuous deployment continuous integration deployment pipelines monitoring version control

Stored enrichment (catalog DB)

Category
Methodology
Sub-category
Ci Cd Process
Confidence
0.93
Version strategy
NOT_APPLICABLE

Maturity reasoning: CI/CD appears in a large share of software engineering JDs and is a standard requirement across DevOps, platform, and backend roles; major vendors like GitHub, GitLab, and AWS all center product roadmaps on CI/CD pipelines.

Skill profile (library / DB)

Skill nature
METHODOLOGY
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
8
Sub-category id
900
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • CI/CD Pipeline Platforms Catalog dimension db id 150

    Library dimension (catalog)

    Roles linked in library: DevOps Engineer

  • CI/CD for Machine Learning Catalog dimension db id 56

    Library dimension (catalog)

    Roles linked in library: ML Engineer

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
CI/CD Pipeline Platforms
ci-cd-pipeline-platforms
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
CI/CD for Machine Learning
ci-cd-for-machine-learning
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Unity Cloud Build 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
Game Development
Sub-category
CI/CD Tools
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
Unity in_db
XR Engines and Runtime Frameworks
xr-engines-and-runtime-frameworks
Existing dimension (library) · Role↔dimension saved
C# in_db
Cross-Platform App Languages
cross-platform-app-languages
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
C# in_db
Programming Languages
programming-languages
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
C# in_db
Programming Languages for ML Systems
programming-languages-for-ml-systems
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
C# in_db
Programming Languages for XR
programming-languages-for-xr
Existing dimension (library) · Role↔dimension saved
C# in_db
React Frontend Development
d_init_01
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
C# in_db
Video Codec Languages and DSLs
video-codec-languages-and-dsls
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Shader Graph new
Shader and Material Authoring
shader-and-material-authoring
Skipped — no persistable v3 meta for new skill skill_not_in_db_v3_proposed
Firebase Analytics in_db
Google & Firebase Services
google-firebase-services
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Firebase Remote Config in_db
Google & Firebase Services
google-firebase-services
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Firebase Cloud Messaging in_db
Push Notifications and Messaging
push-notifications-and-messaging
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
REST in_db
API Design and Contracts
api-design-and-contracts
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
REST in_db
Integration Protocols & Standards
integration-protocols-standards
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
gRPC in_db
API Design and Contracts
api-design-and-contracts
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Google Play new
Mobile Vendor Platforms
mobile-vendor-platforms
Skipped — no persistable v3 meta for new skill skill_not_in_db_v3_proposed
App Store new
Mobile Vendor Platforms
mobile-vendor-platforms
Skipped — no persistable v3 meta for new skill skill_not_in_db_v3_proposed
async/await in_db
Concurrency and Parallel Processing
concurrency-and-parallel-processing
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
async/await in_db
JavaScript and TypeScript
javascript-and-typescript
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
ECS in_db
Container Orchestration Platforms
container-orchestration-platforms
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Git in_db
React Frontend Development
d_init_01
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
CI/CD in_db
CI/CD Pipeline Platforms
ci-cd-pipeline-platforms
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
CI/CD in_db
CI/CD for Machine Learning
ci-cd-for-machine-learning
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)

Library artifacts (this run)

Kind Detail DB id
canonical_skill_proposed ScriptableObject | type=Game Development subtype=general nature=CONCEPT lifespan=MULTI_YEAR
canonical_skill_proposed URP | type=Game Development subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed Unity Profiler | type=Game Development subtype=Profiling Tools nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed LINQ | type=Programming Languages subtype=general nature=LANGUAGE lifespan=MULTI_YEAR
canonical_skill_proposed generics | type=Programming Concepts subtype=general nature=CONCEPT lifespan=EVERGREEN
canonical_skill_proposed DOTS | type=Game Development subtype=general nature=CONCEPT lifespan=MULTI_YEAR
canonical_skill_proposed Addressables | type=Game Development subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed Unity Cloud Build | type=Game Development subtype=CI/CD Tools nature=PLATFORM lifespan=MULTI_YEAR
dimension_skill_link_proposed Shader Graph ↔ Shader and Material Authoring
role_dimension_link_proposed AR/VR Engineer ↔ Shader and Material Authoring
dimension_skill_link_proposed Google Play ↔ Mobile Vendor Platforms
dimension_skill_link_proposed App Store ↔ Mobile Vendor Platforms
nano JD Parser — gpt-4.1-nano click to toggle
RoleSenior Unity Game Programmer
Experience5+ years professional Unity experience shipping at least one mobile title on Google Play / App Store.
