Pipeline run
ac427052-ce48-4148-8348-2f0d6bf9e222
Client output enrichment
v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA descriptionvocab breakdown (legacy)
Signals
Post-classification
Captured for admin review
1 POST /skills/extract-from-jd
2 POST /skills/extract-details
3 POST /skills/final-role-output
AI Engineer
domain · AI / ML CASE DOMAINslug: ai-engineer · id: 13 · source: db
Domain=AI / ML; The JD is centered on Android app development but its distinctive focus is implementing and optimizing on-device/off-device AI features, which best matches an AI Engineer rather than a pure mobile developer role.
Matched skills
Matched dimensions
Matched KRAs
Resolution:
in_db
— role exists in library; skill↔dim and role↔dim links saved when applicable.
Job description
Why Work at Lenovo We are Lenovo. We do what we say. We own what we do. We WOW our customers. Lenovo is a US$62 billion revenue global technology powerhouse, ranked #217 in the Fortune Global 500, employing 77,000 people around the world, and serving millions of customers every day in 180 markets. Focused on a bold vision to deliver smarter technology for all, Lenovo has built on its success as the world’s largest PC company by further expanding into growth areas that fuel the advancement of ‘New IT’ technologies (client, edge, cloud, network, and intelligence) including server, storage, mobile, software, solutions, and services. This transformation together with Lenovo’s world-changing innovation is building a more inclusive, trustworthy, and smarter future for everyone, everywhere. To find out more visit www.lenovo.com, and read about the latest news via our StoryHub. Description And Requirements Responsibilities: The successful candidate will be a highly motivated self-starter with experience in realizing the requirements for products. Strong desire for innovation, inter-group coordination and teamwork skills are must. Job responsibilities include, but are not limited to the following : Android Application development: Job responsibilities also include Android application/native software development across different subsystems of mobile device, requirements definition & planning, design, test, debug and competitive analysis. On-Device AI (Artificial Intelligence) Integration: Implement on-device AI frameworks and libraries to enable real-time AI processing, ensuring efficient utilization of device resources. Off-Device AI Infrastructure: Architect and maintain scalable infrastructure for off-device AI processing, leveraging cloud services and distributed computing techniques. Performance Optimization: Optimize AI algorithms and workflows to achieve optimal performance on mobile devices while balancing computational resources and battery life. Collaboration: Collaborate with product managers, designers, and other engineers to ideate and implement AI-powered features that enhance user experiences. Research and Innovation: Stay updated with the latest advancements in AI technologies and contribute to research initiatives aimed at driving innovation in mobile AI solutions. Candidate is responsible for requirements analysis, technical feasibility evaluation, development, delivery of the features and support till end of product life. Candidates must ensure seamless integration of software updates, enabling faster Android upgrades and timely Motorola apps updates. Candidate is responsible for creating new experiences on smart phones, which help consumers worldwide enrich their digital lives. These are in the space of cool innovative software-hardware pairings. Requirements: Essential: • BE / MS / MTech with CGP 3.2+/4 in the field of Computer Science/Engineering or related field • Experience of atleast 2 years in Android software development. • Experience with development of Android applications and enhancement of Android framework components, to enhance user experience. • Strong Coding knowledge with Java, Kotlin, Android Studio. • Well versed with Object-oriented Analysis & Design, Design Patterns, Data Structures and Algorithms. • Strong problem analysis and debugging skills with passion for innovation and a drive to create impactful software solutions. • Key Performance Indicator (KPI) definition, analysis and improvement. • Proven track record in delivering consumer-focused software experiences. • Excellent problem-solving skills and the ability to thrive in a dynamic, collaborative environment. Desirable: • Experience in publishing Android Apps to the Google Play Store • Working experience with Git/Jira • Knowledge of web services, REST APIs (application programming interfaces) • Knowledge of interfacing with Google Cloud Services / Amazon Web services. • Knowledge of Windows based application development • Strong sense of System Architecture as it relates to mobile apps • Familiarity with AI/ML technologies and their application in software development. Additional Locations: • India - Karnātaka - Bangalore • India - Karnātaka - BANGALORE • India • India - Karnātaka • India - Karnātaka - Bangalore , * India - Karnātaka - BANGALORE
Skills from this JD
Each row merges API 1 extraction, API 2 library match / v3 orchestration (dimensions + locked dims), and API 3 persistence tags.
