Pipeline run
3a7947af-4986-4586-a5bf-759765db1103
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
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 absent does not contradict
Resolution:
in_db
— role exists in library; skill↔dim and role↔dim links saved when applicable.
Job description
Skills: Data Analysis, mern stack, mean stack, python, web design, Machine learning, Artificial Intelligence, java, Company Overview App Innovation Technologies (P) Ltd is a leading Software Services firm that provides offshore and outsourcing services for Mobile and Web-based solution development. Based in Coimbatore, AIT leverages tech expertise and business intelligence to deliver innovative solutions globally. Our commitment to excellence, flexibility, and tailor-made solutions gives us an edge over the competition, and positions us as a premier IT consulting and solution provider. Job Overview We are seeking a motivated Fresher for the role of Full Stack Development. This exciting opportunity is open to candidates located in Coimbatore, Erode, Tiruppur, Chennai, Thanjavur, Madurai, and Namakkal. The role is available as an Internship, Full-Time, Part-Time, or Remote position, offering flexibility to accommodate varying circumstances. Applicants do not require previous work experience, making it ideal for fresh graduates looking to kickstart their careers in software development. Qualifications And Skills • Experience or interest in developing scalable and robust web applications using mern and mean stack technologies. • Strong understanding and enthusiasm for machine learning and artificial intelligence concepts and their applications. • Passion for data analysis, critical thinking, and problem-solving to derive meaningful insights from data. • Bachelors degree in Computer Science or a closely related field, or equivalent practical experience is preferred. • Proficiency in Python programming with an understanding of its application in web development and data analysis. • Ability to design intuitive and engaging web interfaces, focusing on user experience and aesthetics. • Strong communication skills and ability to work effectively in a team-oriented environment to achieve project goals. • Willingness to learn and adapt to new technologies and frameworks in a fast-paced software development landscape. Roles And Responsibilities • Collaborate with cross-functional teams to develop, test, deploy, and maintain web applications using modern technologies. • Participate in the full software development lifecycle, including requirements gathering, design, coding, testing, and deployment. • Implement new features and functionalities, as well as improve existing software systems to meet project specifications. • Stay current on industry trends and best practices to continuously improve software development processes and solutions. • Work with stakeholders to understand project requirements and translate them into technical specifications and designs. • Identify and resolve performance bottlenecks and bugs to ensure a seamless user experience and robust application performance. • Contribute to team discussions, offering insights into software development methodologies and emerging technologies. • Document development processes, code modifications, and technical specifications for future reference and maintenance.
Skills from this JD
Each row merges API 1 extraction, API 2 library match / v3 orchestration (dimensions + locked dims), and API 3 persistence tags.
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Web Frameworks
- Sub-category
- general
- Skill nature
- CONCEPT
- 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
- Software Development
- Sub-category
- general
- Skill nature
- CONCEPT
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Testing Tools
- Sub-category
- general
- Skill nature
- PRACTICE
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- DevOps Tools
- Sub-category
- general
- Skill nature
- PRACTICE
- 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
- Software Development
- Sub-category
- general
- Skill nature
- PRACTICE
- 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
- Software Development
- Sub-category
- general
- Skill nature
- PRACTICE
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Emerging Technologies
- Sub-category
- general
- Skill nature
- CONCEPT
- Volatility
- FAST
- Typical lifespan
- SHORT_LIVED
- Version strategy
- VERSIONED
Library artifacts (this run)
| Kind | Detail | DB id |
|---|---|---|
| canonical_skill_proposed | Web Applications | type=Web Frameworks subtype=general nature=CONCEPT lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Software Development Lifecycle | type=Software Development subtype=general nature=CONCEPT lifespan=EVERGREEN | |
| canonical_skill_proposed | Testing | type=Testing Tools subtype=general nature=PRACTICE lifespan=EVERGREEN | |
| canonical_skill_proposed | Deployment | type=DevOps Tools subtype=general nature=PRACTICE lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Performance Optimization | type=Software Development subtype=general nature=PRACTICE lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Software Development Methodologies | type=Software Development subtype=general nature=PRACTICE lifespan=EVERGREEN | |
| canonical_skill_proposed | Emerging Technologies | type=Emerging Technologies subtype=general nature=CONCEPT lifespan=SHORT_LIVED |
nano JD Parser — gpt-4.1-nano click to toggle
Show raw JSON
{
"JD_type": "pass",
"about_company": {
"source_marker": {
"first_5_words": "App Innovation Technologies (P) Ltd",
"last_5_words": "and solution provider."
