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Pipeline run

0d424c52-89a5-4627-9bad-f9d9fdfae8f1

Pipeline LLM cost (USD)
API 1: $0.0082 API 2: $0.0001 API 3: $0.0000 Total: $0.0083

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 · Full-stack debugging and tuning
Build and support scalable full-stack software: spend about half the time on product development and the rest on urgent production fixes, while tuning performance, finding bottlenecks/bugs, keeping code quality high, and joining code reviews/design discussions.
""fixing high priority production support issues""
Tech stack maturity
Modern Cloud Native
This role is primarily a full-stack product engineering role for modern web stacks and cloud-based delivery, with AI tooling optional rather than central.
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):
Evidence — skills matched in JD (2)
Full Stack Development Code Review
Skill cluster (1 dimension groups, role-scoped)
Cross-cutting / unaligned
Full Stack Development Code Review
Show KRA description ↓
Involved with all aspects of software development with 50% on product development and the rest on fixing high priority production support issues Design and develop highly scalable, reliable and fault tolerant systems with minimal guidance Ensure the best possible performance, quality, and responsiveness of the applications Identify bottlenecks and bugs, and devise solutions to these problems Should help maintain code quality, organisation, and automation Should have the ability to span to full stack development whenever necessary Write and maintain code with high attention to details, perform peer code-reviews, and participate in technical design discussions Willing to work in US time zone (5PM IST to 2AM IST) and follow US holiday calendar

Signals

Skill
Alias frontend-engineer
1.00
KRA react-native-developer
0.62

Post-classification

Centroidupdated · n=444
Alias collision log
New-role queue
New skills captured1
New KRA capturedyes

Captured for admin review

Full Stack Development primary Fullstack Developer pending
R&R fragment (sim 0.00) Fullstack Developer pending

Involved with all aspects of software development with 50% on product development and the rest on fixing high priority production support issues Design and develop highly scalable, reliable and fault …

Status: completed Created: 2026-05-27T15:24:44.147880Z Updated: 2026-06-12T16:29:58.511831Z API 3 duration: 7360 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

domain · Software Engineering CASE DOMAIN

slug: full-stack-engineer · id: 15 · source: db

Domain=Software Engineering; The JD describes broad product development plus production support, full stack capability, and end-to-end software engineering responsibilities, which best fits a Fullstack role.

Matched skills

software developmentproduct developmentproduction supportscalable systemsreliable systemsfault tolerant systemsperformancequalityresponsivenesscode qualityautomationfull stack developmentpeer code-reviewstechnical design discussions

Matched dimensions

End-to-end software engineeringFull stack developmentProduction support and incident fixingScalable and fault-tolerant system designApplication performance optimizationCode quality and automationTechnical collaboration and design reviews

Matched KRAs

Involved with all aspects of software development50% on product developmentrest on fixing high priority production support issuesDesign and develop highly scalable, reliable and fault tolerant systemsEnsure the best possible performance, quality, and responsivenessIdentify bottlenecks and bugs, and devise solutionshelp maintain code quality, organisation, and automationspan to full stack development whenever necessaryWrite and maintain code with high attention to detailsperform peer code-reviewsparticipate in technical design discussions