Aliases — catalog
- Android (CANONICAL)
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Platform
- Sub-category
- Mobile Platform
- Vendor
- License
- apache_2
- Year introduced
- 2008
- Confidence
- 0.95
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Android appears in large volumes of mobile job postings and remains a standard platform in hiring pipelines; Google continues active platform releases and OEM ecosystem support, indicating broad adoption.
Skill profile (library / DB)
- Skill nature
- PLATFORM
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 9
- Sub-category id
- 1201
- 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) |
Aliases — catalog
- Java (CANONICAL) primary
- JDK (VERSION)
- JDK 10 (VERSION)
- JDK 11 (VERSION)
- JDK 12 (VERSION)
- JDK 13 (VERSION)
- JDK 14 (VERSION)
- JDK 15 (VERSION)
- JDK 16 (VERSION)
- JDK 17 (VERSION)
- JDK 18 (VERSION)
- JDK 19 (VERSION)
- JDK 20 (VERSION)
- JDK 21 (VERSION)
- JDK 5 (VERSION)
- JDK 6 (VERSION)
- JDK 7 (VERSION)
- JDK 8 (VERSION)
- JDK 9 (VERSION)
- Java 1.0 (VERSION)
- Java 1.1 (VERSION)
- Java 1.2 (VERSION)
- Java 1.3 (VERSION)
- Java 1.4 (VERSION)
- Java 1.5 (VERSION)
- Java 1.6 (VERSION)
- Java 1.7 (VERSION)
- Java 1.8 (VERSION)
- Java 10 (VERSION)
- Java 11 (VERSION)
- Java 12 (VERSION)
- Java 13 (VERSION)
- Java 14 (VERSION)
- Java 15 (VERSION)
- Java 16 (VERSION)
- Java 17 (VERSION)
- Java 18 (VERSION)
- Java 19 (VERSION)
- Java 20 (VERSION)
- Java 21 (VERSION)
- Java 5 (VERSION)
- Java 6 (VERSION)
- Java 7 (VERSION)
- Java 8 (VERSION)
- Java 9 (VERSION)
- Java11 (VERSION)
- Java17 (VERSION)
- Java21 (VERSION)
- Java8 (VERSION)
- OpenJDK 11 (VERSION)
- OpenJDK 17 (VERSION)
- OpenJDK 21 (VERSION)
- OpenJDK 8 (VERSION)
- java 11 (VERSION)
- java 17 (VERSION)
- java 21 (VERSION)
- java 4 (VERSION)
- java 5 (VERSION)
- java 6 (VERSION)
- java 7 (VERSION)
- java 8 (VERSION)
- java lts (VERSION)
- java-11 (VERSION)
- java-17 (VERSION)
- java-21 (VERSION)
- java-4 (VERSION)
- java-5 (VERSION)
- java-6 (VERSION)
- java-7 (VERSION)
- java-8 (VERSION)
- java11 (VERSION)
- java17 (VERSION)
- java21 (VERSION)
- java4 (VERSION)
- java5 (VERSION)
- java6 (VERSION)
- java7 (VERSION)
- java8 (VERSION)
- jdk 11 (VERSION)
- jdk 17 (VERSION)
- jdk 21 (VERSION)
- jdk 4 (VERSION)
- jdk 5 (VERSION)
- jdk 6 (VERSION)
- jdk 7 (VERSION)
- jdk 8 (VERSION)
- jdk11 (VERSION)
- jdk17 (VERSION)
- jdk21 (VERSION)
- jdk4 (VERSION)
- jdk5 (VERSION)
- jdk6 (VERSION)
- jdk7 (VERSION)
- jdk8 (VERSION)
- jvm21 (VERSION)
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Language
- Sub-category
- Programming Language
- Vendor
- Oracle
- License
- other_open
- Year introduced
- 1995
- Confidence
- 0.99
- Version strategy
- SEPARATE_ENTITY
- Version tag
- 21
Maturity reasoning: Java is a hiring-pipeline staple with very high JD volume across enterprise backend, Android, and cloud roles; it remains widely supported by major vendors and frameworks like Spring.
