Pipeline run
8a460ae6-68cb-4b00-a7b6-8cedfa4de450
Pipeline LLM cost (USD)
API 1: $0.0046
API 2: $0.0005
API 3: $0.0000
Total: $0.0051
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: role_baseline
Nature of work
Identify and pursue new business leads, research markets and competitors, write proposals for RFP/RFQ bids, and work with sales/marketing teams to track performance and adjust strategy toward revenue targets.
"Identify and pursue new business opportunities through market research, prospecting, and lead generation"
Tech stack maturity
Modern Cloud Native
This role is centered on modern cross-platform mobile app development with shared codebases and current mobile tooling, rather than legacy stacks or AI-native work.
AI index (0 = no AI use, 5 = totally AI-dependent · v2.1)
1.00 / 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 (0)
Skill cluster (0 dimension groups, role-scoped)
Show KRA description ↓
• Identify and pursue new business opportunities through market research, prospecting, and lead generation
• Develop and submit high-quality proposals in response to RFPs, RFQs, and other bid requests
• Collaborate with cross-functional teams to develop and execute sales and marketing strategies
• Conduct market research and competitive analysis to identify market trends and opportunities
• Monitor sales performance and adjust strategies as needed to meet revenue targets
Signals
Skill
—
—
Alias
—
—
KRA
flutter-developer
0.47
Post-classification
Centroidupdated · n=31
Alias collision log—
New-role queue—
New skills captured0
New KRA capturedyes
Captured for admin review
R&R fragment (sim 0.00)
↔
Hybrid Mobile Developer
pending
• Identify and pursue new business opportunities through market research, prospecting, and lead generation • Develop and submit high-quality proposals in response to RFPs, RFQs, and other bid requests…
Status:
completed
Created: 2026-05-27T14:26:57.711256Z
Updated: 2026-05-28T12:14:58.762720Z
API 3 duration: 3860 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
Hybrid Mobile Developer
→Flutter Developer
sub-role · 0.47 CASE Bslug: hybrid-mobile-developer · id: 11 · source: db · sub-role slug: flutter-developer
The primary skills indicate a focus on mobile application development across multiple platforms, aligning perfectly with a Hybrid Mobile Developer role.
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
Experience Required: 3 - 6 Years No. of vacancies: 3 Job Description We are seeking a highly motivated and experienced Business Development Executive to join our team. The successful candidate will be responsible for identifying new business opportunities and developing proposals in response to RFPs, RFQs, and other bid requests. The Business Development Executive will work collaboratively with cross-functional teams to develop and execute sales and marketing strategies that align with our business goals and values. Roles & Responsibilities • Identify and pursue new business opportunities through market research, prospecting, and lead generation • Develop and submit high-quality proposals in response to RFPs, RFQs, and other bid requests • Collaborate with cross-functional teams to develop and execute sales and marketing strategies • Conduct market research and competitive analysis to identify market trends and opportunities • Monitor sales performance and adjust strategies as needed to meet revenue targets Qualifications • B.Tech/MCA; MBA in Business or Marketing is a plus. • Minimum 3 years of business development experience in IT services (apps, games, web, UI/UX). • Strong knowledge of tech stacks: iOS/Android, Flutter, React Native, Unity, MERN/LAMP, APIs, etc. • Hands-on with bidding portals, CRMs, and lead management tools. Excellent communication, negotiation, and presentation skills. • Self-motivated, target-driven, and leadership-oriented. • Must have experience working in service-based IT companies.
history_view bundle (older API). Showing raw API payloads below.