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

Job Requisition ID # 20WD44557 Position Overview Autodesk ACS (Autodesk Construction Solutions) R&D team is looking for a talented and highly passionate individual to join its product development team and develop world class cloud-based software products and solutions to solve interesting problems in the construction industry. If you are a software developer who is proficient in web-based technologies, possess strong design and coding skills, passionate about critical thinking while solving problems, we would love to hear from you! You will be part of an agile team of smart and highly motivated engineers building highly scalable, secure and cloud-based products/services. You will work in a global team and collaborate with local and remote colleagues from various disciplines like business, engineering, operations, support etc and are expected to work in in US time zone (5pm IST to 2AM IST) and follow US Calendar. Responsibilities Involved with all aspects of software development with 50% on product development and the rest on fixing high priority production support issues Design and develop highly scalable, reliable and fault tolerant systems with minimal guidance Ensure the best possible performance, quality, and responsiveness of the applications Identify bottlenecks and bugs, and devise solutions to these problems Should help maintain code quality, organisation, and automation Should have the ability to span to full stack development whenever necessary Write and maintain code with high attention to details, perform peer code-reviews, and participate in technical design discussions Willing to work in US time zone (5PM IST to 2AM IST) and follow US holiday calendar Minimum Qualifications Master’s/Bachelor's degree in Computer Science or equivalent Good knowledge of data structures, algorithms, object-oriented programming Solid understanding of typical web application architecture (data, application, web tiers etc.) Proficient in Java/J2EE based technologies Conceptual understanding of Web and RESTful APIs Knowledge of front-end technologies such Angular JS/React/Java script is an added advantage Ability to work with a team in an Agile environment At Autodesk, we're building a diverse workplace and an inclusive culture to give more people the chance to imagine, design, and make a better world. Autodesk is proud to be an equal opportunity employer and considers all qualified applicants for employment without regard to race, color, religion, age, sex, sexual orientation, gender, gender identity, national origin, disability, veteran status or any other legally protected characteristic. We also consider for employment all qualified applicants regardless of criminal histories, consistent with applicable law. Are you an existing contractor or consultant with Autodesk? Please search for open jobs and apply internally (not on this external site). If you have any questions or require support, contact Autodesk Careers.

Skills from this JD

Each row merges API 1 extraction, API 2 library match / v3 orchestration (dimensions + locked dims), and API 3 persistence tags.

Full Stack Development 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
Development Practices
Sub-category
general
Skill nature
PRACTICE
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Code Review Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Code Review id=516 · code-review

Aliases — catalog

  • Code Review (CANONICAL)

Context tags (catalog)

Bitbucket GitHub GitLab PR review approval workflow branch protection code quality diff inline comments linting merge request pair programming pull request review checklist static analysis

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)