},
"text": "App Innovation Technologies (P) Ltd is a leading Software Services firm that provides offshore and outsourcing services for Mobile and Web-based solution development. Based in Coimbatore, AIT leverages tech expertise and business intelligence to deliver innovative solutions globally. Our commitment to excellence, flexibility, and tailor-made solutions gives us an edge over the competition, and positions us as a premier IT consulting and solution provider.",
"word_count": 64
},
"certifications": [],
"company_name": "App Innovation Technologies (P) Ltd",
"ctc": null,
"domain": {
"primary": {
"aliases": [
"Software Services",
"IT Consulting"
],
"domain": "IT Services \u0026 Consulting"
},
"secondary": null
},
"education": [
{
"level": "Bachelor\u0027s",
"qualification": "BTECH/BE - Computer Science (or related)",
"raw": "Bachelors degree in Computer Science or a closely related field, or equivalent practical experience is preferred.",
"requirement": "preferred"
}
],
"experience": {
"max": null,
"min": null,
"raw": "Applicants do not require previous work experience"
},
"job_locations": [
{
"aliases": [
"Kovai"
],
"city": "Coimbatore",
"country": "India",
"state": "Tamil Nadu",
"work_mode": "hybrid"
},
{
"aliases": [],
"city": "Erode",
"country": "India",
"state": "Tamil Nadu",
"work_mode": "hybrid"
},
{
"aliases": [],
"city": "Tiruppur",
"country": "India",
"state": "Tamil Nadu",
"work_mode": "hybrid"
},
{
"aliases": [],
"city": "Chennai",
"country": "India",
"state": "Tamil Nadu",
"work_mode": "hybrid"
},
{
"aliases": [],
"city": "Thanjavur",
"country": "India",
"state": "Tamil Nadu",
"work_mode": "hybrid"
},
{
"aliases": [],
"city": "Madurai",
"country": "India",
"state": "Tamil Nadu",
"work_mode": "hybrid"
},
{
"aliases": [],
"city": "Namakkal",
"country": "India",
"state": "Tamil Nadu",
"work_mode": "hybrid"
}
],
"role": "Full Stack Development",
"role_aliases": [
"Full Stack Developer",
"Full Stack Engineer",
"Software Developer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 8,
"heading": "Roles And Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Collaborate with cross-functional teams",
"last_5_words": "for future reference and maintenance."
},
"text": "\u2022 Collaborate with cross-functional teams to develop, test, deploy, and maintain web applications using modern technologies.\n\u2022 Participate in the full software development lifecycle, including requirements gathering, design, coding, testing, and deployment.\n\u2022 Implement new features and functionalities, as well as improve existing software systems to meet project specifications.\n\u2022 Stay current on industry trends and best practices to continuously improve software development processes and solutions.\n\u2022 Work with stakeholders to understand project requirements and translate them into technical specifications and designs.\n\u2022 Identify and resolve performance bottlenecks and bugs to ensure a seamless user experience and robust application performance.\n\u2022 Contribute to team discussions, offering insights into software development methodologies and emerging technologies.\n\u2022 Document development processes, code modifications, and technical specifications for future reference and maintenance.",
"word_count": 164
}
],
"urls": []
}
API 1 — extract-from-jd click to toggle
{
"final_skills": [
{
"is_primary": true,
"skill_name": "Web Applications"
},
{
"is_primary": true,
"skill_name": "Software Development Lifecycle"
},
{
"is_primary": true,
"skill_name": "Testing"
},
{
"is_primary": true,
"skill_name": "Deployment"
},
{
"is_primary": true,
"skill_name": "Performance Optimization"
},
{
"is_primary": false,
"skill_name": "Software Development Methodologies"
},
{
"is_primary": false,
"skill_name": "Emerging Technologies"
}
],
"jd_role": {
"display_name": "Full Stack Development",
"rationale": null,
"role_aliases": [
"Full Stack Developer",
"Full Stack Engineer",
"Software Developer"
],
"role_archetype": "Engineering",
"slug": ""
},
"nano_parsed": {
"JD_type": "pass",
"about_company": {
"source_marker": {
"first_5_words": "App Innovation Technologies (P) Ltd",
"last_5_words": "and solution provider."