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 |
|---|---|---|---|---|---|---|
| iOS | in_db |
React Frontend Development
d_init_01
|
✓ | — | 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) | |
| Flutter | in_db |
Flutter UI Framework
flutter-ui-framework
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Flutter | in_db |
UI Frameworks and Rendering
ui-frameworks-and-rendering
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved | |
| React Native | in_db |
Cross-Platform Mobile UI Frameworks
cross-platform-mobile-ui-frameworks
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| React Native | in_db |
UI Frameworks and Rendering
ui-frameworks-and-rendering
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved | |
| Unity | in_db |
XR Engines and Runtime Frameworks
xr-engines-and-runtime-frameworks
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| APIs | in_db |
React Frontend Development
d_init_01
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Library artifacts (this run)
| Kind | Detail | DB id |
|---|---|---|
| canonical_skill_proposed | MERN | type=Web Frameworks subtype=general nature=PLATFORM lifespan=MULTI_YEAR | |
| canonical_skill_proposed | LAMP | type=Web Frameworks subtype=general nature=PLATFORM lifespan=MULTI_YEAR | |
| canonical_skill_proposed | bidding portals | type=Web Applications subtype=general nature=TOOL lifespan=SHORT_LIVED | |
| canonical_skill_proposed | CRMs | type=Business Tools subtype=general nature=TOOL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | lead management tools | type=Business Tools subtype=general nature=TOOL lifespan=SHORT_LIVED | |
| canonical_skill_proposed | MERN | type=Web Frameworks subtype=general nature=PLATFORM lifespan=MULTI_YEAR | |
| canonical_skill_proposed | LAMP | type=Web Frameworks subtype=general nature=PLATFORM lifespan=MULTI_YEAR | |
| canonical_skill_proposed | bidding portals | type=Web Platforms subtype=general nature=PLATFORM lifespan=SHORT_LIVED | |
| canonical_skill_proposed | CRMs | type=Business Tools subtype=general nature=TOOL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | lead management tools | type=Business Tools subtype=general nature=TOOL lifespan=MULTI_YEAR |
nano JD Parser — gpt-4.1-nano click to toggle
RoleBusiness Development Executive
Experience3 - 6 Years
DomainIT Services
JD type
pass
Show raw JSON
{
"JD_type": "pass",
"about_company": null,
"archetype_override_applied": true,
"archetype_override_matched_skills": [
"Unity",
"UI/UX",
"APIs",
"Flutter",
"iOS",
"Android",
"React Native",
"roles",
"goals",
"React"
],
"certifications": [],
"company_name": null,
"ctc": null,
"domain": {
"primary": {
"aliases": [
"Information Technology",
"Tech Services"
],
"domain": "IT Services"
},
"secondary": null
},
"education": [
{
"level": "Bachelor\u0027s",
"qualification": "BTECH/BE - Business / Marketing",
"raw": "B.Tech/MCA; MBA in Business or Marketing is a plus.",
"requirement": "preferred"
}
],
"experience": {
"max": 6,
"min": 3,
"raw": "3 - 6 Years"
},
"job_locations": [],
"role": "Business Development Executive",
"role_aliases": [
"Business Development Manager",
"BD Executive",
"Sales Executive"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 5,
"heading": "Roles \u0026 Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Identify and pursue new",
"last_5_words": "to meet revenue targets"
},
"text": "\u2022 Identify and pursue new business opportunities through market research, prospecting, and lead generation\n\u2022 Develop and submit high-quality proposals in response to RFPs, RFQs, and other bid requests\n\u2022 Collaborate with cross-functional teams to develop and execute sales and marketing strategies\n\u2022 Conduct market research and competitive analysis to identify market trends and opportunities\n\u2022 Monitor sales performance and adjust strategies as needed to meet revenue targets",
"word_count": 56
}
],
"urls": []
}
API 1 — extract-from-jd click to toggle
{
"final_skills": [],
"jd_role": {
"display_name": "Business Development Executive",
"rationale": null,
"role_aliases": [
"Business Development Manager",
"BD Executive",
"Sales Executive"
],
"role_archetype": "Engineering",
"slug": ""
},
"nano_parsed": {
"JD_type": "pass",
"about_company": null,
"archetype_override_applied": true,
"archetype_override_matched_skills": [
"Unity",
"UI/UX",
"APIs",
"Flutter",
"iOS",
"Android",
"React Native",
"roles",
"goals",
"React"
],
"certifications": [],
"company_name": null,
"ctc": null,
"domain": {
"primary": {
"aliases": [
"Information Technology",
"Tech Services"
],
"domain": "IT Services"
},
"secondary": null
},
"education": [
{
"level": "Bachelor\u0027s",
"qualification": "BTECH/BE - Business / Marketing",
"raw": "B.Tech/MCA; MBA in Business or Marketing is a plus.",
"requirement": "preferred"
}