DomainGaming
JD type pass
Show raw JSON
{
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  "about_company": null,
  "certifications": [],
  "company_name": null,
  "ctc": null,
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      "domain": "Gaming"
    },
    "secondary": null
  },
  "education": [],
  "experience": {
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    "min": 5,
    "raw": "5+ years professional Unity experience shipping at least one mobile title on Google Play / App Store."
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  "roles_and_responsibilities": [
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      "source_marker": {
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        "last_5_words": "and gRPC for matchmaking."
      },
      "text": "- Implement gameplay systems in Unity using C# (turn-based battle, gacha pull pipeline, party-building UI).\n- Integrate Unity Asset Store packages and write custom ScriptableObject-based data architectures.\n- Optimise URP rendering for mid-tier Android devices (60FPS on Snapdragon 7-gen).\n- Profile + reduce GC alloc per frame with Unity Profiler.\n- Work with technical artists on Shader Graph for character toon-shading.\n- Integrate Firebase Analytics, Remote Config, and Cloud Messaging.\n- Collaborate with backend on REST APIs and gRPC for matchmaking.",
      "word_count": 83
    },
    {
      "bullet_count": 5,
      "heading": "Must have",
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      "source_marker": {
        "first_5_words": "5+ years professional Unity experience",
        "last_5_words": "CI/CD via Unity Cloud Build."
      },
      "text": "- 5+ years professional Unity experience shipping at least one mobile title on Google Play / App Store.\n- Expert C#; comfortable with async/await, LINQ, generics.\n- Strong knowledge of Unity-specific architecture: ECS / DOTS exposure a plus.\n- Familiarity with Addressables, URP, Shader Graph.\n- Git, CI/CD via Unity Cloud Build.",
      "word_count": 56
    }
  ],
  "urls": []
}
API 1 — extract-from-jd click to toggle
{
  "final_skills": [
    {
      "is_primary": true,
      "skill_name": "Unity"
    },
    {
      "is_primary": true,
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    },
    {
      "is_primary": true,
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    },
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    },
    {
      "is_primary": true,
      "skill_name": "Unity Profiler"
    },
    {
      "is_primary": true,
      "skill_name": "Shader Graph"
    },
    {
      "is_primary": true,
      "skill_name": "Firebase Analytics"
    },
    {
      "is_primary": true,
      "skill_name": "Firebase Remote Config"
    },
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      "skill_name": "Firebase Cloud Messaging"
    },
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      "is_primary": true,
      "skill_name": "REST"
    },
    {
      "is_primary": true,
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    },
    {
      "is_primary": true,
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    },
    {
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    },
    {
      "is_primary": true,
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    },
    {
      "is_primary": true,
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    },
    {
      "is_primary": true,
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    },
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    },
    {
      "is_primary": false,
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    },
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    },
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    },
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  "rejected": false,
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  "stage3_signals": {
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    ],
    "kra_match_roles": [
      {
        "display_name": "AR/VR Engineer",
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            "sentence": "Optimise URP rendering for mid-tier Android devices (60FPS on Snapdragon 7-gen).",
            "similarity": 0.5702
          },
          {
            "kra_text": "Designs and implements immersive user interaction flows and spatial UI elements for augmented reality and virtual reality applications using Unity or Unreal Engine.",
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            "similarity": 0.5208
          },
          {
            "kra_text": "Investigates and resolves app crashes, ANR issues, and device-specific compatibility bugs using Crashlytics, Firebase, and Android Logcat.",
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            "similarity": 0.5145
          },
          {
            "kra_text": "Profiles and resolves Android app performance issues including memory leaks, overdraw, slow renders, and battery drain using Android Studio profiler.",
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        "score": 0.5063,
        "slug": "android-engineer",
        "total_count": null
      },
      {
        "display_name": "Hybrid Mobile Developer",
        "kra_matches": [
          {
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            "similarity": 0.4905
          },
          {
            "kra_text": "Manages build configurations, code signing certificates, and app store release submissions for both Google Play and Apple App Store.",
