Pipeline run
385aaaf8-f62e-48a4-a8c7-ee160e574b18
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
• Design, develop, and implement software solutions according to customer requirements. • Collaborate with cross-functional teams to analyze and understand system requirements. • Perform code reviews …
1 POST /skills/extract-from-jd
2 POST /skills/extract-details
3 POST /skills/final-role-output
Fullstack Developer
domain · Software Engineering CASE DOMAINslug: full-stack-engineer · id: 15 · source: db
Domain=Software Engineering; The responsibilities describe a general software developer role focused on end-to-end solution development, collaboration, code reviews, testing, and documentation, which best fits a full-stack/general software engineering profile among the available options.
Matched skills
Matched dimensions
Matched KRAs
Resolution:
in_db
— role exists in library; skill↔dim and role↔dim links saved when applicable.
Job description
Company Overview AlignMyCareer is a dream space that provides instant access to tech talent and job opportunities. We are a universal platform that offers immediate solutions to job-seekers and recruiters. Our mission is to remove the pain and grind from the tech hiring process. Founded by IT professionals with over 25 years of intensive experience, AlignMyCareer mentors and initiates young minds and fresh graduates into the tech world. We also provide an easy path for continuous skill-upgradation. Job Overview AlignMyCareer is looking for a skilled Software Developer to join our dynamic team. As a Software Developer, you will be responsible for developing high-quality software solutions that meet customer needs and align with industry best practices. This is a full-time position based in Delhi, Delhi, India, with a mid-level requirement of 4 to 6 years of experience. Qualifications And Skills • Bachelor's degree in Computer Science, Software Engineering, or a related field. • 4 to 6 years of experience in software development. • Strong programming skills in languages such as Java, Python, or C++. • Knowledge of web development frameworks, such as Angular or React. • Experience with relational databases and SQL. • Familiarity with version control systems (e.g., Git) and agile development methodologies. • Excellent problem-solving and analytical skills. • Ability to work collaboratively in a team environment. • Strong verbal and written communication skills. Roles And Responsibilities • Design, develop, and implement software solutions according to customer requirements. • Collaborate with cross-functional teams to analyze and understand system requirements. • Perform code reviews and ensure adherence to coding standards and best practices. • Troubleshoot and resolve software defects and issues in a timely manner. • Participate in software testing and quality assurance activities. • Contribute to the technical documentation of software solutions. • Stay up-to-date with the latest industry trends and technologies. • Assist in the continuous improvement of software development processes and methodologies.
Skills from this JD
Each row merges API 1 extraction, API 2 library match / v3 orchestration (dimensions + locked dims), and API 3 persistence tags.
Aliases — catalog
- Code Review (CANONICAL)
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- SoftSkill
- Sub-category
- Code Review
- Confidence
- 0.96
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Code review is a standard hiring-pipeline requirement in engineering JDs and is built into major platforms like GitHub/GitLab pull-request workflows, indicating broad adoption.
Skill profile (library / DB)
- Skill nature
- PRACTICE
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 58
- Sub-category id
- 364
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
React Frontend Development Catalog dimension db id 96
Library dimension (catalog)
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
React Frontend Development
d_init_01
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Testing 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
- Testing 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
- Soft Skills
- 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
- Soft Skills
- Sub-category
- general
- Skill nature
- PRACTICE
- 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 |
|---|---|---|---|---|---|---|
| Code Review | 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 | Software Testing | type=Testing Tools subtype=general nature=PRACTICE lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Quality Assurance | type=Testing Tools subtype=general nature=PRACTICE lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Technical Documentation | type=Soft Skills subtype=general nature=PRACTICE lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Software Development | type=Software Development subtype=general nature=PRACTICE lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Methodologies | type=Soft Skills subtype=general nature=PRACTICE lifespan=MULTI_YEAR |
nano JD Parser — gpt-4.1-nano click to toggle
Show raw JSON
{
"JD_type": "pass",
"about_company": {
"source_marker": {
"first_5_words": "AlignMyCareer is a dream",
"last_5_words": "path for continuous skill-upgradation."