],
"experience": {
"max": 6,
"min": 3,
"raw": "3 - 6 Years"
},
"job_locations": [],
"role": "Business Development Executive",
"role_aliases": [
"Business Development Manager",
"BD Executive",
"Sales Executive"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 5,
"heading": "Roles \u0026 Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Identify and pursue new",
"last_5_words": "to meet revenue targets"
},
"text": "\u2022 Identify and pursue new business opportunities through market research, prospecting, and lead generation\n\u2022 Develop and submit high-quality proposals in response to RFPs, RFQs, and other bid requests\n\u2022 Collaborate with cross-functional teams to develop and execute sales and marketing strategies\n\u2022 Conduct market research and competitive analysis to identify market trends and opportunities\n\u2022 Monitor sales performance and adjust strategies as needed to meet revenue targets",
"word_count": 56
}
],
"urls": []
},
"rejected": false,
"rejection_reason": null,
"run_id": "8a460ae6-68cb-4b00-a7b6-8cedfa4de450",
"stage3_signals": {
"alias_found": false,
"alias_match_roles": [],
"kra_match_roles": [
{
"display_name": "Flutter Developer",
"kra_matches": [
{
"kra_text": "collaborate with design, product, and backend teams",
"sentence": "Collaborate with cross-functional teams to develop and execute sales and marketing strategies",
"similarity": 0.6117
},
{
"kra_text": "optimize responsiveness and performance",
"sentence": "Monitor sales performance and adjust strategies as needed to meet revenue targets",
"similarity": 0.4606
},
{
"kra_text": "collaborate with design, product, and backend teams",
"sentence": "Develop and submit high-quality proposals in response to RFPs, RFQs, and other bid requests",
"similarity": 0.3448
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 74,
"score": 0.4724,
"slug": "flutter-developer",
"total_count": null
},
{
"display_name": "DevOps Engineer",
"kra_matches": [
{
"kra_text": "Collaborates with development teams to improve build processes, reduce deployment friction, containerize applications, and adopt DevOps best practices.",
"sentence": "Collaborate with cross-functional teams to develop and execute sales and marketing strategies",
"similarity": 0.4695
},
{
"kra_text": "Monitors CI/CD pipeline reliability, identifies bottlenecks in delivery workflows, and improves deployment frequency, lead time, and failure recovery rate.",
"sentence": "Monitor sales performance and adjust strategies as needed to meet revenue targets",
"similarity": 0.3531
},
{
"kra_text": "Collaborates with development teams to improve build processes, reduce deployment friction, containerize applications, and adopt DevOps best practices.",
"sentence": "Develop and submit high-quality proposals in response to RFPs, RFQs, and other bid requests",
"similarity": 0.3205
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 10,
"score": 0.381,
"slug": "devops-engineer",
"total_count": null
},
{
"display_name": "Java Backend Developer",
"kra_matches": [
{
"kra_text": "service contract collaboration",
"sentence": "Collaborate with cross-functional teams to develop and execute sales and marketing strategies",
"similarity": 0.4015
},
{
"kra_text": "backend performance tuning",
"sentence": "Monitor sales performance and adjust strategies as needed to meet revenue targets",
"similarity": 0.3891
},
{
"kra_text": "service contract collaboration",
"sentence": "Develop and submit high-quality proposals in response to RFPs, RFQs, and other bid requests",
"similarity": 0.3351
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 79,
"score": 0.3752,
"slug": "java-backend-developer",
"total_count": null
},
{
"display_name": "ML Engineer",
"kra_matches": [
{
"kra_text": "Monitors production model behavior for data drift, concept drift, and prediction performance degradation using monitoring dashboards and alerting.",
"sentence": "Monitor sales performance and adjust strategies as needed to meet revenue targets",
"similarity": 0.458
},
{
"kra_text": "Prepares, cleans, and transforms training datasets, manages feature stores, and builds feature engineering pipelines for model training.",
"sentence": "Collaborate with cross-functional teams to develop and execute sales and marketing strategies",
"similarity": 0.3323
},
{
"kra_text": "Monitors production model behavior for data drift, concept drift, and prediction performance degradation using monitoring dashboards and alerting.",
"sentence": "Conduct market research and competitive analysis to identify market trends and opportunities",
"similarity": 0.3219
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 3,
"score": 0.3707,
"slug": "ml-engineer",
"total_count": null
},
{
"display_name": "Cyber Security Engineer",
"kra_matches": [
{