            "sentence": "5+ years professional Unity experience shipping at least one mobile title on Google Play / App Store.",
            "similarity": 0.4784
          },
          {
            "kra_text": "Optimizes React Native or Flutter app startup time, list rendering performance, image caching, and memory consumption.",
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          }
        ],
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      },
      {
        "display_name": "Backend Developer",
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          },
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            "kra_text": "Integrates with third-party services, payment gateways, messaging queues like Kafka or RabbitMQ, and internal microservices via HTTP and event-driven patterns.",
            "sentence": "Integrate Firebase Analytics, Remote Config, and Cloud Messaging.",
            "similarity": 0.4542
          },
          {
            "kra_text": "Identifies and resolves backend performance bottlenecks through query optimization, indexing strategies, connection pooling, and distributed caching with Redis.",
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            "similarity": 0.3161
          }
        ],
        "matched_count": null,
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        "role_id": 1,
        "score": 0.4312,
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      },
      {
        "display_name": "Frontend Developer",
        "kra_matches": [
          {
            "kra_text": "Integrates frontend views with RESTful or GraphQL backend APIs, handling async data fetching, loading states, error boundaries, and cache invalidation.",
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            "similarity": 0.5148
          },
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            "kra_text": "Collaborates with UX designers to refine interaction details, animations, responsive breakpoints, and micro-interaction behavior.",
            "sentence": "Work with technical artists on Shader Graph for character toon-shading.",
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          },
          {
            "kra_text": "Optimizes web application performance through code splitting, lazy loading, tree shaking, bundle size reduction, and Core Web Vitals improvements.",
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            "similarity": 0.3852
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 7,
        "score": 0.4288,
        "slug": "frontend-engineer",
        "total_count": null
      }
    ],
    "skill_match_roles": [
      {
        "display_name": "Backend Developer",
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        "matched_skills": [
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      },
      {
        "display_name": "Fullstack Developer",
        "kra_matches": null,
        "matched_count": 3,
        "matched_skills": [
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        "total_count": 19
      },
      {
        "display_name": "Android Developer",
        "kra_matches": null,
        "matched_count": 3,
        "matched_skills": [
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          "Firebase Cloud Messaging",
          "Firebase Remote Config"
        ],
        "role_id": 4,
        "score": 0.1579,
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        "total_count": 19
      },
      {
        "display_name": "ML Engineer",
        "kra_matches": null,
        "matched_count": 2,
        "matched_skills": [
          "C",
          "CI/CD"
        ],
        "role_id": 3,
        "score": 0.1053,
        "slug": "ml-engineer",
        "total_count": 19
      },
      {
        "display_name": "AR/VR Engineer",
        "kra_matches": null,
        "matched_count": 2,
        "matched_skills": [
          "C",
          "Unity"
        ],
        "role_id": 8,
        "score": 0.1053,
        "slug": "ar-vr-engineer",
        "total_count": 19
      }
    ]
  },
  "stage4_decision": {
    "alias_collision_detected": false,
    "case": "DOMAIN",
    "chosen_role": {
      "display_name": "Game Developer",
      "kra_matches": null,
      "matched_count": null,
      "matched_skills": null,
      "role_id": 27,
      "score": 0.98,
      "slug": "game-developer",
      "total_count": null
    },
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    "is_new_role": false,
    "llm2_fired": false,
    "llm2_reasoning": null,
    "matched_dimensions": [
      "Gameplay Systems Development",
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      "Unity Data Architecture",
      "Shader and Visual Effects Collaboration",
      "Analytics and Live Ops Integration",
      "Backend Integration for Matchmaking",
      "Build and Deployment Automation"
    ],
    "matched_kras": [
      "Implement gameplay systems in Unity using C#",
      "Integrate Unity Asset Store packages",
      "Write custom ScriptableObject-based data architectures",
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      "Profile + reduce GC alloc per frame",
      "Work with technical artists on Shader Graph",
      "Integrate Firebase Analytics, Remote Config, and Cloud Messaging",
      "Collaborate with backend on REST APIs and gRPC"
    ],
    "matched_skills": [
      "Unity",
      "C#",
      "ScriptableObject",
      "URP",
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      "Shader Graph",
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      "gRPC",
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    "queued": false,