},
"text": "AlignMyCareer is a dream space that provides instant access to tech talent and job opportunities. We are a universal platform that offers immediate solutions to job-seekers and recruiters. Our mission is to remove the pain and grind from the tech hiring process. Founded by IT professionals with over 25 years of intensive experience, AlignMyCareer mentors and initiates young minds and fresh graduates into the tech world. We also provide an easy path for continuous skill-upgradation.",
"word_count": 84
},
"certifications": [],
"company_name": "AlignMyCareer",
"ctc": null,
"domain": {
"primary": {
"aliases": [
"ITES",
"BPO"
],
"domain": "IT Services \u0026 Consulting"
},
"secondary": null
},
"education": [
{
"level": "Bachelor\u0027s",
"qualification": "BTECH/BE - Computer Science (or related)",
"raw": "Bachelor\u0027s degree in Computer Science, Software Engineering, or a related field.",
"requirement": "required"
}
],
"experience": {
"max": 6,
"min": 4,
"raw": "4 to 6 years of experience"
},
"job_locations": [
{
"aliases": [
"Delhi, DL"
],
"city": "Delhi",
"country": "India",
"state": "Delhi",
"work_mode": "onsite"
}
],
"role": "Software Developer",
"role_aliases": [
"Software Engineer",
"SDE",
"Developer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 8,
"heading": "Roles And Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Design, develop, and implement",
"last_5_words": "development processes and methodologies."
},
"text": "\u2022 Design, develop, and implement software solutions according to customer requirements.\n\u2022 Collaborate with cross-functional teams to analyze and understand system requirements.\n\u2022 Perform code reviews and ensure adherence to coding standards and best practices.\n\u2022 Troubleshoot and resolve software defects and issues in a timely manner.\n\u2022 Participate in software testing and quality assurance activities.\n\u2022 Contribute to the technical documentation of software solutions.\n\u2022 Stay up-to-date with the latest industry trends and technologies.\n\u2022 Assist in the continuous improvement of software development processes and methodologies.",
"word_count": 64
}
],
"urls": []
}
API 1 — extract-from-jd click to toggle
{
"final_skills": [
{
"is_primary": false,
"skill_name": "Code Review"
},
{
"is_primary": false,
"skill_name": "Software Testing"
},
{
"is_primary": false,
"skill_name": "Quality Assurance"
},
{
"is_primary": false,
"skill_name": "Technical Documentation"
},
{
"is_primary": false,
"skill_name": "Software Development"
},
{
"is_primary": false,
"skill_name": "Methodologies"
}
],
"jd_role": {
"display_name": "Software Developer",
"rationale": null,
"role_aliases": [
"Software Engineer",
"SDE",
"Developer"
],
"role_archetype": "Engineering",
"slug": ""
},
"nano_parsed": {
"JD_type": "pass",
"about_company": {
"source_marker": {
"first_5_words": "AlignMyCareer is a dream",
"last_5_words": "path for continuous skill-upgradation."
},
"text": "AlignMyCareer is a dream space that provides instant access to tech talent and job opportunities. We are a universal platform that offers immediate solutions to job-seekers and recruiters. Our mission is to remove the pain and grind from the tech hiring process. Founded by IT professionals with over 25 years of intensive experience, AlignMyCareer mentors and initiates young minds and fresh graduates into the tech world. We also provide an easy path for continuous skill-upgradation.",
"word_count": 84
},
"certifications": [],
"company_name": "AlignMyCareer",
"ctc": null,
"domain": {
"primary": {
"aliases": [
"ITES",
"BPO"
],
"domain": "IT Services \u0026 Consulting"
},
"secondary": null
},
"education": [
{
"level": "Bachelor\u0027s",
"qualification": "BTECH/BE - Computer Science (or related)",
"raw": "Bachelor\u0027s degree in Computer Science, Software Engineering, or a related field.",
"requirement": "required"
}
],
"experience": {
"max": 6,
"min": 4,
"raw": "4 to 6 years of experience"
},
"job_locations": [
{
"aliases": [
"Delhi, DL"
],
"city": "Delhi",
"country": "India",
"state": "Delhi",
"work_mode": "onsite"
}
],
"role": "Software Developer",
"role_aliases": [
"Software Engineer",
"SDE",
"Developer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 8,
"heading": "Roles And Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Design, develop, and implement",
"last_5_words": "development processes and methodologies."