},
"text": "App Innovation Technologies (P) Ltd is a leading Software Services firm that provides offshore and outsourcing services for Mobile and Web-based solution development. Based in Coimbatore, AIT leverages tech expertise and business intelligence to deliver innovative solutions globally. Our commitment to excellence, flexibility, and tailor-made solutions gives us an edge over the competition, and positions us as a premier IT consulting and solution provider.",
"word_count": 64
},
"certifications": [],
"company_name": "App Innovation Technologies (P) Ltd",
"ctc": null,
"domain": {
"primary": {
"aliases": [
"Software Services",
"IT Consulting"
],
"domain": "IT Services \u0026 Consulting"
},
"secondary": null
},
"education": [
{
"level": "Bachelor\u0027s",
"qualification": "BTECH/BE - Computer Science (or related)",
"raw": "Bachelors degree in Computer Science or a closely related field, or equivalent practical experience is preferred.",
"requirement": "preferred"
}
],
"experience": {
"max": null,
"min": null,
"raw": "Applicants do not require previous work experience"
},
"job_locations": [
{
"aliases": [
"Kovai"
],
"city": "Coimbatore",
"country": "India",
"state": "Tamil Nadu",
"work_mode": "hybrid"
},
{
"aliases": [],
"city": "Erode",
"country": "India",
"state": "Tamil Nadu",
"work_mode": "hybrid"
},
{
"aliases": [],
"city": "Tiruppur",
"country": "India",
"state": "Tamil Nadu",
"work_mode": "hybrid"
},
{
"aliases": [],
"city": "Chennai",
"country": "India",
"state": "Tamil Nadu",
"work_mode": "hybrid"
},
{
"aliases": [],
"city": "Thanjavur",
"country": "India",
"state": "Tamil Nadu",
"work_mode": "hybrid"
},
{
"aliases": [],
"city": "Madurai",
"country": "India",
"state": "Tamil Nadu",
"work_mode": "hybrid"
},
{
"aliases": [],
"city": "Namakkal",
"country": "India",
"state": "Tamil Nadu",
"work_mode": "hybrid"
}
],
"role": "Full Stack Development",
"role_aliases": [
"Full Stack Developer",
"Full Stack Engineer",
"Software Developer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 8,
"heading": "Roles And Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Collaborate with cross-functional teams",
"last_5_words": "for future reference and maintenance."
},
"text": "\u2022 Collaborate with cross-functional teams to develop, test, deploy, and maintain web applications using modern technologies.\n\u2022 Participate in the full software development lifecycle, including requirements gathering, design, coding, testing, and deployment.\n\u2022 Implement new features and functionalities, as well as improve existing software systems to meet project specifications.\n\u2022 Stay current on industry trends and best practices to continuously improve software development processes and solutions.\n\u2022 Work with stakeholders to understand project requirements and translate them into technical specifications and designs.\n\u2022 Identify and resolve performance bottlenecks and bugs to ensure a seamless user experience and robust application performance.\n\u2022 Contribute to team discussions, offering insights into software development methodologies and emerging technologies.\n\u2022 Document development processes, code modifications, and technical specifications for future reference and maintenance.",
"word_count": 164
}
],
"urls": []
},
"rejected": false,
"rejection_reason": null,
"run_id": "3a7947af-4986-4586-a5bf-759765db1103",
"stage3_signals": {
"alias_found": true,
"alias_match_roles": [
{
"display_name": "Fullstack Developer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 15,
"score": 1.0,
"slug": "full-stack-engineer",
"total_count": null
}
],
"kra_match_roles": [
{
"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, test, deploy, and maintain web applications using modern technologies.",
"similarity": 0.634
},
{
"kra_text": "Collaborates with development teams to improve build processes, reduce deployment friction, containerize applications, and adopt DevOps best practices.",
"sentence": "Stay current on industry trends and best practices to continuously improve software development processes and solutions.",
"similarity": 0.5691
},
{
"kra_text": "Collaborates with development teams to improve build processes, reduce deployment friction, containerize applications, and adopt DevOps best practices.",
"sentence": "Contribute to team discussions, offering insights into software development methodologies and emerging technologies.",
"similarity": 0.5492
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 10,
"score": 0.5841,
"slug": "devops-engineer",
"total_count": null
},
{
"display_name": "Flutter Developer",
"kra_matches": [
{
"kra_text": "collaborate with design, product, and backend teams",
"sentence": "Collaborate with cross-functional teams to develop, test, deploy, and maintain web applications using modern technologies.",
"similarity": 0.5965
},
{
"kra_text": "translate product and design requirements",