    "reasoning": "Domain=Software Engineering \u2192 sub-role unity-game-dev; The JD is centered on Unity gameplay systems, mobile game optimization, shader work, and game-related backend integrations, which best matches Game Developer.",
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        "role_display_name": "Game Developer",
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        "skill_name": "Google Play",
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}
API 2 — extract-details
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      "matched_via": "alias"
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      "matched_via": "alias"
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    {
      "alias_persist_skipped_reason": "TODO: REMOVE AFTER TESTING \u2014 alias DB write disabled",
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      "matched_via": "embedding_alias"
    },
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      "alias_persist_skipped_reason": "TODO: REMOVE AFTER TESTING \u2014 alias DB write disabled",
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          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "Backend Developer",
              "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"
            }
          ]
        },
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "JavaScript and TypeScript",
            "id": 114,
            "rationale": "Primary implementation languages for browser client code, UI logic, and shared frontend utilities. These languages are the main coding surface for building interactive web experiences in this role.",
            "slug": "javascript-and-typescript",
            "source": "db"
          },
          "input_skill": "async/await",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "Frontend Developer",
              "id": 7,
              "rationale": null,
              "role_archetype": null,
              "slug": "frontend-engineer",
              "source": "db"
            }
          ]
        }
      ],
      "input_skill": "async/await",
      "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": "LINQ",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Programming Languages",
          "skill_nature": "LANGUAGE",
          "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": "linq",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "generics",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Programming Concepts",
          "skill_nature": "CONCEPT",
          "sub_category": "general",
          "typical_lifespan": "EVERGREEN",
          "version_strategy": "UNVERSIONED",
          "volatility": "STABLE"
        },
        "enrichment": null,
        "keep_log": [],
        "locked_dimensions": [],
        "merge_log": [],
        "placed": null,
        "relationships": null,
        "skill_id": "generics",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [
        {
          "alias_text": "ECS",
          "alias_type": "CANONICAL",
          "id": 1402,
          "is_primary": true,
          "match_strategy": "CASE_INSENSITIVE"
        }
      ],
      "canonical": {
        "category_id": 11,
        "display_name": "ECS",
        "id": 854,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "CLOUD_SERVICE",
        "slug": "ecs",
        "sub_category_id": 564,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "dimensions": [
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "Container Orchestration Platforms",
            "id": 134,
            "rationale": "Platforms that schedule and manage containerized workloads across clusters and environments. Cloud Architects need these to define workload placement standards, cluster boundaries, and platform capabilities.",
            "slug": "container-orchestration-platforms",
            "source": "db"
          },
          "input_skill": "ECS",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "Cloud Architect",
              "id": 9,
              "rationale": null,
              "role_archetype": null,
              "slug": "cloud-architect",
              "source": "db"
            },
            {
              "display_name": "DevOps Engineer",
              "id": 10,
              "rationale": null,
              "role_archetype": null,
              "slug": "devops-engineer",
              "source": "db"
            }
          ]
        }
      ],
      "input_skill": "ECS",
      "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": "DOTS",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Game Development",
          "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": "dots",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Addressables",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Game Development",
          "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": "addressables",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [
        {
          "alias_text": "Git",
          "alias_type": "CANONICAL",
          "id": 1613,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        }
      ],
      "canonical": {
        "category_id": 13,
        "display_name": "Git",
        "id": 1002,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "TOOL",
        "slug": "git",
        "sub_category_id": 730,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "dimensions": [
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "React Frontend Development",
            "id": 96,