},
"text": "\u2022 Design, develop, and implement software solutions according to customer requirements.\n\u2022 Collaborate with cross-functional teams to analyze and understand system requirements.\n\u2022 Perform code reviews and ensure adherence to coding standards and best practices.\n\u2022 Troubleshoot and resolve software defects and issues in a timely manner.\n\u2022 Participate in software testing and quality assurance activities.\n\u2022 Contribute to the technical documentation of software solutions.\n\u2022 Stay up-to-date with the latest industry trends and technologies.\n\u2022 Assist in the continuous improvement of software development processes and methodologies.",
"word_count": 64
}
],
"urls": []
},
"rejected": false,
"rejection_reason": null,
"run_id": "385aaaf8-f62e-48a4-a8c7-ee160e574b18",
"stage3_signals": {
"alias_found": false,
"alias_match_roles": [],
"kra_match_roles": [
{
"display_name": "Go Backend Developer",
"kra_matches": [
{
"kra_text": "code review and testing support",
"sentence": "Perform code reviews and ensure adherence to coding standards and best practices.",
"similarity": 0.6506
},
{
"kra_text": "defect investigation and resolution",
"sentence": "Troubleshoot and resolve software defects and issues in a timely manner.",
"similarity": 0.5961
},
{
"kra_text": "code review and testing support",
"sentence": "Participate in software testing and quality assurance activities.",
"similarity": 0.5025
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 81,
"score": 0.5831,
"slug": "go-backend-developer",
"total_count": null
},
{
"display_name": "Angular Frontend Developer",
"kra_matches": [
{
"kra_text": "code review and refactoring",
"sentence": "Perform code reviews and ensure adherence to coding standards and best practices.",
"similarity": 0.6398
},
{
"kra_text": "defect diagnosis and fixes",
"sentence": "Troubleshoot and resolve software defects and issues in a timely manner.",
"similarity": 0.5467
},
{
"kra_text": "collaboration with design and QA",
"sentence": "Collaborate with cross-functional teams to analyze and understand system requirements.",
"similarity": 0.5232
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 90,
"score": 0.5699,
"slug": "angular-frontend-developer",
"total_count": null
},
{
"display_name": "React Native Developer",
"kra_matches": [
{
"kra_text": "maintain code quality",
"sentence": "Perform code reviews and ensure adherence to coding standards and best practices.",
"similarity": 0.6764
},
{
"kra_text": "maintain code quality",
"sentence": "Participate in software testing and quality assurance activities.",
"similarity": 0.503
},
{
"kra_text": "fix cross-device defects",
"sentence": "Troubleshoot and resolve software defects and issues in a timely manner.",
"similarity": 0.4824
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 73,
"score": 0.554,
"slug": "react-native-developer",
"total_count": null
},
{
"display_name": "Pega Developer",
"kra_matches": [
{
"kra_text": "defect troubleshooting and resolution",
"sentence": "Troubleshoot and resolve software defects and issues in a timely manner.",
"similarity": 0.6571
},
{
"kra_text": "Requirements analysis and process translation",
"sentence": "Collaborate with cross-functional teams to analyze and understand system requirements.",
"similarity": 0.5635
},
{
"kra_text": "Requirements analysis and process translation",
"sentence": "Design, develop, and implement software solutions according to customer requirements.",
"similarity": 0.4016
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 24,
"score": 0.5407,
"slug": "pega-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": "Assist in the continuous improvement of software development processes and methodologies.",
"similarity": 0.5902
},
{
"kra_text": "Responds to deployment failures, infrastructure incidents, and environment misconfiguration issues to restore service availability and prevent recurrence.",
"sentence": "Troubleshoot and resolve software defects and issues in a timely manner.",
"similarity": 0.5238
},
{
"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 analyze and understand system requirements.",