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)
-
Java Language and JVM Catalog dimension db id 279
Library dimension (catalog)
Roles linked in library: Java Backend Developer, Kotlin Backend Developer, Scala Backend Developer
-
Kotlin and Java Catalog dimension db id 161
Library dimension (catalog)
Roles linked in library: Android Developer
-
Native Mobile Languages Catalog dimension db id 274
Library dimension (catalog)
Roles linked in library: Native Mobile Developer
-
Pega Programming Languages & DSLs Catalog dimension db id 267
Library dimension (catalog)
Roles linked in library: Pega Developer
-
Programming Languages Catalog dimension db id 1
Library dimension (catalog)
Roles linked in library: Backend Developer, Fullstack Developer, Fullstack Developer
-
Programming Languages for Data Work Catalog dimension db id 21
Library dimension (catalog)
Roles linked in library: Data Engineer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Java Language and JVM
java-language-and-jvm
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Kotlin and Java
kotlin-and-java
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Native Mobile Languages
native-mobile-languages
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Pega Programming Languages & DSLs
pega-programming-languages-dsls
|
✓ | — | 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 Data Work
programming-languages-for-data-work
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Aliases — catalog
- Kotlin (CANONICAL) primary
- kotlin 1.9 (VERSION)
- kotlin 1.9.0 (VERSION)
- kotlin 1.9.1 (VERSION)
- kotlin 1.9.10 (VERSION)
- kotlin 1.9.x (VERSION)
- kotlin-1.9 (VERSION)
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Language
- Sub-category
- Programming Language
- Vendor
- JetBrains
- License
- apache_2
- Year introduced
- 2011
- Confidence
- 0.99
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Kotlin appears in many Android, backend, and multiplatform job postings, and JetBrains reports strong ecosystem growth; it’s a mainstream hiring skill rather than niche.
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)
-
Java Language and JVM Catalog dimension db id 279
Library dimension (catalog)
Roles linked in library: Java Backend Developer, Kotlin Backend Developer, Scala Backend Developer
-
Kotlin and Java Catalog dimension db id 161
Library dimension (catalog)
Roles linked in library: Android Developer
-
Native Mobile Languages Catalog dimension db id 274
Library dimension (catalog)
Roles linked in library: Native Mobile Developer
-
Programming Languages Catalog dimension db id 1
Library dimension (catalog)
Roles linked in library: Backend Developer, Fullstack Developer, Fullstack Developer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Java Language and JVM
java-language-and-jvm
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Kotlin and Java
kotlin-and-java
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Native Mobile Languages
native-mobile-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) |
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Development Tools
- Sub-category
- general
- Skill nature
- TOOL
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Concepts
- Sub-category
- general
- Skill nature
- CONCEPT
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Version strategy
- UNVERSIONED
Aliases — catalog
- design patterns (CANONICAL)
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Concept
- Sub-category
- Software Design Patterns
- Confidence
- 0.94
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Design patterns are a standard interview/JD topic across backend and frontend roles; job postings commonly mention them alongside OOP and system design, and they remain core in books, courses, and code reviews.
Skill profile (library / DB)
- Skill nature
- CONCEPT
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 2
- Sub-category id
- 1247
- 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) |
Aliases — catalog
- Data Structures (CANONICAL)
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Concept
- Sub-category
- Data Structures
- Confidence
- 0.98
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Core CS concept in nearly all software engineering JDs and interview loops; widely taught and expected across roles, with no sunset or replacement signal.
Skill profile (library / DB)
- Skill nature
- CONCEPT
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 2
- Sub-category id
- 731
- 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) |
Aliases — catalog
- Algorithms (CANONICAL)
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Concept
- Sub-category
- Algorithms
- Confidence
- 0.98
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Algorithms are a core hiring staple in software JDs and interview loops across FAANG and general SWE roles; they remain a standard CS curriculum topic rather than a niche tool or sunset technology.
