Pipeline run
5d9387ad-7503-4ef1-a00b-1d568fd15ae9
Pipeline LLM cost (USD)
API 1: $0.0030
API 2: $0.0001
API 3: $0.0000
Total: $0.0031
Client output enrichment
v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA description
SPARSE JD
role baseline loaded
sources · ai_index: role_baseline · nature_of_work: jd · tech_stack_maturity: jd
Nature of work
· End-to-end feature delivery
Leads Android Bluetooth stack work end to end: designing, implementing, and maintaining connectivity for first- and third-party devices, while shaping long-term Bluetooth strategy and APIs/libraries with partner teams.
""Design, implement, and maintain Android Bluetooth Connectivity stack""
Tech stack maturity
Mainstream Modern
Android and API development with Bluetooth integration are established, widely used technologies typically associated with mainstream modern application stacks rather than legacy or bleeding-edge environments.
AI index (0 = no AI use, 5 = totally AI-dependent · v2.1)
2.00 / 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):
Artificial Intelligence
Evidence — skills matched in JD (4)
Bluetooth
Android
API
Library
Skill cluster (3 dimension groups, role-scoped)
API Integration and Data Fetching
API
Device APIs and Hardware Integration
Bluetooth
Cross-cutting / unaligned
Android
Library
Show KRA description ↓
• Lead new features and technologies within the Bluetooth domain along with proposing long-term technical strategy.
• Design, implement, and maintain Android Bluetooth Connectivity stack for both first-party and third-party devices.
• Collaborate with internal and external partner teams to refine and define the Bluetooth stack and scaling it to the industry.
• Help build the next generation of APIs and library for first-party and third-party developers.
• Partner and collaborate with related engineering teams, product management, and program management to ensure the development of high-quality solutions in a timely manner.
Signals
Skill
full-stack-engineer
0.25
Alias
full-stack-engineer
1.00
KRA
flutter-developer
0.54
Post-classification
Centroidupdated · n=691
Alias collision log—
New-role queue—
New skills captured1
New KRA captured—
Captured for admin review
Library
primary
↔
Fullstack Developer
pending
Status:
completed
Created: 2026-05-27T16:28:12.215128Z
Updated: 2026-05-27T16:29:22.318545Z
API 3 duration: 18500 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
Fullstack Developer
CASE Aslug: full-stack-engineer · id: 15 · source: db
Exact alias hit on full-stack-engineer (1.0) — no other alias at this confidence; skill_top full-stack-engineer 0.25 does not contradict
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
0
Skipped
Job description
Minimum qualifications: • Bachelor's degree or equivalent practical experience. • 8 years of experience in software development, and with data structures/algorithms. • 5 years of experience testing, and launching software products, and 3 years of experience with software design and architecture. Preferred qualifications: • Master's degree in Computer Science, Electrical Engineering, Computer Engineering, a related technical field, or equivalent practical experience. • 5 years of work experience in Bluetooth stack development. • Experience designing/building or working with other Bluetooth stack architectures. • Experience designing APIs and working on frameworks. • Experience coding in C++, Java, or Rust. About The Job Google's software engineers develop the next-generation technologies that change how billions of users connect, explore, and interact with information and one another. Our products need to handle information at massive scale, and extend well beyond web search. We're looking for engineers who bring fresh ideas from all areas, including information retrieval, distributed computing, large-scale system design, networking and data storage, security, artificial intelligence, natural language processing, UI design and mobile; the list goes on and is growing every day. As a software engineer, you will work on a specific project critical to Google’s needs with opportunities to switch teams and projects as you and our fast-paced business grow and evolve. We need our engineers to be versatile, display leadership qualities and be enthusiastic to take on new problems across the full-stack as we continue to push technology forward. With your technical expertise you will manage project priorities, deadlines, and deliverables. You will design, develop, test, deploy, maintain, and enhance software solutions. Android is Google’s open-source mobile operating system powering more than 3 billion devices worldwide. Android is about bringing computing to everyone in the world. We believe computing is a super power for good, enabling access to information, economic opportunity, productivity, connectivity between friends and family and more. We think everyone in the world should have access to the best computing has to offer. We provide the platform for original equipment manufacturers (OEMs) and developers to build compelling computing devices (smartphones, tablets, TVs, wearables, etc) that run the best apps/services for everyone in the world. Responsibilities • Lead new features and technologies within the Bluetooth domain along with proposing long-term technical strategy. • Design, implement, and maintain Android Bluetooth Connectivity stack for both first-party and third-party devices. • Collaborate with internal and external partner teams to refine and define the Bluetooth stack and scaling it to the industry. • Help build the next generation of APIs and library for first-party and third-party developers. • Partner and collaborate with related engineering teams, product management, and program management to ensure the development of high-quality solutions in a timely manner. Google is proud to be an equal opportunity workplace and is an affirmative action employer. We are committed to equal employment opportunity regardless of race, color, ancestry, religion, sex, national origin, sexual orientation, age, citizenship, marital status, disability, gender identity or Veteran status. We also consider qualified applicants regardless of criminal histories, consistent with legal requirements. See also Google's EEO Policy and EEO is the Law. If you have a disability or special need that requires accommodation, please let us know by completing our Accommodations for Applicants form .