"kra_text": "Conducts security posture assessments, vulnerability scans, and penetration testing to identify weaknesses and evaluate overall system security.",
"sentence": "Conduct market research and competitive analysis to identify market trends and opportunities",
"similarity": 0.4433
},
{
"kra_text": "Conducts security posture assessments, vulnerability scans, and penetration testing to identify weaknesses and evaluate overall system security.",
"sentence": "Develop and submit high-quality proposals in response to RFPs, RFQs, and other bid requests",
"similarity": 0.3337
},
{
"kra_text": "Leads security incident response investigations including forensic analysis, malware triage, containment actions, and post-incident remediation coordination.",
"sentence": "Identify and pursue new business opportunities through market research, prospecting, and lead generation",
"similarity": 0.3318
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 5,
"score": 0.3696,
"slug": "cybersecurity-engineer",
"total_count": null
}
],
"skill_match_roles": []
},
"stage4_decision": {
"alias_collision_detected": false,
"case": "B",
"chosen_role": {
"display_name": "Hybrid Mobile Developer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 11,
"score": 0.4724,
"slug": "hybrid-mobile-developer",
"total_count": null
},
"confidence": 0.4724,
"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": "KRA-led classification on flutter-developer (skill weak, KRA 0.47)",
"sub_role": {
"confidence": 0.4724,
"display_name": "Flutter Developer",
"reasoning": "hoisted from chosen leaf (case=B)",
"role_id": 74,
"slug": "flutter-developer"
}
},
"stage5_updates": {
"centroid_n_after": 31,
"centroid_updated": true,
"collision_log_id": null,
"new_kra_attached": {
"best_kra_similarity": 0.0,
"queue_id": 556,
"r_and_r_preview": "\u2022 Identify and pursue new business opportunities through market research, prospecting, and lead generation\n\u2022 Develop and submit high-quality proposals in response to RFPs, RFQs, and other bid requests",
"role_display_name": "Hybrid Mobile Developer",
"role_slug": "hybrid-mobile-developer",
"status": "pending"
},
"new_skills_attached": [],
"queue_entry_id": null,
"v3_pipeline_triggered": false,
"v3_role_slug": null,
"v3_run_id": null
}
}
API 2 — extract-details
{
"alias_matches": [
{
"alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
"alias_persisted": false,
"existing_alias_id": 2540,
"existing_alias_text": "iOS",
"input_term": "iOS",
"matched_canonical": {
"category_id": 9,
"display_name": "iOS",
"id": 1594,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "PLATFORM",
"slug": "ios",
"sub_category_id": 1200,
"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": 2541,
"existing_alias_text": "Android",
"input_term": "Android",
"matched_canonical": {
"category_id": 9,
"display_name": "Android",
"id": 1595,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "PLATFORM",
"slug": "android",
"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": 1659,
"existing_alias_text": "flutter",
"input_term": "Flutter",
"matched_canonical": {
"category_id": 5,
"display_name": "Flutter",
"id": 1041,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "FRAMEWORK",
"slug": "flutter",
"sub_category_id": 341,
"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": 1657,
"existing_alias_text": "React Native",
"input_term": "React Native",
"matched_canonical": {
"category_id": 5,
"display_name": "React Native",
"id": 1040,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "FRAMEWORK",
"slug": "react-native",
"sub_category_id": 2146,
"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": 927,
"existing_alias_text": "Unity",
"input_term": "Unity",
"matched_canonical": {
"category_id": 5,
"display_name": "Unity",
"id": 526,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "FRAMEWORK",
"slug": "unity",
"sub_category_id": 411,
"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": 1828,
"existing_alias_text": "APIs",
"input_term": "APIs",
"matched_canonical": {
"category_id": 10,
"display_name": "APIs",
"id": 1192,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "PROTOCOL",
"slug": "apis",
"sub_category_id": 902,
"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"matched_via": "alias"
}
],
"candidate_roles": [
{
"display_name": "Flutter Developer",
"id": 74,
"rationale": null,
"role_archetype": "Engineering",
"slug": "flutter-developer",
"source": "db"
},
{
"display_name": "Frontend Developer",
"id": 7,
"rationale": null,
"role_archetype": null,
"slug": "frontend-engineer",
"source": "db"
},
{
"display_name": "Fullstack Developer",
"id": 435,
"rationale": null,
"role_archetype": "Engineering",
"slug": "fullstack-developer",
"source": "db"
},
{
"display_name": "Fullstack Developer",
"id": 15,
"rationale": null,
"role_archetype": null,
"slug": "full-stack-engineer",