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 Full Stack Development | type=Development Practices subtype=general nature=PRACTICE lifespan=MULTI_YEAR
nano JD Parser — gpt-4.1-nano click to toggle
RoleSoftware Developer
CompanyAutodesk
DomainSoftware & SaaS Products
JD type pass
Show raw JSON
{
  "JD_type": "pass",
  "about_company": {
    "source_marker": {
      "first_5_words": "At Autodesk, we\u0027re building a",
      "last_5_words": "consistent with applicable law."
    },
    "text": "At Autodesk, we\u0027re building a diverse workplace and an inclusive culture to give more people the chance to imagine, design, and make a better world. Autodesk is proud to be an equal opportunity employer and considers all qualified applicants for employment without regard to race, color, religion, age, sex, sexual orientation, gender, gender identity, national origin, disability, veteran status or any other legally protected characteristic. We also consider for employment all qualified applicants regardless of criminal histories, consistent with applicable law.",
    "word_count": 64
  },
  "certifications": [],
  "company_name": "Autodesk",
  "ctc": null,
  "domain": {
    "primary": {
      "aliases": [
        "SaaS",
        "Product Companies"
      ],
      "domain": "Software \u0026 SaaS Products"
    },
    "secondary": null
  },
  "education": [
    {
      "level": "Bachelor\u0027s",
      "qualification": "BTECH/BE/Master\u0027s - Computer Science (or equivalent)",
      "raw": "Master\u2019s/Bachelor\u0027s degree in Computer Science or equivalent",
      "requirement": "required"
    }
  ],
  "experience": {
    "max": null,
    "min": null,
    "raw": null
  },
  "job_locations": [],
  "role": "Software Developer",
  "role_aliases": [
    "Software Engineer",
    "SWE",
    "Web Developer"
  ],
  "role_archetype": "Engineering",
  "roles_and_responsibilities": [
    {
      "bullet_count": 7,
      "heading": "Responsibilities",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "Involved with all aspects of",
        "last_5_words": "and follow US holiday calendar"
      },
      "text": "Involved with all aspects of software development with 50% on product development and the rest on fixing high priority production support issues\nDesign and develop highly scalable, reliable and fault tolerant systems with minimal guidance\nEnsure the best possible performance, quality, and responsiveness of the applications\nIdentify bottlenecks and bugs, and devise solutions to these problems\nShould help maintain code quality, organisation, and automation\nShould have the ability to span to full stack development whenever necessary\nWrite and maintain code with high attention to details, perform peer code-reviews, and participate in technical design discussions\nWilling to work in US time zone (5PM IST to 2AM IST) and follow US holiday calendar",
      "word_count": 116
    }
  ],
  "urls": []
}
API 1 — extract-from-jd click to toggle
{
  "final_skills": [
    {
      "is_primary": true,
      "skill_name": "Full Stack Development"
    },
    {
      "is_primary": true,
      "skill_name": "Code Review"
    }
  ],
  "jd_role": {
    "display_name": "Software Developer",
    "rationale": null,
    "role_aliases": [
      "Software Engineer",
      "SWE",
      "Web Developer"
    ],
    "role_archetype": "Engineering",
    "slug": ""
  },
  "nano_parsed": {
    "JD_type": "pass",
    "about_company": {
      "source_marker": {
        "first_5_words": "At Autodesk, we\u0027re building a",
        "last_5_words": "consistent with applicable law."
      },
      "text": "At Autodesk, we\u0027re building a diverse workplace and an inclusive culture to give more people the chance to imagine, design, and make a better world. Autodesk is proud to be an equal opportunity employer and considers all qualified applicants for employment without regard to race, color, religion, age, sex, sexual orientation, gender, gender identity, national origin, disability, veteran status or any other legally protected characteristic. We also consider for employment all qualified applicants regardless of criminal histories, consistent with applicable law.",
      "word_count": 64
    },
    "certifications": [],
    "company_name": "Autodesk",
    "ctc": null,
    "domain": {
      "primary": {
        "aliases": [
          "SaaS",
          "Product Companies"
        ],
        "domain": "Software \u0026 SaaS Products"
      },
      "secondary": null
    },
    "education": [
      {
        "level": "Bachelor\u0027s",
        "qualification": "BTECH/BE/Master\u0027s - Computer Science (or equivalent)",
        "raw": "Master\u2019s/Bachelor\u0027s degree in Computer Science or equivalent",
        "requirement": "required"
      }
    ],
    "experience": {
      "max": null,
      "min": null,
      "raw": null
    },
    "job_locations": [],
    "role": "Software Developer",
    "role_aliases": [
      "Software Engineer",
      "SWE",
      "Web Developer"
    ],
    "role_archetype": "Engineering",
    "roles_and_responsibilities": [
      {
        "bullet_count": 7,
        "heading": "Responsibilities",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "Involved with all aspects of",
          "last_5_words": "and follow US holiday calendar"
        },