"similarity": 0.4828
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 10,
"score": 0.5323,
"slug": "devops-engineer",
"total_count": null
}
],
"skill_match_roles": []
},
"stage4_decision": {
"alias_collision_detected": false,
"case": "DOMAIN",
"chosen_role": {
"display_name": "Fullstack Developer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 15,
"score": 0.78,
"slug": "full-stack-engineer",
"total_count": null
},
"confidence": 0.78,
"is_new_role": false,
"llm2_fired": false,
"llm2_reasoning": null,
"matched_dimensions": [
"Software Solution Development",
"Requirements Analysis",
"Code Quality and Review",
"Defect Troubleshooting",
"Testing and Quality Assurance",
"Technical Documentation",
"Process Improvement"
],
"matched_kras": [
"Design, develop, and implement software solutions",
"Collaborate with cross-functional teams",
"Analyze and understand system requirements",
"Perform code reviews",
"Ensure adherence to coding standards and best practices",
"Troubleshoot and resolve software defects and issues",
"Participate in software testing and quality assurance activities",
"Contribute to the technical documentation",
"Assist in the continuous improvement of software development processes"
],
"matched_skills": [
"software solutions",
"customer requirements",
"system requirements",
"code reviews",
"coding standards",
"best practices",
"software testing",
"quality assurance",
"technical documentation",
"software development processes",
"methodologies"
],
"new_role_display_name": null,
"new_role_slug": null,
"queued": false,
"reasoning": "Domain=Software Engineering; The responsibilities describe a general software developer role focused on end-to-end solution development, collaboration, code reviews, testing, and documentation, which best fits a full-stack/general software engineering profile among the available options.",
"sub_role": null
},
"stage5_updates": {
"centroid_n_after": 778,
"centroid_updated": true,
"collision_log_id": null,
"new_kra_attached": {
"best_kra_similarity": 0.0,
"queue_id": 1729,
"r_and_r_preview": "\u2022 Design, develop, and implement software solutions according to customer requirements.\n\u2022 Collaborate with cross-functional teams to analyze and understand system requirements.\n\u2022 Perform code reviews ",
"role_display_name": "Fullstack Developer",
"role_slug": "full-stack-engineer",
"status": "pending"
},
"new_skills_attached": [
{
"is_primary": false,
"queue_id": 22645,
"role_display_name": "Fullstack Developer",
"role_slug": "full-stack-engineer",
"skill_name": "Software Testing",
"status": "pending"
},
{
"is_primary": false,
"queue_id": 22646,
"role_display_name": "Fullstack Developer",
"role_slug": "full-stack-engineer",
"skill_name": "Quality Assurance",
"status": "pending"
},
{
"is_primary": false,
"queue_id": 22647,
"role_display_name": "Fullstack Developer",
"role_slug": "full-stack-engineer",
"skill_name": "Technical Documentation",
"status": "pending"
},
{
"is_primary": false,
"queue_id": 22648,
"role_display_name": "Fullstack Developer",
"role_slug": "full-stack-engineer",
"skill_name": "Software Development",
"status": "pending"
},
{
"is_primary": false,
"queue_id": 22649,
"role_display_name": "Fullstack Developer",
"role_slug": "full-stack-engineer",
"skill_name": "Methodologies",
"status": "pending"
}
],
"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": 864,
"existing_alias_text": "Code Review",
"input_term": "Code Review",
"matched_canonical": {
"category_id": 58,
"display_name": "Code Review",
"id": 516,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "PRACTICE",
"slug": "code-review",
"sub_category_id": 364,
"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"matched_via": "alias"
}
],
"candidate_roles": [],
"chosen_role": {
"display_name": "Fullstack Developer",
"id": 15,
"rationale": "Domain=Software Engineering; The responsibilities describe a general software developer role focused on end-to-end solution development, collaboration, code reviews, testing, and documentation, which best fits a full-stack/general software engineering profile among the available options.",