            "rationale": "Building interactive web user interfaces with React.js, including component composition, state management, hooks, and rendering patterns. React.js belongs here because it is a core library for client-side UI development in modern web applications.",
            "slug": "d_init_01",
            "source": "db"
          },
          "input_skill": "Git",
          "llm_role": null,
          "roles_from_db": []
        }
      ],
      "input_skill": "Git",
      "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": [
        {
          "alias_text": "CI/CD",
          "alias_type": "CANONICAL",
          "id": 1826,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        }
      ],
      "canonical": {
        "category_id": 8,
        "display_name": "CI/CD",
        "id": 1190,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "METHODOLOGY",
        "slug": "ci-cd",
        "sub_category_id": 900,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "dimensions": [
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "CI/CD Pipeline Platforms",
            "id": 150,
            "rationale": "Systems used to define, run, and maintain automated build and deployment workflows. This cluster is coherent because the role owns delivery automation end to end, including pipeline reliability and promotion logic.",
            "slug": "ci-cd-pipeline-platforms",
            "source": "db"
          },
          "input_skill": "CI/CD",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "DevOps Engineer",
              "id": 10,
              "rationale": null,
              "role_archetype": null,
              "slug": "devops-engineer",
              "source": "db"
            }
          ]
        },
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "CI/CD for Machine Learning",
            "id": 56,
            "rationale": "Tools and platforms for automating ML model integration, testing, and deployment pipelines.",
            "slug": "ci-cd-for-machine-learning",
            "source": "db"
          },
          "input_skill": "CI/CD",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "ML Engineer",
              "id": 3,
              "rationale": null,
              "role_archetype": null,
              "slug": "ml-engineer",
              "source": "db"
            }
          ]
        }
      ],
      "input_skill": "CI/CD",
      "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": "Unity Cloud Build",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Game Development",
          "skill_nature": "PLATFORM",
          "sub_category": "CI/CD Tools",
          "typical_lifespan": "MULTI_YEAR",
          "version_strategy": "UNVERSIONED",
          "volatility": "MEDIUM"
        },
        "enrichment": null,
        "keep_log": [],
        "locked_dimensions": [],
        "merge_log": [],
        "placed": null,
        "relationships": null,
        "skill_id": "unity-cloud-build",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    }
  ],
  "unmatched_skills": [
    "ScriptableObject",
    "URP",
    "Unity Profiler",
    "LINQ",
    "generics",
    "DOTS",
    "Addressables",
    "Unity Cloud Build"
  ]
}
API 3 — final-role-output
{
  "chosen_role": {
    "display_name": "AR/VR Engineer",
    "id": 8,
    "rationale": "The primary skills are all aligned with the responsibilities of an AR/VR Engineer.",
    "role_archetype": null,
    "slug": "ar-vr-engineer",
    "source": "db"
  },
  "chosen_role_resolution": "in_db",
  "final_input_skills": [
    {
      "skill": "Unity",
      "tag": "in_db"
    },
    {
      "skill": "C#",
      "tag": "in_db"
    },
    {
      "skill": "ScriptableObject",
      "tag": "new"
    },
    {
      "skill": "URP",
      "tag": "new"
    },
    {
      "skill": "Unity Profiler",
      "tag": "new"
    },
    {
      "skill": "Shader Graph",
      "tag": "in_db"
    },
    {
      "skill": "Firebase Analytics",
      "tag": "in_db"
    },
    {
      "skill": "Firebase Remote Config",
      "tag": "in_db"
    },
    {
      "skill": "Firebase Cloud Messaging",
      "tag": "in_db"
    },
    {
      "skill": "REST",
      "tag": "in_db"
    },
    {
      "skill": "gRPC",
      "tag": "in_db"
    },
    {
      "skill": "Google Play",
      "tag": "in_db"
    },
    {
      "skill": "App Store",
      "tag": "in_db"
    },
    {
      "skill": "async/await",
      "tag": "in_db"
    },
    {
      "skill": "LINQ",
      "tag": "new"
    },
    {
      "skill": "generics",
      "tag": "new"
    },
    {
      "skill": "ECS",
      "tag": "in_db"
    },
    {
      "skill": "DOTS",
      "tag": "new"
    },
    {
      "skill": "Addressables",
      "tag": "new"
    },
    {
      "skill": "Git",
      "tag": "in_db"
    },
    {
      "skill": "CI/CD",
      "tag": "in_db"
    },
    {
      "skill": "Unity Cloud Build",
      "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": 8,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "XR Engines and Runtime Frameworks",
          "id": 98,
          "rationale": "Engines, SDKs, and runtime frameworks used to author and run immersive AR/VR experiences. These form the main application substrate for scene composition, interaction, and device deployment.",
          "slug": "xr-engines-and-runtime-frameworks",
          "source": "db"
        },
        "dimension_id": 98,
        "input_skill": "Unity",
        "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": "AR/VR Engineer",
            "id": 8,
            "rationale": null,
            "role_archetype": null,