        "text": "Involved with all aspects of software development with 50% on product development and the rest on fixing high priority production support issues\nDesign and develop highly scalable, reliable and fault tolerant systems with minimal guidance\nEnsure the best possible performance, quality, and responsiveness of the applications\nIdentify bottlenecks and bugs, and devise solutions to these problems\nShould help maintain code quality, organisation, and automation\nShould have the ability to span to full stack development whenever necessary\nWrite and maintain code with high attention to details, perform peer code-reviews, and participate in technical design discussions\nWilling to work in US time zone (5PM IST to 2AM IST) and follow US holiday calendar",
        "word_count": 116
      }
    ],
    "urls": []
  },
  "rejected": false,
  "rejection_reason": null,
  "run_id": "0d424c52-89a5-4627-9bad-f9d9fdfae8f1",
  "stage3_signals": {
    "alias_found": true,
    "alias_match_roles": [
      {
        "display_name": "Frontend Developer",
        "kra_matches": null,
        "matched_count": null,
        "matched_skills": null,
        "role_id": 7,
        "score": 1.0,
        "slug": "frontend-engineer",
        "total_count": null
      },
      {
        "display_name": "Web Developer",
        "kra_matches": null,
        "matched_count": null,
        "matched_skills": null,
        "role_id": 25,
        "score": 1.0,
        "slug": "web-developer",
        "total_count": null
      }
    ],
    "kra_match_roles": [
      {
        "display_name": "React Native Developer",
        "kra_matches": [
          {
            "kra_text": "maintain code quality",
            "sentence": "Should help maintain code quality, organisation, and automation",
            "similarity": 0.7136
          },
          {
            "kra_text": "maintain code quality",
            "sentence": "Write and maintain code with high attention to details, perform peer code-reviews, and participate in technical design discussions",
            "similarity": 0.6327
          },
          {
            "kra_text": "maintain code quality",
            "sentence": "Ensure the best possible performance, quality, and responsiveness of the applications",
            "similarity": 0.5061
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 73,
        "score": 0.6174,
        "slug": "react-native-developer",
        "total_count": null
      },
      {
        "display_name": "Flutter Developer",
        "kra_matches": [
          {
            "kra_text": "optimize responsiveness and performance",
            "sentence": "Ensure the best possible performance, quality, and responsiveness of the applications",
            "similarity": 0.6661
          },
          {
            "kra_text": "collaborate with design, product, and backend teams",
            "sentence": "Write and maintain code with high attention to details, perform peer code-reviews, and participate in technical design discussions",
            "similarity": 0.5097
          },
          {
            "kra_text": "collaborate with design, product, and backend teams",
            "sentence": "Involved with all aspects of software development with 50% on product development and the rest on fixing high priority production support issues",
            "similarity": 0.4735
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 74,
        "score": 0.5497,
        "slug": "flutter-developer",
        "total_count": null
      },
      {
        "display_name": "Angular Frontend Developer",
        "kra_matches": [
          {
            "kra_text": "code review and refactoring",
            "sentence": "Should help maintain code quality, organisation, and automation",
            "similarity": 0.5486
          },
          {
            "kra_text": "UI responsiveness and performance",
            "sentence": "Ensure the best possible performance, quality, and responsiveness of the applications",
            "similarity": 0.5416
          },
          {
            "kra_text": "code review and refactoring",
            "sentence": "Write and maintain code with high attention to details, perform peer code-reviews, and participate in technical design discussions",
            "similarity": 0.5415
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 90,
        "score": 0.5439,
        "slug": "angular-frontend-developer",
        "total_count": null
      },
      {
        "display_name": "Go Backend Developer",
        "kra_matches": [
          {
            "kra_text": "code review and testing support",
            "sentence": "Should help maintain code quality, organisation, and automation",
            "similarity": 0.5631
          },
          {
            "kra_text": "code review and testing support",
            "sentence": "Write and maintain code with high attention to details, perform peer code-reviews, and participate in technical design discussions",
            "similarity": 0.553
          },
          {
            "kra_text": "performance tuning and resource efficiency",
            "sentence": "Ensure the best possible performance, quality, and responsiveness of the applications",
            "similarity": 0.4996
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 81,
        "score": 0.5385,
        "slug": "go-backend-developer",
        "total_count": null
      },
      {
        "display_name": "Java Backend Developer",