"source": "db"
},
{
"display_name": "Hybrid Mobile Developer",
"id": 11,
"rationale": null,
"role_archetype": null,
"slug": "hybrid-mobile-developer",
"source": "db"
},
{
"display_name": "Ionic Developer",
"id": 434,
"rationale": null,
"role_archetype": null,
"slug": "ionic-developer",
"source": "db"
},
{
"display_name": "Web Developer",
"id": 25,
"rationale": null,
"role_archetype": null,
"slug": "web-developer",
"source": "db"
},
{
"display_name": "React Native Developer",
"id": 73,
"rationale": null,
"role_archetype": "Engineering",
"slug": "react-native-developer",
"source": "db"
},
{
"display_name": "AR/VR Engineer",
"id": 8,
"rationale": null,
"role_archetype": null,
"slug": "ar-vr-engineer",
"source": "db"
}
],
"chosen_role": {
"display_name": "Hybrid Mobile Developer",
"id": null,
"rationale": "The primary skills indicate a focus on mobile application development across multiple platforms, aligning perfectly with a Hybrid Mobile Developer role.",
"role_archetype": "A developer specializing in creating applications for both iOS and Android platforms using frameworks like Flutter and React Native.",
"slug": "hybrid-mobile-developer",
"source": "llm"
},
"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": "iOS",
"llm_role": null,
"roles_from_db": []
},
{
"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": "Android",
"llm_role": null,
"roles_from_db": []
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Flutter UI Framework",
"id": 312,
"rationale": "Flutter framework primitives used to build screens, reusable components, and interactive client experiences. This cluster is coherent because Flutter developers spend much of their time composing widgets and managing rendering behavior.",
"slug": "flutter-ui-framework",
"source": "db"
},
"input_skill": "Flutter",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Flutter Developer",
"id": 74,
"rationale": null,
"role_archetype": "Engineering",
"slug": "flutter-developer",
"source": "db"
}
]
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "UI Frameworks and Rendering",
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"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Business Tools",
"skill_nature": "TOOL",
"sub_category": "general",
"typical_lifespan": "MULTI_YEAR",
"version_strategy": "UNVERSIONED",
"volatility": "MEDIUM"
},
"enrichment": null,
"keep_log": [],
"locked_dimensions": [],
"merge_log": [],
"placed": null,
"relationships": null,
"skill_id": "lead-management-tools",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
}
],
"unmatched_skills": [
"MERN",
"LAMP",
"bidding portals",
"CRMs",
"lead management tools"
]
}
API 3 — final-role-output
{
"chosen_role": {
"display_name": "Hybrid Mobile Developer",
"id": 11,
"rationale": "The primary skills indicate a focus on mobile application development across multiple platforms, aligning perfectly with a Hybrid Mobile Developer role.",
"role_archetype": "A developer specializing in creating applications for both iOS and Android platforms using frameworks like Flutter and React Native.",
"slug": "hybrid-mobile-developer",
"source": "db"
},
"chosen_role_resolution": "in_db",
"final_input_skills": [
{
"skill": "iOS",
"tag": "in_db"
},
{
"skill": "Android",
"tag": "in_db"
},
{
"skill": "Flutter",
"tag": "in_db"
},
{
"skill": "React Native",
"tag": "in_db"
},
{
"skill": "Unity",
"tag": "in_db"
},
{
"skill": "MERN",
"tag": "new"
},
{
"skill": "LAMP",
"tag": "new"
},
{
"skill": "APIs",
"tag": "in_db"
},
{
"skill": "bidding portals",
"tag": "new"
},
{
"skill": "CRMs",
"tag": "new"
},
{
"skill": "lead management tools",
"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": 11,
"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": "iOS",
"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": 1594,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 11,
"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": "Android",
"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": 1595,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 11,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Flutter UI Framework",
"id": 312,
"rationale": "Flutter framework primitives used to build screens, reusable components, and interactive client experiences. This cluster is coherent because Flutter developers spend much of their time composing widgets and managing rendering behavior.",
"slug": "flutter-ui-framework",
"source": "db"
},
"dimension_id": 312,
"input_skill": "Flutter",
"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": "Flutter Developer",
"id": 74,
"rationale": null,
"role_archetype": "Engineering",
"slug": "flutter-developer",
"source": "db"
}
],
"skill_dimension_saved": true,
"skill_id": 1041,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 11,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "UI Frameworks and Rendering",