Skills from this JD
Each row merges API 1 extraction, API 2 library match / v3 orchestration (dimensions + locked dims), and API 3 persistence tags.
Bluetooth
Primary
Library skill
API 3: existing canonical (in_db)
Existing skill (matched library)
Canonical: Bluetooth
id=990
· bluetooth
Aliases — catalog
- Bluetooth (CANONICAL) primary
Context tags (catalog)
BLE
Bluetooth Low Energy
Bluetooth SIG
GATT
HCI
IoT
IoT connectivity
L2CAP
LE Secure Connections
RFCOMM
SMP
advertising
audio streaming
data transfer
device discovery
mesh networking
pairing
profiles
security features
security modes
smart devices
wireless communication
Stored enrichment (catalog DB)
- Category
- Concept
- Sub-category
- Bluetooth Concept
- Vendor
- Bluetooth Special Interest Group
- License
- unknown
- Year introduced
- 1998
- Confidence
- 0.95
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Bluetooth appears in many hardware, mobile, IoT, and embedded job descriptions; it remains a standard connectivity requirement rather than a niche or sunset technology.
Skill profile (library / DB)
- Skill nature
- CONCEPT
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 2
- Sub-category id
- 2202
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Device APIs and Hardware Features Catalog dimension db id 95
Library dimension (catalog)
Roles linked in library: Android Developer, Native Mobile Developer, iOS Developer
-
Device APIs and Hardware Integration Catalog dimension db id 171
Library dimension (catalog)
Roles linked in library: Hybrid Mobile Developer, React Native Developer
-
Platform Channels and Device APIs Catalog dimension db id 314
Library dimension (catalog)
Roles linked in library: Flutter Developer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Device APIs and Hardware Features
device-apis-and-hardware-features
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Device APIs and Hardware Integration
device-apis-and-hardware-integration
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Platform Channels and Device APIs
platform-channels-and-device-apis
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Android
Primary
Library skill
API 3: existing canonical (in_db)
Existing skill (matched library)
Canonical: Android
id=1595
· android
Aliases — catalog
- Android (CANONICAL)
Context tags (catalog)
API Level
Android SDK
Android Studio
Firebase
Gradle
Java
Jetpack
Kotlin
LiveData
MVVM
Material Design
RecyclerView
Retrofit
Room
XML
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) |
API
Primary
Library skill
API 3: existing canonical (in_db)
Existing skill (matched library)
Canonical: API
id=1568
· api
Aliases — catalog
- API (CANONICAL)
Context tags (catalog)
API gateway
GraphQL
JSON
OAuth
REST
SDK
SOAP
XML
authentication
endpoint
microservices
rate limiting
throttling
versioning
webhooks
Stored enrichment (catalog DB)
- Category
- Concept
- Sub-category
- Application Programming Interface
- Confidence
- 0.93
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: APIs are a core requirement in most software engineering JDs and underpin common integrations across cloud, mobile, and web stacks; major vendors like AWS, Stripe, and Google Cloud center products on API-first usage.