Skill profile (library / DB)
- Skill nature
- CONCEPT
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 2
- Sub-category id
- 732
- 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) |
Aliases — catalog
- Git (CANONICAL)
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Tool
- Sub-category
- Version Control Tool
- Vendor
- Linus Torvalds
- License
- gpl_v2
- Year introduced
- 2005
- Confidence
- 0.99
- 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) |
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Project Management Tools
- Sub-category
- general
- Skill nature
- TOOL
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Aliases — catalog
- REST (CANONICAL) primary
Context tags (catalog)
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
- CONCEPT
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 2
- Sub-category id
- 2122
- 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 Interface and Contract Design Catalog dimension db id 289
Library dimension (catalog)
Roles linked in library: .NET Backend Developer, Go Backend Developer, Kotlin Backend Developer, Node.js Backend Developer, PHP Backend Developer, Python Backend Developer, Ruby Backend Developer, Scala Backend Developer
-
Integration Protocols & Standards Catalog dimension db id 271
Library dimension (catalog)
Roles linked in library: Pega Developer
-
Standards & Protocols Compliance Catalog dimension db id 452
Library dimension (catalog)
Roles linked in library: Sitecore Dev
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) |
|
API Interface and Contract Design
api-interface-and-contract-design
|
✓ | — | 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) |
|
Standards & Protocols Compliance
standards-protocols-compliance
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Aliases — catalog
- Google Cloud Platform (CANONICAL) primary
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Platform
- Sub-category
- Cloud Platform
- Vendor
- License
- other_open
- Year introduced
- 2008
- Confidence
- 0.99
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: GCP appears in many cloud-engineering job descriptions alongside AWS/Azure, and Google continues expanding managed services and certifications, indicating broad hiring demand rather than niche use.
Skill profile (library / DB)
- Skill nature
- PLATFORM
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 9
- Sub-category id
- 46
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Cloud & Hosting Providers Catalog dimension db id 414
Library dimension (catalog)
Roles linked in library: PHP Backend Developer
-
Cloud Provider Platforms Catalog dimension db id 131
Library dimension (catalog)
Roles linked in library: Cloud Architect, Cloud Security Engineer
-
Cloud Security Posture Tools Catalog dimension db id 64
Library dimension (catalog)
Roles linked in library: Cloud Security Engineer, Cyber Security Engineer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Cloud & Hosting Providers
cloud-hosting-providers
|
— | — |
Skipped — no persistable v3 meta for new skill
skill_not_in_db_v3_proposed
|
|
Cloud Provider Platforms
cloud-provider-platforms
|
— | — |
Skipped — no persistable v3 meta for new skill
skill_not_in_db_v3_proposed
|
|
Cloud Security Posture Tools
cloud-security-posture-tools
|
— | — |
Skipped — no persistable v3 meta for new skill
skill_not_in_db_v3_proposed
|
Aliases — catalog
- AWS (CANONICAL) primary
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Platform
- Sub-category
- Cloud Platform
- Vendor
- Amazon
- License
- other_open
- Year introduced
- 2006
- Confidence
- 0.99
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: AWS is a hiring-pipeline staple: it appears in a large share of cloud/DevOps job descriptions and dominates public cloud market share, with broad certification and vendor ecosystem support.
Skill profile (library / DB)
- Skill nature
- PLATFORM
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 9
- Sub-category id
- 46
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Cloud Platforms Catalog dimension db id 20
Library dimension (catalog)
Roles linked in library: .NET Backend Developer, Backend Developer, Cyber Security Engineer, Data Engineer, DevOps Engineer, Fullstack Developer, Go Backend Developer, Java Backend Developer, Kotlin Backend Developer, ML Engineer, MLOps Engineer, Node.js Backend Developer, Python Backend Developer, Scala Backend Developer
-
Cloud Platforms for AI Deployment Catalog dimension db id 211
Library dimension (catalog)
Roles linked in library: AI Engineer
-
Cloud Provider Platforms Catalog dimension db id 131
Library dimension (catalog)
Roles linked in library: Cloud Architect, Cloud Security Engineer
-
Cloud Security Posture Tools Catalog dimension db id 64
Library dimension (catalog)
Roles linked in library: Cloud Security Engineer, Cyber Security Engineer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Cloud Platforms
cloud-platforms
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Cloud Platforms for AI Deployment
cloud-platforms-for-ai-deployment
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved |
|
Cloud Provider Platforms
cloud-provider-platforms
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Cloud Security Posture Tools
cloud-security-posture-tools
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Operating Systems
- Sub-category
- general
- Skill nature
- PLATFORM
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Machine Learning Frameworks
- Sub-category
- general
- Skill nature
- CONCEPT
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Aliases — catalog
- Google Play Store (CANONICAL) primary