"role_archetype": null,
"slug": "full-stack-engineer",
"source": "db"
},
"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": "Code Review",
"llm_role": null,
"roles_from_db": []
}
],
"input_final_skills": [
"Code Review",
"Software Testing",
"Quality Assurance",
"Technical Documentation",
"Software Development",
"Methodologies"
],
"input_llm_skills": [
"Code Review",
"Software Testing",
"Quality Assurance",
"Technical Documentation",
"Software Development",
"Methodologies"
],
"new_aliases_persisted": 0,
"run_id": "385aaaf8-f62e-48a4-a8c7-ee160e574b18",
"skills_detail": [
{
"aliases_in_db": [
{
"alias_text": "Code Review",
"alias_type": "CANONICAL",
"id": 864,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
}
],
"canonical": {
"category_id": 58,
"display_name": "Code Review",
"id": 516,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "PRACTICE",
"slug": "code-review",
"sub_category_id": 364,
"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"dimensions": [
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "React Frontend Development",
"id": 96,
"rationale": "Building interactive web user interfaces with React.js, including component composition, state management, hooks, and rendering patterns. React.js belongs here because it is a core library for client-side UI development in modern web applications.",
"slug": "d_init_01",
"source": "db"
},
"input_skill": "Code Review",
"llm_role": null,
"roles_from_db": []
}
],
"input_skill": "Code Review",
"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": "Software 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": "MULTI_YEAR",
"version_strategy": "UNVERSIONED",
"volatility": "MEDIUM"
},
"enrichment": null,
"keep_log": [],
"locked_dimensions": [],
"merge_log": [],
"placed": null,
"relationships": null,
"skill_id": "software-testing",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "Quality Assurance",
"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": "MULTI_YEAR",
"version_strategy": "UNVERSIONED",
"volatility": "MEDIUM"
},
"enrichment": null,
"keep_log": [],
"locked_dimensions": [],
"merge_log": [],
"placed": null,
"relationships": null,
"skill_id": "quality-assurance",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "Technical Documentation",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Soft Skills",
"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": "technical-documentation",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "Software Development",
"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": "software-development",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "Methodologies",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Soft Skills",
"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": "methodologies",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
}
],
"unmatched_skills": [
"Software Testing",
"Quality Assurance",
"Technical Documentation",
"Software Development",
"Methodologies"
]
}
API 3 — final-role-output
{
"chosen_role": {
"display_name": "Fullstack Developer",
"id": 15,
"rationale": "Domain=Software Engineering; The responsibilities describe a general software developer role focused on end-to-end solution development, collaboration, code reviews, testing, and documentation, which best fits a full-stack/general software engineering profile among the available options.",
"role_archetype": null,
"slug": "full-stack-engineer",
"source": "db"
},
"chosen_role_resolution": "in_db",
"final_input_skills": [
{
"skill": "Code Review",
"tag": "in_db"
},
{
"skill": "Software Testing",
"tag": "new"
},
{
"skill": "Quality Assurance",
"tag": "new"
},
{
"skill": "Technical Documentation",
"tag": "new"
},
{
"skill": "Software Development",
"tag": "new"
},
{
"skill": "Methodologies",
"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": "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": "Code Review",
"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": 516,
"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": "385aaaf8-f62e-48a4-a8c7-ee160e574b18"
}