Skill profile (library / DB)
- Skill nature
- CONCEPT
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 2
- Sub-category id
- 1174
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
API Integration and Data Fetching Catalog dimension db id 127
Library dimension (catalog)
Roles linked in library: Angular Frontend Developer, Frontend Developer, Fullstack Developer, Fullstack Developer, React Frontend Developer, Svelte Frontend Developer, Vue Frontend Developer, Web Developer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
API Integration and Data Fetching
api-integration-and-data-fetching
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved |
Library
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
- Software Tools
- Sub-category
- general
- Skill nature
- TOOL
- 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 |
|---|---|---|---|---|---|---|
| Bluetooth | in_db |
Device APIs and Hardware Features
device-apis-and-hardware-features
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Bluetooth | in_db |
Device APIs and Hardware Integration
device-apis-and-hardware-integration
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Bluetooth | in_db |
Platform Channels and Device APIs
platform-channels-and-device-apis
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Android | in_db |
React Frontend Development
d_init_01
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| API | in_db |
API Integration and Data Fetching
api-integration-and-data-fetching
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved |
Library artifacts (this run)
| Kind | Detail | DB id |
|---|---|---|
| canonical_skill_proposed | Library | type=Software Tools subtype=general nature=TOOL lifespan=MULTI_YEAR |
nano JD Parser — gpt-4.1-nano click to toggle
RoleSoftware Engineer
CompanyGoogle
Experience8 years of experience in software development
DomainSoftware & SaaS Products
JD type
pass
Show raw JSON
{
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"education": [
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"qualification": "BTECH/BE/BSC - Any Discipline",
"raw": "Bachelor\u0027s degree or equivalent practical experience.",
"requirement": "required"
},
{
"level": "Master\u0027s",
"qualification": "MTECH/ME/MSC - Computer Science / Electrical Engineering / Computer Engineering (or related)",
"raw": "Master\u0027s degree in Computer Science, Electrical Engineering, Computer Engineering, a related technical field, or equivalent practical experience.",
"requirement": "preferred"
}
],
"experience": {
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"roles_and_responsibilities": [
{
"bullet_count": 5,
"heading": "Responsibilities",
"heading_was_present": true,
"source_marker": {
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"word_count": 66
}
],
"urls": []
}
API 1 — extract-from-jd click to toggle
{
"final_skills": [
{
"is_primary": true,
"skill_name": "Bluetooth"
},
{
"is_primary": true,
"skill_name": "Android"
},
{
"is_primary": true,
"skill_name": "API"
},
{
"is_primary": true,
"skill_name": "Library"
}
],
"jd_role": {
"display_name": "Software Engineer",
"rationale": null,
"role_aliases": [
"Software Developer",
"SWE",
"Full Stack Engineer"
],
"role_archetype": "Engineering",
"slug": ""
},
"nano_parsed": {
"JD_type": "pass",
"about_company": {
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"last_5_words": "push technology forward."
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"word_count": 116
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"certifications": [],
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"domain": {
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},
{
"level": "Master\u0027s",
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"requirement": "preferred"
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],
"experience": {
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"rejected": false,
"rejection_reason": null,
"run_id": "5d9387ad-7503-4ef1-a00b-1d568fd15ae9",
"stage3_signals": {
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"alias_match_roles": [
{
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"matched_skills": null,
"role_id": 15,
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}
],
"kra_match_roles": [
{
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"kra_matches": [
{
"kra_text": "collaborate with design, product, and backend teams",
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"similarity": 0.6295
},
{
"kra_text": "collaborate with design, product, and backend teams",
"sentence": "Collaborate with internal and external partner teams to refine and define the Bluetooth stack and scaling it to the industry.",
"similarity": 0.5097
},
{
"kra_text": "integrate external APIs and data sources",
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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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},
{
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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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"total_count": null
}
],
"skill_match_roles": [
{
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"matched_skills": [
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],
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},
{
"display_name": "iOS Developer",
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"matched_skills": [
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],
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},
{
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},
{
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"matched_skills": [
"Bluetooth"
],
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},
{
"display_name": "Android Developer",
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"matched_skills": [
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],
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}
]
},
"stage4_decision": {
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"case": "A",
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"matched_count": null,
"matched_skills": null,
"role_id": 15,
"score": 1.0,
"slug": "full-stack-engineer",
"total_count": null
},
"confidence": 1.0,
"is_new_role": false,
"llm2_fired": false,
"llm2_reasoning": null,
"matched_dimensions": [],
"matched_kras": [],
"matched_skills": [],
"new_role_display_name": null,
"new_role_slug": null,
"queued": false,
"reasoning": "Exact alias hit on full-stack-engineer (1.0) \u2014 no other alias at this confidence; skill_top full-stack-engineer 0.25 does not contradict",