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Platform
- Sub-category
- App Distribution Platform
- Vendor
- 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
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
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 |
|---|---|---|---|---|---|---|
| Android | in_db |
React Frontend Development
d_init_01
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Java | in_db |
Java Language and JVM
java-language-and-jvm
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Java | in_db |
Kotlin and Java
kotlin-and-java
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Java | in_db |
Native Mobile Languages
native-mobile-languages
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Java | in_db |
Pega Programming Languages & DSLs
pega-programming-languages-dsls
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Java | in_db |
Programming Languages
programming-languages
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Java | in_db |
Programming Languages for Data Work
programming-languages-for-data-work
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Kotlin | in_db |
Java Language and JVM
java-language-and-jvm
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Kotlin | in_db |
Kotlin and Java
kotlin-and-java
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Kotlin | in_db |
Native Mobile Languages
native-mobile-languages
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Kotlin | in_db |
Programming Languages
programming-languages
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Design Patterns | in_db |
React Frontend Development
d_init_01
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Data Structures | in_db |
React Frontend Development
d_init_01
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Algorithms | in_db |
React Frontend Development
d_init_01
|
✓ | — | 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) | |
| 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 |
API Interface and Contract Design
api-interface-and-contract-design
|
✓ | — | 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) | |
| REST | in_db |
Standards & Protocols Compliance
standards-protocols-compliance
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Google Cloud | new |
Cloud & Hosting Providers
cloud-hosting-providers
|
— | — | Skipped — no persistable v3 meta for new skill | skill_not_in_db_v3_proposed |
| Google Cloud | new |
Cloud Provider Platforms
cloud-provider-platforms
|
— | — | Skipped — no persistable v3 meta for new skill | skill_not_in_db_v3_proposed |
| Google Cloud | new |
Cloud Security Posture Tools
cloud-security-posture-tools
|
— | — | Skipped — no persistable v3 meta for new skill | skill_not_in_db_v3_proposed |
| AWS | in_db |
Cloud Platforms
cloud-platforms
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| AWS | in_db |
Cloud Platforms for AI Deployment
cloud-platforms-for-ai-deployment
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved | |
| AWS | in_db |
Cloud Provider Platforms
cloud-provider-platforms
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| AWS | in_db |
Cloud Security Posture Tools
cloud-security-posture-tools
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Google Play Store | in_db |
Mobile Vendor Platforms
mobile-vendor-platforms
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Library artifacts (this run)
| Kind | Detail | DB id |
|---|---|---|
| canonical_skill_proposed | Android Studio | type=Development Tools subtype=general nature=TOOL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Object-oriented Analysis & Design | type=Concepts subtype=general nature=CONCEPT lifespan=EVERGREEN | |
| canonical_skill_proposed | Jira | type=Project Management Tools subtype=general nature=TOOL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Windows | type=Operating Systems subtype=general nature=PLATFORM lifespan=MULTI_YEAR | |
| canonical_skill_proposed | AI/ML | type=Machine Learning Frameworks subtype=general nature=CONCEPT lifespan=MULTI_YEAR | |
| dimension_skill_link_proposed | Google Cloud ↔ Cloud & Hosting Providers | |
| dimension_skill_link_proposed | Google Cloud ↔ Cloud Provider Platforms | |
| dimension_skill_link_proposed | Google Cloud ↔ Cloud Security Posture Tools |
nano JD Parser — gpt-4.1-nano click to toggle
Show raw JSON
{
"JD_type": "pass",
"about_company": {
"source_marker": {
"first_5_words": "Lenovo is a US$62 billion",
"last_5_words": "software, solutions, and services."
},
"text": "Lenovo is a US$62 billion revenue global technology powerhouse, ranked #217 in the Fortune Global 500, employing 77,000 people around the world, and serving millions of customers every day in 180 markets. Focused on a bold vision to deliver smarter technology for all, Lenovo has built on its success as the world\u2019s largest PC company by further expanding into growth areas that fuel the advancement of \u2018New IT\u2019 technologies (client, edge, cloud, network, and intelligence) including server, storage, mobile, software, solutions, and services.",
"word_count": 84
},
"certifications": [],
"company_name": "Lenovo",
"ctc": null,
"domain": {
"primary": {
"aliases": [
"SaaS",
"Software Products"
],
"domain": "Software \u0026 SaaS Products"
},
"secondary": null
},
"education": [
{
"level": "Bachelor\u0027s",
"qualification": "BTECH/BE/MS/MTECH - Computer Science/Engineering (or related)",
"raw": "BE / MS / MTech with CGP 3.2+/4 in the field of Computer Science/Engineering or related field",
"requirement": "required"
}
],
"experience": {
"max": null,
"min": 2,
"raw": "Experience of atleast 2 years in Android software development."