"sentence": "Work with stakeholders to understand project requirements and translate them into technical specifications and designs.",
"similarity": 0.5957
},
{
"kra_text": "optimize responsiveness and performance",
"sentence": "Identify and resolve performance bottlenecks and bugs to ensure a seamless user experience and robust application performance.",
"similarity": 0.5579
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 74,
"score": 0.5834,
"slug": "flutter-developer",
"total_count": null
},
{
"display_name": "Fullstack Developer",
"kra_matches": [
{
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"sentence": "Work with stakeholders to understand project requirements and translate them into technical specifications and designs.",
"similarity": 0.6069
},
{
"kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
"sentence": "Participate in the full software development lifecycle, including requirements gathering, design, coding, testing, and deployment.",
"similarity": 0.5525
},
{
"kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
"sentence": "Implement new features and functionalities, as well as improve existing software systems to meet project specifications.",
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],
"matched_count": null,
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"role_id": 15,
"score": 0.5658,
"slug": "full-stack-engineer",
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},
{
"display_name": "Java Backend Developer",
"kra_matches": [
{
"kra_text": "backend performance tuning",
"sentence": "Identify and resolve performance bottlenecks and bugs to ensure a seamless user experience and robust application performance.",
"similarity": 0.6002
},
{
"kra_text": "code refactoring and defect fixes",
"sentence": "Document development processes, code modifications, and technical specifications for future reference and maintenance.",
"similarity": 0.4964
},
{
"kra_text": "service endpoint development",
"sentence": "Participate in the full software development lifecycle, including requirements gathering, design, coding, testing, and deployment.",
"similarity": 0.4387
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 79,
"score": 0.5117,
"slug": "java-backend-developer",
"total_count": null
},
{
"display_name": "Cloud Architect",
"kra_matches": [
{
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"similarity": 0.539
},
{
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"sentence": "Contribute to team discussions, offering insights into software development methodologies and emerging technologies.",
"similarity": 0.5018
},
{
"kra_text": "Conducts architecture reviews, approves technical design documents, and guides engineering teams through cloud migration and modernization projects.",
"sentence": "Work with stakeholders to understand project requirements and translate them into technical specifications and designs.",
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}
],
"matched_count": null,
"matched_skills": null,
"role_id": 9,
"score": 0.5076,
"slug": "cloud-architect",
"total_count": null
}
],
"skill_match_roles": []
},
"stage4_decision": {
"alias_collision_detected": false,
"case": "A",
"chosen_role": {
"display_name": "Fullstack Developer",
"kra_matches": null,
"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 absent does not contradict",
"sub_role": null
},
"stage5_updates": {
"centroid_n_after": 519,
"centroid_updated": true,
"collision_log_id": null,
"new_kra_attached": null,
"new_skills_attached": [
{
"is_primary": true,
"queue_id": 15942,
"role_display_name": "Fullstack Developer",
"role_slug": "full-stack-engineer",
"skill_name": "Web Applications",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 15943,
"role_display_name": "Fullstack Developer",
"role_slug": "full-stack-engineer",
"skill_name": "Software Development Lifecycle",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 15944,
"role_display_name": "Fullstack Developer",
"role_slug": "full-stack-engineer",
"skill_name": "Testing",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 15945,
"role_display_name": "Fullstack Developer",
"role_slug": "full-stack-engineer",
"skill_name": "Deployment",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 15946,
"role_display_name": "Fullstack Developer",
"role_slug": "full-stack-engineer",
"skill_name": "Performance Optimization",
"status": "pending"
},
{
"is_primary": false,
"queue_id": 15947,
"role_display_name": "Fullstack Developer",
"role_slug": "full-stack-engineer",
"skill_name": "Software Development Methodologies",
"status": "pending"
},
{
"is_primary": false,
"queue_id": 15948,
"role_display_name": "Fullstack Developer",
"role_slug": "full-stack-engineer",
"skill_name": "Emerging Technologies",
"status": "pending"
}
],
"queue_entry_id": null,
"v3_pipeline_triggered": false,
"v3_role_slug": null,
"v3_run_id": null
}
}
API 2 — extract-details
{
"alias_matches": [],
"candidate_roles": [],
"chosen_role": {
"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 absent does not contradict",