"sub_role": null
},
"stage5_updates": {
"centroid_n_after": 691,
"centroid_updated": true,
"collision_log_id": null,
"new_kra_attached": null,
"new_skills_attached": [
{
"is_primary": true,
"queue_id": 20200,
"role_display_name": "Fullstack Developer",
"role_slug": "full-stack-engineer",
"skill_name": "Library",
"status": "pending"
}
],
"queue_entry_id": null,
"v3_pipeline_triggered": false,
"v3_role_slug": null,
"v3_run_id": null
}
}
API 2 — extract-details
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"alias_persisted": false,
"existing_alias_id": 1600,
"existing_alias_text": "Bluetooth",
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"matched_canonical": {
"category_id": 2,
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"id": 990,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "CONCEPT",
"slug": "bluetooth",
"sub_category_id": 2202,
"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"matched_via": "alias"
},
{
"alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
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"existing_alias_id": 2541,
"existing_alias_text": "Android",
"input_term": "Android",
"matched_canonical": {
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"is_extractable": true,
"skill_nature": "PLATFORM",
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"sub_category_id": 1201,
"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"matched_via": "alias"
},
{
"alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
"alias_persisted": false,
"existing_alias_id": 2514,
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"input_term": "API",
"matched_canonical": {
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"is_extractable": true,
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"matched_via": "alias"
}
],
"candidate_roles": [
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"role_archetype": null,
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},
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"display_name": "Native Mobile Developer",
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"slug": "native-mobile-developer",
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},
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},
{
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{
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"slug": "svelte-frontend-developer",
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},
{
"display_name": "Vue Frontend Developer",
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"rationale": null,
"role_archetype": "Engineering",
"slug": "vue-frontend-developer",
"source": "db"
},
{
"display_name": "Web Developer",
"id": 25,
"rationale": null,
"role_archetype": null,
"slug": "web-developer",
"source": "db"
}
],
"chosen_role": {
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"rationale": "Exact alias hit on full-stack-engineer (1.0) \u2014 no other alias at this confidence; skill_top full-stack-engineer 0.25 does not contradict",
"role_archetype": null,
"slug": "full-stack-engineer",
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},
"dimensions": [
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"dimension": {
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"slug": "device-apis-and-hardware-features",
"source": "db"
},
"input_skill": "Bluetooth",
"llm_role": null,
"roles_from_db": [
{
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"rationale": null,
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"slug": "android-engineer",
"source": "db"
},
{
"display_name": "Native Mobile Developer",
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"role_archetype": "Engineering",
"slug": "native-mobile-developer",
"source": "db"
},
{
"display_name": "iOS Developer",
"id": 6,
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"role_archetype": null,
"slug": "ios-engineer",
"source": "db"
}
]
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Device APIs and Hardware Integration",
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"slug": "device-apis-and-hardware-integration",
"source": "db"
},
"input_skill": "Bluetooth",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Hybrid Mobile Developer",
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"rationale": null,
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"slug": "hybrid-mobile-developer",
"source": "db"
},
{
"display_name": "React Native Developer",
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"rationale": null,
"role_archetype": "Engineering",
"slug": "react-native-developer",
"source": "db"
}
]
},
{
"dimension": {
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"display_name": "Platform Channels and Device APIs",
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"slug": "platform-channels-and-device-apis",
"source": "db"
},
"input_skill": "Bluetooth",
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"roles_from_db": [
{
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}
]
},
{
"dimension": {
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"source": "db"
},
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"roles_from_db": []
},
{
"dimension": {
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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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},
{
"display_name": "Vue Frontend Developer",
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"role_archetype": "Engineering",
"slug": "vue-frontend-developer",
"source": "db"
},
{
"display_name": "Web Developer",
"id": 25,
"rationale": null,
"role_archetype": null,
"slug": "web-developer",
"source": "db"
}
]
}
],
"input_final_skills": [
"Bluetooth",
"Android",
"API",
"Library"
],
"input_llm_skills": [
"Bluetooth",
"Android",
"API",
"Library"
],
"new_aliases_persisted": 0,
"run_id": "5d9387ad-7503-4ef1-a00b-1d568fd15ae9",
"skills_detail": [
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"id": 1600,
"is_primary": true,
"match_strategy": "CASE_INSENSITIVE"
}
],
"canonical": {
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"is_also_category": false,
"is_extractable": true,
"skill_nature": "CONCEPT",
"slug": "bluetooth",
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"typical_lifespan": "EVERGREEN",
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},
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{
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},
"input_skill": "Bluetooth",
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"display_name": "Android Developer",
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"rationale": null,