},
"job_locations": [
{
"aliases": [
"Bengaluru"
],
"city": "Bangalore",
"country": "India",
"state": "Karn\u0101taka",
"work_mode": "null"
}
],
"role": "Android Application Developer",
"role_aliases": [
"Android Developer",
"Mobile Developer",
"Software Engineer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 0,
"heading": "Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "The successful candidate will be",
"last_5_words": "software-hardware pairings."
},
"text": "The successful candidate will be a highly motivated self-starter with experience in realizing the requirements for products. Strong desire for innovation, inter-group coordination and teamwork skills are must.\n\nJob responsibilities include, but are not limited to the following :\n\nAndroid Application development: Job responsibilities also include Android application/native software development across different subsystems of mobile device, requirements definition \u0026 planning, design, test, debug and competitive analysis.\n\nOn-Device AI (Artificial Intelligence) Integration: Implement on-device AI frameworks and libraries to enable real-time AI processing, ensuring efficient utilization of device resources.\n\nOff-Device AI Infrastructure: Architect and maintain scalable infrastructure for off-device AI processing, leveraging cloud services and distributed computing techniques.\n\nPerformance Optimization: Optimize AI algorithms and workflows to achieve optimal performance on mobile devices while balancing computational resources and battery life.\n\nCollaboration: Collaborate with product managers, designers, and other engineers to ideate and implement AI-powered features that enhance user experiences.\n\nResearch and Innovation: Stay updated with the latest advancements in AI technologies and contribute to research initiatives aimed at driving innovation in mobile AI solutions.\n\nCandidate is responsible for requirements analysis, technical feasibility evaluation, development, delivery of the features and support till end of product life. Candidates must ensure seamless integration of software updates, enabling faster Android upgrades and timely Motorola apps updates. Candidate is responsible for creating new experiences on smart phones, which help consumers worldwide enrich their digital lives. These are in the space of cool innovative software-hardware pairings.",
"word_count": 335
},
{
"bullet_count": 7,
"heading": "Requirements",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Essential:\n\n\u2022 BE / MS /",
"last_5_words": "in software development."
},
"text": "Essential:\n\n\u2022 BE / MS / MTech with CGP 3.2+/4 in the field of Computer Science/Engineering or related field \n\u2022 Experience of atleast 2 years in Android software development. \n\u2022 Experience with development of Android applications and enhancement of Android framework components, to enhance user experience. \n\u2022 Strong Coding knowledge with Java, Kotlin, Android Studio. \n\u2022 Well versed with Object-oriented Analysis \u0026 Design, Design Patterns, Data Structures and Algorithms. \n\u2022 Strong problem analysis and debugging skills with passion for innovation and a drive to create impactful software solutions. \n\u2022 Key Performance Indicator (KPI) definition, analysis and improvement. \n\u2022 Proven track record in delivering consumer-focused software experiences. \n\u2022 Excellent problem-solving skills and the ability to thrive in a dynamic, collaborative environment.\n\nDesirable:\n\n\u2022 Experience in publishing Android Apps to the Google Play Store \n\u2022 Working experience with Git/Jira \n\u2022 Knowledge of web services, REST APIs (application programming interfaces) \n\u2022 Knowledge of interfacing with Google Cloud Services / Amazon Web services. \n\u2022 Knowledge of Windows based application development \n\u2022 Strong sense of System Architecture as it relates to mobile apps \n\u2022 Familiarity with AI/ML technologies and their application in software development.",
"word_count": 309
}
],
"urls": [
{
"type": "website",
"url": "http://www.lenovo.com"
}
]
}
API 1 — extract-from-jd click to toggle
{
"final_skills": [
{
"is_primary": true,
"skill_name": "Android"
},
{
"is_primary": true,
"skill_name": "Java"
},
{
"is_primary": true,
"skill_name": "Kotlin"
},
{
"is_primary": true,
"skill_name": "Android Studio"
},
{
"is_primary": true,
"skill_name": "Object-oriented Analysis \u0026 Design"
},
{
"is_primary": true,
"skill_name": "Design Patterns"
},
{
"is_primary": true,
"skill_name": "Data Structures"
},
{
"is_primary": true,
"skill_name": "Algorithms"
},
{
"is_primary": false,
"skill_name": "Git"
},
{
"is_primary": false,
"skill_name": "Jira"
},
{
"is_primary": false,
"skill_name": "REST"
},
{
"is_primary": false,
"skill_name": "Google Cloud"
},
{
"is_primary": false,
"skill_name": "AWS"
},
{
"is_primary": false,
"skill_name": "Windows"
},
{
"is_primary": false,
"skill_name": "AI/ML"
},
{
"is_primary": false,
"skill_name": "Google Play Store"
}
],
"jd_role": {
"display_name": "Android Application Developer",
"rationale": null,
"role_aliases": [
"Android Developer",
"Mobile Developer",
"Software Engineer"
],
"role_archetype": "Engineering",
"slug": ""
},
"nano_parsed": {
"JD_type": "pass",
"about_company": {
"source_marker": {
"first_5_words": "Lenovo is a US$62 billion",
"last_5_words": "software, solutions, and services."