"role_archetype": null,
"slug": "full-stack-engineer",
"source": "db"
},
"dimensions": [],
"input_final_skills": [
"Web Applications",
"Software Development Lifecycle",
"Testing",
"Deployment",
"Performance Optimization",
"Software Development Methodologies",
"Emerging Technologies"
],
"input_llm_skills": [
"Web Applications",
"Software Development Lifecycle",
"Testing",
"Deployment",
"Performance Optimization",
"Software Development Methodologies",
"Emerging Technologies"
],
"new_aliases_persisted": 0,
"run_id": "3a7947af-4986-4586-a5bf-759765db1103",
"skills_detail": [
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "Web Applications",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Web Frameworks",
"skill_nature": "CONCEPT",
"sub_category": "general",
"typical_lifespan": "MULTI_YEAR",
"version_strategy": "UNVERSIONED",
"volatility": "MEDIUM"
},
"enrichment": null,
"keep_log": [],
"locked_dimensions": [],
"merge_log": [],
"placed": null,
"relationships": null,
"skill_id": "web-applications",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
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"dimensions": [],
"input_skill": "Software Development Lifecycle",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Software Development",
"skill_nature": "CONCEPT",
"sub_category": "general",
"typical_lifespan": "EVERGREEN",
"version_strategy": "UNVERSIONED",
"volatility": "STABLE"
},
"enrichment": null,
"keep_log": [],
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},
"source_tag": "llm",
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},
{
"aliases_in_db": [],
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"input_skill": "Testing",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Testing Tools",
"skill_nature": "PRACTICE",
"sub_category": "general",
"typical_lifespan": "EVERGREEN",
"version_strategy": "UNVERSIONED",
"volatility": "STABLE"
},
"enrichment": null,
"keep_log": [],
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"placed": null,
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"skill_id": "testing",
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},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
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"dimensions": [],
"input_skill": "Deployment",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "DevOps Tools",
"skill_nature": "PRACTICE",
"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": "deployment",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "Performance Optimization",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Software Development",
"skill_nature": "PRACTICE",
"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": "performance-optimization",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "Software Development Methodologies",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Software Development",
"skill_nature": "PRACTICE",
"sub_category": "general",
"typical_lifespan": "EVERGREEN",
"version_strategy": "UNVERSIONED",
"volatility": "STABLE"
},
"enrichment": null,
"keep_log": [],
"locked_dimensions": [],
"merge_log": [],
"placed": null,
"relationships": null,
"skill_id": "software-development-methodologies",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "Emerging Technologies",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Emerging Technologies",
"skill_nature": "CONCEPT",
"sub_category": "general",
"typical_lifespan": "SHORT_LIVED",
"version_strategy": "VERSIONED",
"volatility": "FAST"
},
"enrichment": null,
"keep_log": [],
"locked_dimensions": [],
"merge_log": [],
"placed": null,
"relationships": null,
"skill_id": "emerging-technologies",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
}
],
"unmatched_skills": [
"Web Applications",
"Software Development Lifecycle",
"Testing",
"Deployment",
"Performance Optimization",
"Software Development Methodologies",
"Emerging Technologies"
]
}
API 3 — final-role-output
{
"chosen_role": {
"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 absent does not contradict",
"role_archetype": null,
"slug": "full-stack-engineer",
"source": "db"
},
"chosen_role_resolution": "in_db",
"final_input_skills": [
{
"skill": "Web Applications",
"tag": "new"
},
{
"skill": "Software Development Lifecycle",
"tag": "new"
},
{
"skill": "Testing",
"tag": "new"
},
{
"skill": "Deployment",
"tag": "new"
},
{
"skill": "Performance Optimization",
"tag": "new"
},
{
"skill": "Software Development Methodologies",
"tag": "new"
},
{
"skill": "Emerging Technologies",
"tag": "new"
}
],
"llm_cost_api1_usd": null,
"llm_cost_api2_usd": null,
"llm_cost_api3_usd": null,
"llm_cost_total_usd": null,
"persistence": {
"items": [],
"new_skills_created": 0,
"role_dimension_saved": 0,
"skill_dimension_saved": 0,
"skipped": 0
},
"planner_output": null,
"run_id": "3a7947af-4986-4586-a5bf-759765db1103"
}
LLM Calls
Every model call made for this run, in pipeline order. Click a card to see the model's response.