            "slug": "ar-vr-engineer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 526,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 8,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Cross-Platform App Languages",
          "id": 167,
          "rationale": "Languages used to implement shared mobile features across iOS and Android from a common codebase. This is the primary coding surface for hybrid app logic, UI behavior, and platform-specific branching.",
          "slug": "cross-platform-app-languages",
          "source": "db"
        },
        "dimension_id": 167,
        "input_skill": "C#",
        "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": "Hybrid Mobile Developer",
            "id": 11,
            "rationale": null,
            "role_archetype": null,
            "slug": "hybrid-mobile-developer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 4,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 8,
        "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": "C#",
        "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 Developer",
            "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": "Fullstack Developer",
            "id": 15,
            "rationale": null,
            "role_archetype": null,
            "slug": "full-stack-engineer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 4,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 8,
        "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": "C#",
        "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": "MLOps Engineer",
            "id": 16,
            "rationale": null,
            "role_archetype": null,
            "slug": "ml-ops-engineer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 4,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 8,
        "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": "C#",
        "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": "AR/VR Engineer",
            "id": 8,
            "rationale": null,
            "role_archetype": null,
            "slug": "ar-vr-engineer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 4,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 8,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "React Frontend Development",
          "id": 96,
          "rationale": "Building interactive web user interfaces with React.js, including component composition, state management, hooks, and rendering patterns. React.js belongs here because it is a core library for client-side UI development in modern web applications.",
          "slug": "d_init_01",
          "source": "db"
        },
        "dimension_id": 96,
        "input_skill": "C#",
        "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": [],
        "skill_dimension_saved": true,
        "skill_id": 4,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 8,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Video Codec Languages and DSLs",
          "id": 225,
          "rationale": "Implementation languages and codec-specific description languages used to build compression, decoding, and transform logic. This is the primary coding surface for codec behavior and bitstream manipulation.",
          "slug": "video-codec-languages-and-dsls",
          "source": "db"
        },
        "dimension_id": 225,
        "input_skill": "C#",
        "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": "Video Codec Engineer",
            "id": 22,
            "rationale": null,
            "role_archetype": null,
            "slug": "video-codec-engineer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 4,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 8,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Shader and Material Authoring",
          "id": 104,
          "rationale": "Visual surface definition for immersive content, including custom shaders, materials, and lighting response. This cluster is separate because visual fidelity often depends on authored GPU programs and material tuning.",
          "slug": "shader-and-material-authoring",
          "source": "db"
        },
        "dimension_id": 104,
        "input_skill": "Shader Graph",
        "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": "AR/VR Engineer",
            "id": 8,
            "rationale": null,
            "role_archetype": null,
            "slug": "ar-vr-engineer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": false,
        "skill_id": null,
        "skill_tag": "new",
        "skipped_reason": "skill_not_in_db_v3_proposed"
      },
      {
        "chosen_role_id": 8,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Google \u0026 Firebase Services",
          "id": 165,
          "rationale": "Integrates Google-provided SDKs and Firebase services for analytics, remote configuration, data storage, authentication, billing, and mapping.",
          "slug": "google-firebase-services",
          "source": "db"
        },
        "dimension_id": 165,
        "input_skill": "Firebase Analytics",
        "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": "Android Developer",
            "id": 4,
            "rationale": null,
            "role_archetype": null,
            "slug": "android-engineer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 993,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 8,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Google \u0026 Firebase Services",
          "id": 165,
          "rationale": "Integrates Google-provided SDKs and Firebase services for analytics, remote configuration, data storage, authentication, billing, and mapping.",