},
"text": "Lenovo is a US$62 billion revenue global technology powerhouse, ranked #217 in the Fortune Global 500, employing 77,000 people around the world, and serving millions of customers every day in 180 markets. Focused on a bold vision to deliver smarter technology for all, Lenovo has built on its success as the world\u2019s largest PC company by further expanding into growth areas that fuel the advancement of \u2018New IT\u2019 technologies (client, edge, cloud, network, and intelligence) including server, storage, mobile, software, solutions, and services.",
"word_count": 84
},
"certifications": [],
"company_name": "Lenovo",
"ctc": null,
"domain": {
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"aliases": [
"SaaS",
"Software Products"
],
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},
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},
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{
"level": "Bachelor\u0027s",
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"requirement": "required"
}
],
"experience": {
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"min": 2,
"raw": "Experience of atleast 2 years in Android software development."
},
"job_locations": [
{
"aliases": [
"Bengaluru"
],
"city": "Bangalore",
"country": "India",
"state": "Karn\u0101taka",
"work_mode": "null"
}
],
"role": "Android Application Developer",
"role_aliases": [
"Android Developer",
"Mobile Developer",
"Software Engineer"
],
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"roles_and_responsibilities": [
{
"bullet_count": 0,
"heading": "Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "The successful candidate will be",
"last_5_words": "software-hardware pairings."
},
"text": "The successful candidate will be a highly motivated self-starter with experience in realizing the requirements for products. Strong desire for innovation, inter-group coordination and teamwork skills are must.\n\nJob responsibilities include, but are not limited to the following :\n\nAndroid Application development: Job responsibilities also include Android application/native software development across different subsystems of mobile device, requirements definition \u0026 planning, design, test, debug and competitive analysis.\n\nOn-Device AI (Artificial Intelligence) Integration: Implement on-device AI frameworks and libraries to enable real-time AI processing, ensuring efficient utilization of device resources.\n\nOff-Device AI Infrastructure: Architect and maintain scalable infrastructure for off-device AI processing, leveraging cloud services and distributed computing techniques.\n\nPerformance Optimization: Optimize AI algorithms and workflows to achieve optimal performance on mobile devices while balancing computational resources and battery life.\n\nCollaboration: Collaborate with product managers, designers, and other engineers to ideate and implement AI-powered features that enhance user experiences.\n\nResearch and Innovation: Stay updated with the latest advancements in AI technologies and contribute to research initiatives aimed at driving innovation in mobile AI solutions.\n\nCandidate is responsible for requirements analysis, technical feasibility evaluation, development, delivery of the features and support till end of product life. Candidates must ensure seamless integration of software updates, enabling faster Android upgrades and timely Motorola apps updates. Candidate is responsible for creating new experiences on smart phones, which help consumers worldwide enrich their digital lives. These are in the space of cool innovative software-hardware pairings.",
"word_count": 335
},
{
"bullet_count": 7,
"heading": "Requirements",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Essential:\n\n\u2022 BE / MS /",
"last_5_words": "in software development."