        "kra_matches": [
          {
            "kra_text": "backend performance tuning",
            "sentence": "Ensure the best possible performance, quality, and responsiveness of the applications",
            "similarity": 0.5631
          },
          {
            "kra_text": "code refactoring and defect fixes",
            "sentence": "Should help maintain code quality, organisation, and automation",
            "similarity": 0.5401
          },
          {
            "kra_text": "code refactoring and defect fixes",
            "sentence": "Write and maintain code with high attention to details, perform peer code-reviews, and participate in technical design discussions",
            "similarity": 0.4898
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 79,
        "score": 0.531,
        "slug": "java-backend-developer",
        "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": 0.89,
      "slug": "full-stack-engineer",
      "total_count": null
    },
    "confidence": 0.89,
    "is_new_role": false,
    "llm2_fired": false,
    "llm2_reasoning": null,
    "matched_dimensions": [
      "End-to-end software engineering",
      "Full stack development",
      "Production support and incident fixing",
      "Scalable and fault-tolerant system design",
      "Application performance optimization",
      "Code quality and automation",
      "Technical collaboration and design reviews"
    ],
    "matched_kras": [
      "Involved with all aspects of software development",
      "50% on product development",
      "rest on fixing high priority production support issues",
      "Design and develop highly scalable, reliable and fault tolerant systems",
      "Ensure the best possible performance, quality, and responsiveness",
      "Identify bottlenecks and bugs, and devise solutions",
      "help maintain code quality, organisation, and automation",
      "span to full stack development whenever necessary",
      "Write and maintain code with high attention to details",
      "perform peer code-reviews",
      "participate in technical design discussions"
    ],
    "matched_skills": [
      "software development",
      "product development",
      "production support",
      "scalable systems",
      "reliable systems",
      "fault tolerant systems",
      "performance",
      "quality",
      "responsiveness",
      "code quality",
      "automation",
      "full stack development",
      "peer code-reviews",
      "technical design discussions"
    ],
    "new_role_display_name": null,
    "new_role_slug": null,
    "queued": false,
    "reasoning": "Domain=Software Engineering; The JD describes broad product development plus production support, full stack capability, and end-to-end software engineering responsibilities, which best fits a Fullstack role.",
    "sub_role": null
  },
  "stage5_updates": {
    "centroid_n_after": 444,
    "centroid_updated": true,
    "collision_log_id": null,
    "new_kra_attached": {
      "best_kra_similarity": 0.0,
      "queue_id": 976,
      "r_and_r_preview": "Involved with all aspects of software development with 50% on product development and the rest on fixing high priority production support issues\nDesign and develop highly scalable, reliable and fault ",
      "role_display_name": "Fullstack Developer",
      "role_slug": "full-stack-engineer",
      "status": "pending"
    },
    "new_skills_attached": [
      {
        "is_primary": true,
        "queue_id": 14190,
        "role_display_name": "Fullstack Developer",
        "role_slug": "full-stack-engineer",
        "skill_name": "Full Stack Development",
        "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 JD describes broad product development plus production support, full stack capability, and end-to-end software engineering responsibilities, which best fits a Fullstack role.",
    "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": [
    "Full Stack Development",
    "Code Review"
  ],
  "input_llm_skills": [
    "Full Stack Development",
    "Code Review"
  ],
  "new_aliases_persisted": 0,
  "run_id": "0d424c52-89a5-4627-9bad-f9d9fdfae8f1",
  "skills_detail": [
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Full Stack Development",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Development Practices",
          "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": "full-stack-development",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "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
    }
  ],
  "unmatched_skills": [
    "Full Stack Development"
  ]
}
API 3 — final-role-output
{
  "chosen_role": {
    "display_name": "Fullstack Developer",
    "id": 15,
    "rationale": "Domain=Software Engineering; The JD describes broad product development plus production support, full stack capability, and end-to-end software engineering responsibilities, which best fits a Fullstack role.",
    "role_archetype": null,
    "slug": "full-stack-engineer",
    "source": "db"
  },
  "chosen_role_resolution": "in_db",
  "final_input_skills": [
    {
      "skill": "Full Stack Development",
      "tag": "new"
    },
    {
      "skill": "Code Review",
      "tag": "in_db"
    }
  ],
  "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": "0d424c52-89a5-4627-9bad-f9d9fdfae8f1"
}

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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