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"slug": "android-engineer",
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},
{
"display_name": "Native Mobile Developer",
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},
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}
]
},
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},
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"roles_from_db": [
{
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},
{
"display_name": "React Native Developer",
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}
]
},
{
"dimension": {
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"display_name": "Platform Channels and Device APIs",
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"slug": "platform-channels-and-device-apis",
"source": "db"
},
"input_skill": "Bluetooth",
"llm_role": null,
"roles_from_db": [
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"role_archetype": "Engineering",
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}
]
}
],
"input_skill": "Bluetooth",
"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": "Android",
"alias_type": "CANONICAL",
"id": 2541,
"is_primary": false,
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}
],
"canonical": {
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"is_extractable": true,
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"typical_lifespan": "EVERGREEN",
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},
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{
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"display_name": "React Frontend Development",
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"source": "db"
},
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"llm_role": null,
"roles_from_db": []
}
],
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"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": [
{
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"id": 2514,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
}
],
"canonical": {
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"is_also_category": false,
"is_extractable": true,
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"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
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{
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"source": "db"
},
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"display_name": "Angular Frontend Developer",
"id": 90,
"rationale": null,
"role_archetype": "Engineering",
"slug": "angular-frontend-developer",
"source": "db"
},
{
"display_name": "Frontend Developer",
"id": 7,
"rationale": null,
"role_archetype": null,
"slug": "frontend-engineer",
"source": "db"
},
{
"display_name": "Fullstack Developer",
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"role_archetype": "Engineering",
"slug": "fullstack-developer",
"source": "db"
},
{
"display_name": "Fullstack Developer",
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"role_archetype": null,
"slug": "full-stack-engineer",
"source": "db"
},
{
"display_name": "React Frontend Developer",
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"rationale": null,
"role_archetype": "Engineering",
"slug": "react-frontend-developer",
"source": "db"
},
{
"display_name": "Svelte Frontend Developer",
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"rationale": null,
"role_archetype": "Engineering",
"slug": "svelte-frontend-developer",
"source": "db"
},
{
"display_name": "Vue Frontend Developer",
"id": 91,
"rationale": null,
"role_archetype": "Engineering",
"slug": "vue-frontend-developer",
"source": "db"
},
{
"display_name": "Web Developer",
"id": 25,
"rationale": null,
"role_archetype": null,
"slug": "web-developer",
"source": "db"
}
]
}
],
"input_skill": "API",
"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": "Library",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Software Tools",
"skill_nature": "TOOL",
"sub_category": "general",
"typical_lifespan": "MULTI_YEAR",
"version_strategy": "UNVERSIONED",
"volatility": "MEDIUM"
},
"enrichment": null,
"keep_log": [],
"locked_dimensions": [],
"merge_log": [],
"placed": null,
"relationships": null,
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"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
}
],
"unmatched_skills": [
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]
}
API 3 — final-role-output
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"display_name": "Fullstack Developer",
"id": 15,
"rationale": "Exact alias hit on full-stack-engineer (1.0) \u2014 no other alias at this confidence; skill_top full-stack-engineer 0.25 does not contradict",
"role_archetype": null,
"slug": "full-stack-engineer",
"source": "db"
},
"chosen_role_resolution": "in_db",
"final_input_skills": [
{
"skill": "Bluetooth",
"tag": "in_db"
},
{
"skill": "Android",
"tag": "in_db"
},
{
"skill": "API",
"tag": "in_db"
},
{
"skill": "Library",
"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": 15,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Device APIs and Hardware Features",
"id": 95,
"rationale": "iOS platform APIs that expose hardware and device capabilities to apps. This cluster covers the concrete integrations iOS engineers use for camera, sensors, location, and media experiences.",
"slug": "device-apis-and-hardware-features",
"source": "db"
},
"dimension_id": 95,
"input_skill": "Bluetooth",
"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": "Native Mobile Developer",
"id": 75,
"rationale": null,
"role_archetype": "Engineering",
"slug": "native-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": 990,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 15,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Device APIs and Hardware Integration",
"id": 171,
"rationale": "Platform capabilities exposed through mobile devices that shared apps commonly integrate with. This includes sensors, camera, location, Bluetooth, file access, and other device-bound features that require platform-aware adaptation.",
"slug": "device-apis-and-hardware-integration",
"source": "db"
},
"dimension_id": 171,
"input_skill": "Bluetooth",
"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"
},
{
"display_name": "React Native Developer",
"id": 73,
"rationale": null,
"role_archetype": "Engineering",
"slug": "react-native-developer",
"source": "db"
}
],
"skill_dimension_saved": true,
"skill_id": 990,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 15,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Platform Channels and Device APIs",
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