},
"text": "Essential:\n\n\u2022 BE / MS / MTech with CGP 3.2+/4 in the field of Computer Science/Engineering or related field \n\u2022 Experience of atleast 2 years in Android software development. \n\u2022 Experience with development of Android applications and enhancement of Android framework components, to enhance user experience. \n\u2022 Strong Coding knowledge with Java, Kotlin, Android Studio. \n\u2022 Well versed with Object-oriented Analysis \u0026 Design, Design Patterns, Data Structures and Algorithms. \n\u2022 Strong problem analysis and debugging skills with passion for innovation and a drive to create impactful software solutions. \n\u2022 Key Performance Indicator (KPI) definition, analysis and improvement. \n\u2022 Proven track record in delivering consumer-focused software experiences. \n\u2022 Excellent problem-solving skills and the ability to thrive in a dynamic, collaborative environment.\n\nDesirable:\n\n\u2022 Experience in publishing Android Apps to the Google Play Store \n\u2022 Working experience with Git/Jira \n\u2022 Knowledge of web services, REST APIs (application programming interfaces) \n\u2022 Knowledge of interfacing with Google Cloud Services / Amazon Web services. \n\u2022 Knowledge of Windows based application development \n\u2022 Strong sense of System Architecture as it relates to mobile apps \n\u2022 Familiarity with AI/ML technologies and their application in software development.",
"word_count": 309
}
],
"urls": [
{
"type": "website",
"url": "http://www.lenovo.com"
}
]
},
"rejected": false,
"rejection_reason": null,
"run_id": "ac427052-ce48-4148-8348-2f0d6bf9e222",
"stage3_signals": {
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{
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},
{
"display_name": "Native Mobile Developer",
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}
],
"kra_match_roles": [
{
"display_name": "AI Engineer",
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{
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"similarity": 0.6011
},
{
"kra_text": "Translates product requirements into AI-powered features by integrating large language models like GPT-4, Claude, or Gemini into application workflows via API.",
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"similarity": 0.5469
},
{
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"sentence": "On-Device AI (Artificial Intelligence) Integration: Implement on-device AI frameworks and libraries to enable real-time AI processing, ensuring efficient utilization of device resources.",
"similarity": 0.5209
}
],
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},
{
"display_name": "Flutter Developer",
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{
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"similarity": 0.655
},
{
"kra_text": "optimize responsiveness and performance",
"sentence": "Performance Optimization: Optimize AI algorithms and workflows to achieve optimal performance on mobile devices while balancing computational resources and battery life.",
"similarity": 0.5345
},
{
"kra_text": "translate product and design requirements",
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"similarity": 0.4227
}
],
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"score": 0.5374,
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},
{
"display_name": "Fullstack Developer",
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{
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},
{
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},
{
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}
],
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},
{
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{
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},
{
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"similarity": 0.5243
},
{
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}
],
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{
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},
{
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"sentence": "Performance Optimization: Optimize AI algorithms and workflows to achieve optimal performance on mobile devices while balancing computational resources and battery life.",
"similarity": 0.477
},
{
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}
],
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}
],
"skill_match_roles": [
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{
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},
{
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],
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},
{
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},
{
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],
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}
]
},
"stage4_decision": {
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"case": "DOMAIN",
"chosen_role": {
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},
"confidence": 0.79,
"is_new_role": false,
"llm2_fired": false,
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"matched_dimensions": [
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"AI Feature Integration",
"Mobile AI Performance Optimization",
"Cloud-based AI Infrastructure",
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],
"matched_kras": [
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"Implement on-device AI frameworks and libraries",
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"Collaborate with product managers, designers, and other engineers",
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],
"matched_skills": [
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"Android application/native software development",
"on-device AI",
"off-device AI",
"AI frameworks",
"AI libraries",
"cloud services",
"distributed computing",
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],
"new_role_display_name": null,
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"queued": false,
"reasoning": "Domain=AI / ML; The JD is centered on Android app development but its distinctive focus is implementing and optimizing on-device/off-device AI features, which best matches an AI Engineer rather than a pure mobile developer role.",
"sub_role": null
},
"stage5_updates": {
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API 2 — extract-details
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},
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],
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}
],
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}
API 3 — final-role-output
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},
"chosen_role_resolution": "in_db",
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{
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},
{
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},
{
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},
{
"skill": "Object-oriented Analysis \u0026 Design",
"tag": "new"
},
{
"skill": "Design Patterns",
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},
{
"skill": "Data Structures",
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},
{
"skill": "Algorithms",
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},
{
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},
{
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},
{
"skill": "REST",
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},
{
"skill": "Google Cloud",
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},
{
"skill": "AWS",
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},
{
"skill": "Windows",
"tag": "new"
},
{
"skill": "AI/ML",
"tag": "new"
},
{
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],
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"outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
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},
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},
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LLM Calls
Every model call made for this run, in pipeline order. Click a card to see the model's response.