          "slug": "google-firebase-services",
          "source": "db"
        },
        "dimension_id": 165,
        "input_skill": "Firebase Remote Config",
        "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": "Android Developer",
            "id": 4,
            "rationale": null,
            "role_archetype": null,
            "slug": "android-engineer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 994,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 8,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Push Notifications and Messaging",
          "id": 88,
          "rationale": "Mechanisms for receiving, presenting, and acting on remote notifications and message-driven entry points on iOS. This cluster is distinct because notifications affect app engagement, deep linking, and background updates.",
          "slug": "push-notifications-and-messaging",
          "source": "db"
        },
        "dimension_id": 88,
        "input_skill": "Firebase Cloud Messaging",
        "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": "Android Developer",
            "id": 4,
            "rationale": null,
            "role_archetype": null,
            "slug": "android-engineer",
            "source": "db"
          },
          {
            "display_name": "Hybrid Mobile Developer",
            "id": 11,
            "rationale": null,
            "role_archetype": null,
            "slug": "hybrid-mobile-developer",
            "source": "db"
          },
          {
            "display_name": "iOS Developer",
            "id": 6,
            "rationale": null,
            "role_archetype": null,
            "slug": "ios-engineer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 948,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 8,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "API Design and Contracts",
          "id": 3,
          "rationale": "Designing request/response shapes and the rules that govern client-server interaction. This cluster is coherent because full stack engineers often own the contract between UI behavior and backend implementation.",
          "slug": "api-design-and-contracts",
          "source": "db"
        },
        "dimension_id": 3,
        "input_skill": "REST",
        "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 Developer",
            "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": "Fullstack Developer",
            "id": 15,
            "rationale": null,
            "role_archetype": null,
            "slug": "full-stack-engineer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 11,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 8,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Integration Protocols \u0026 Standards",
          "id": 271,
          "rationale": "Standards and protocols for integrating Pega applications.",
          "slug": "integration-protocols-standards",
          "source": "db"
        },
        "dimension_id": 271,
        "input_skill": "REST",
        "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": "Pega Developer",
            "id": 24,
            "rationale": null,
            "role_archetype": null,
            "slug": "pega-developer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 11,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 8,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "API Design and Contracts",
          "id": 3,
          "rationale": "Designing request/response shapes and the rules that govern client-server interaction. This cluster is coherent because full stack engineers often own the contract between UI behavior and backend implementation.",
          "slug": "api-design-and-contracts",
          "source": "db"
        },
        "dimension_id": 3,
        "input_skill": "gRPC",
        "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 Developer",
            "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": "Fullstack Developer",
            "id": 15,
            "rationale": null,
            "role_archetype": null,
            "slug": "full-stack-engineer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 13,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 8,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Mobile Vendor Platforms",
          "id": 172,
          "rationale": "Knowledge of major mobile vendor platforms and their services for app distribution, testing, and analytics.",
          "slug": "mobile-vendor-platforms",
          "source": "db"
        },
        "dimension_id": 172,
        "input_skill": "Google Play",
        "llm_role": null,
        "matched_chosen_role": false,
        "outcome_line": "Skipped \u2014 no persistable v3 meta for new skill",
        "role_dimension_saved": false,
        "roles_from_db": [
          {
            "display_name": "Hybrid Mobile Developer",
            "id": 11,
            "rationale": null,
            "role_archetype": null,
            "slug": "hybrid-mobile-developer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": false,
        "skill_id": null,
        "skill_tag": "new",
        "skipped_reason": "skill_not_in_db_v3_proposed"
      },
      {
        "chosen_role_id": 8,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Mobile Vendor Platforms",
          "id": 172,
          "rationale": "Knowledge of major mobile vendor platforms and their services for app distribution, testing, and analytics.",
          "slug": "mobile-vendor-platforms",
          "source": "db"
        },
        "dimension_id": 172,