"id": 115,
"rationale": "Component frameworks and rendering models used to build browser screens, reusable UI, and interactive client flows. This is a core cluster because frontend engineers spend much of their time composing and updating view hierarchies.",
"slug": "ui-frameworks-and-rendering",
"source": "db"
},
"dimension_id": 115,
"input_skill": "Flutter",
"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": "Frontend Developer",
"id": 7,
"rationale": null,
"role_archetype": null,
"slug": "frontend-engineer",
"source": "db"
},
{
"display_name": "Fullstack Developer",
"id": 435,
"rationale": null,
"role_archetype": "Engineering",
"slug": "fullstack-developer",
"source": "db"
},
{
"display_name": "Fullstack Developer",
"id": 15,
"rationale": null,
"role_archetype": null,
"slug": "full-stack-engineer",
"source": "db"
},
{
"display_name": "Hybrid Mobile Developer",
"id": 11,
"rationale": null,
"role_archetype": null,
"slug": "hybrid-mobile-developer",
"source": "db"
},
{
"display_name": "Ionic Developer",
"id": 434,
"rationale": null,
"role_archetype": null,
"slug": "ionic-developer",
"source": "db"
},
{
"display_name": "Web Developer",
"id": 25,
"rationale": null,
"role_archetype": null,
"slug": "web-developer",
"source": "db"
}
],
"skill_dimension_saved": true,
"skill_id": 1041,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 11,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Cross-Platform Mobile UI Frameworks",
"id": 319,
"rationale": "Frameworks, rendering models, and component libraries used to build shared mobile screens, layouts, and interactive experiences across platforms. This includes React Native and related tooling such as React Native CLI and Expo, as well as cross-platform UI libraries and interaction patterns like React Native Paper, NativeBase, gesture handlers, and animated components; it also covers comparable hybrid mobile UI frameworks such as Flutter. Excludes browser-only frontend frameworks and native platform UI toolkits such as SwiftUI, UIKit, Jetpack Compose, and Android Views.",
"slug": "cross-platform-mobile-ui-frameworks",
"source": "db"
},
"dimension_id": 319,
"input_skill": "React Native",
"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": "React Native Developer",
"id": 73,
"rationale": null,
"role_archetype": "Engineering",
"slug": "react-native-developer",
"source": "db"
}
],
"skill_dimension_saved": true,
"skill_id": 1040,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 11,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "UI Frameworks and Rendering",
"id": 115,
"rationale": "Component frameworks and rendering models used to build browser screens, reusable UI, and interactive client flows. This is a core cluster because frontend engineers spend much of their time composing and updating view hierarchies.",
"slug": "ui-frameworks-and-rendering",
"source": "db"
},
"dimension_id": 115,
"input_skill": "React Native",
"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": "Frontend Developer",
"id": 7,
"rationale": null,
"role_archetype": null,
"slug": "frontend-engineer",
"source": "db"
},
{
"display_name": "Fullstack Developer",
"id": 435,
"rationale": null,
"role_archetype": "Engineering",
"slug": "fullstack-developer",
"source": "db"
},
{
"display_name": "Fullstack Developer",
"id": 15,
"rationale": null,
"role_archetype": null,
"slug": "full-stack-engineer",
"source": "db"
},
{
"display_name": "Hybrid Mobile Developer",
"id": 11,
"rationale": null,
"role_archetype": null,
"slug": "hybrid-mobile-developer",
"source": "db"
},
{
"display_name": "Ionic Developer",
"id": 434,
"rationale": null,
"role_archetype": null,
"slug": "ionic-developer",
"source": "db"
},
{
"display_name": "Web Developer",
"id": 25,
"rationale": null,
"role_archetype": null,
"slug": "web-developer",
"source": "db"
}
],
"skill_dimension_saved": true,
"skill_id": 1040,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 11,
"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": false,
"outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
"role_dimension_saved": false,
"roles_from_db": [
{
"display_name": "AR/VR Engineer",
"id": 8,
"rationale": null,
"role_archetype": null,
"slug": "ar-vr-engineer",
"source": "db"
}
],
"skill_dimension_saved": true,
"skill_id": 526,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 11,
"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": "APIs",
"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": 1192,
"skill_tag": "in_db",
"skipped_reason": null
}
],
"new_skills_created": 0,
"role_dimension_saved": 0,
"skill_dimension_saved": 0,
"skipped": 0
},
"planner_output": null,
"run_id": "8a460ae6-68cb-4b00-a7b6-8cedfa4de450"
}
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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