        "input_skill": "App Store",
        "llm_role": null,
        "matched_chosen_role": false,
        "outcome_line": "Skipped \u2014 no persistable v3 meta for new skill",
        "role_dimension_saved": false,
        "roles_from_db": [
          {
            "display_name": "Hybrid Mobile Developer",
            "id": 11,
            "rationale": null,
            "role_archetype": null,
            "slug": "hybrid-mobile-developer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": false,
        "skill_id": null,
        "skill_tag": "new",
        "skipped_reason": "skill_not_in_db_v3_proposed"
      },
      {
        "chosen_role_id": 8,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Concurrency and Parallel Processing",
          "id": 17,
          "rationale": "Programming techniques for handling multiple requests and background work safely and efficiently. Includes synchronization, async execution, and coordination of concurrent tasks.",
          "slug": "concurrency-and-parallel-processing",
          "source": "db"
        },
        "dimension_id": 17,
        "input_skill": "async/await",
        "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 Developer",
            "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"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 81,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 8,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "JavaScript and TypeScript",
          "id": 114,
          "rationale": "Primary implementation languages for browser client code, UI logic, and shared frontend utilities. These languages are the main coding surface for building interactive web experiences in this role.",
          "slug": "javascript-and-typescript",
          "source": "db"
        },
        "dimension_id": 114,
        "input_skill": "async/await",
        "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": "Frontend Developer",
            "id": 7,
            "rationale": null,
            "role_archetype": null,
            "slug": "frontend-engineer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 81,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 8,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Container Orchestration Platforms",
          "id": 134,
          "rationale": "Platforms that schedule and manage containerized workloads across clusters and environments. Cloud Architects need these to define workload placement standards, cluster boundaries, and platform capabilities.",
          "slug": "container-orchestration-platforms",
          "source": "db"
        },
        "dimension_id": 134,
        "input_skill": "ECS",
        "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": "Cloud Architect",
            "id": 9,
            "rationale": null,
            "role_archetype": null,
            "slug": "cloud-architect",
            "source": "db"
          },
          {
            "display_name": "DevOps Engineer",
            "id": 10,
            "rationale": null,
            "role_archetype": null,
            "slug": "devops-engineer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 854,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 8,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "React Frontend Development",
          "id": 96,
          "rationale": "Building interactive web user interfaces with React.js, including component composition, state management, hooks, and rendering patterns. React.js belongs here because it is a core library for client-side UI development in modern web applications.",
          "slug": "d_init_01",
          "source": "db"
        },
        "dimension_id": 96,
        "input_skill": "Git",
        "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": [],
        "skill_dimension_saved": true,
        "skill_id": 1002,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 8,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "CI/CD Pipeline Platforms",
          "id": 150,
          "rationale": "Systems used to define, run, and maintain automated build and deployment workflows. This cluster is coherent because the role owns delivery automation end to end, including pipeline reliability and promotion logic.",
          "slug": "ci-cd-pipeline-platforms",
          "source": "db"
        },
        "dimension_id": 150,
        "input_skill": "CI/CD",
        "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": "DevOps Engineer",
            "id": 10,
            "rationale": null,
            "role_archetype": null,
            "slug": "devops-engineer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 1190,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 8,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "CI/CD for Machine Learning",
          "id": 56,
          "rationale": "Tools and platforms for automating ML model integration, testing, and deployment pipelines.",
          "slug": "ci-cd-for-machine-learning",
          "source": "db"
        },
        "dimension_id": 56,
        "input_skill": "CI/CD",
        "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"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 1190,
        "skill_tag": "in_db",
        "skipped_reason": null
      }
    ],
    "new_skills_created": 0,
    "role_dimension_saved": 0,
    "skill_dimension_saved": 0,
    "skipped": 3
  },
  "planner_output": null,
  "run_id": "65838294-3dae-4d51-bd3b-8eb7db4b8b7f"
}

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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