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Pipeline run

cdfd4f5d-3e80-45bc-a463-cbf9650f9a9a

Pipeline LLM cost (USD)
API 1: $0.0080 API 2: $0.0000 API 3: $0.0000 Total: $0.0080

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 · End-to-end feature delivery
Works in an agile team to analyze requirements, design and build solutions, test their own changes, and help unblock technical issues with small POCs. Also handles support ticket triage, customer fixes, and coordination with stakeholders while following quality/security practices.
"Work with agile persistent team and carry out analysis, design and develop solutions that meet requirements."
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 (1)
Agile
Skill cluster (1 dimension groups, role-scoped)
Cross-cutting / unaligned
Agile
Show KRA description ↓
Develop and apply software engineering methods, solution of technical problems. Work with agile persistent team and carry out analysis, design and develop solutions that meet requirements. Carry out unit/functional testing of his/her own development and sign off on the readiness for deployment to test environments. Guide the team to solve technical roadblocks and showcase small POC's to buy off on a concept. Work on support tickets, triaging and providing solutions to the customers. Work with stakeholders and peer groups as and when needed. Ensure compliance with all Quality/Process/Security practices in s/w development. Communication Skills written and verbal. Analytical and problem solving. The developer should have techno functional skills to interface with the business efficiently.

Signals

Skill
Alias backend-engineer
1.00
KRA full-stack-engineer
0.51

Post-classification

Centroidupdated · n=133
Alias collision log
New-role queue
New skills captured0
New KRA captured
Status: completed Created: 2026-05-27T14:02:21.704842Z Updated: 2026-05-27T14:02:43.334192Z API 3 duration: 3250 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 end-to-end application development, analysis/design, testing, deployment readiness, technical troubleshooting, and stakeholder interaction, which best fits a full stack engineering role.

Matched skills

software engineering methodsagileanalysisdesigndevelopmentunit testingfunctional testingdeploymentsupport ticketstriagingCommunication SkillsAnalytical and problem solvingtechno functional skills

Matched dimensions

Full Stack Application DevelopmentAgile Team CollaborationSoftware Testing and Release ReadinessTechnical Troubleshooting and SupportStakeholder CommunicationQuality, Process, and Security ComplianceBusiness-Technology Interface

Matched KRAs

Develop and apply software engineering methodsCarry out analysis, design and develop solutionsCarry out unit/functional testingSign off on readiness for deploymentGuide the team to solve technical roadblocksShowcase small POC's to buy off on a conceptWork on support tickets, triaging and providing solutionsEnsure compliance with Quality/Process/Security practices

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 Description

Internal to CITDT only - Administrative Requisition We are looking for a full stack application development engineer with knowledge/experience developing REST based services using .NET Core, Entity Framework, PostgreSQL, React, AWS API Gateway, Lambda, ECS among others. You would be supporting the Software Product Release (SPR) agile team and be part of Intel IT's Order to Cash organization. The Software Product Release team is responsible for the Licensing and Entitlement management domain and own the Intel Registration Center (IRC) application which is used to fulfill, register, download, and activate Intel products. As application development engineer supporting IRC, your main responsibilities include but are not limited to: � Develop and apply software engineering methods, solution of technical problems. � Work with agile persistent team and carry out analysis, design and develop solutions that meet requirements. � Carry out unit/functional testing of his/her own development and sign off on the readiness for deployment to test environments. � Guide the team to solve technical roadblocks and showcase small POC's to buy off on a concept. � Work on support tickets, triaging and providing solutions to the customers. � Work with stakeholders and peer groups as and when needed. � Ensure compliance with all Quality/Process/Security practices in s/w development. The ideal candidate should exhibit the following behavioral traits: � Communication Skills written and verbal. � Analytical and problem solving. � The developer should have techno functional skills to interface with the business efficiently.

Qualifications

A Bachelor or master's graduate in Computer Science or Electronics Engineering with minimum 6 years of industry experience in Software Development engineering. The candidate must be a self-starter and passionate about DevOps, Agile development processes, exploration, POCs and new solution development. Working in an agile methodology with emphasis on CI/CD. AWS Certification is a plus Knowledge on Integration Capability development, Apigee, Mulesoft will be added advantage. Good communication and interpersonal skills required. Good team player who can influence without authority and collaborate with developers and support team to achieve shared goals. Domain knowledge in Entitlement and License Management would be a plus.

Inside this Business Group

Intel's Information Technology Group (IT) designs, deploys and supports the information technology architecture and hardware/software applications for Intel. This includes the LAN, WAN, telephony, data centers, client PCs, backup and restore, and enterprise applications. IT is also responsible for e-Commerce development, data hosting and delivery of Web content and services.

Posting Statement

All qualified applicants will receive consideration for employment without regard to race, color, religion, religious creed, sex, national origin, ancestry, age, physical or mental disability, medical condition, genetic information, military and veteran status, marital status, pregnancy, gender, gender expression, gender identity, sexual orientation, or any other characteristic protected by local law, regulation, or ordinance.

Benefits

We offer a total compensation package that ranks among the best in the industry. It consists of competitive pay, stock, bonuses, as well as, benefit programs which include health, retirement, and vacation. Find more information about all of our Amazing Benefits here.It has come to our notice that some people have received fake job interview letters ostensibly issued by Intel, inviting them to attend interviews in Intel’s offices for various positions and further requiring them to deposit money to be eligible for the interviews. We wish to bring to your notice that these letters are not issued by Intel or any of its authorized representatives. Hiring at Intel is based purely on merit and Intel does not ask or require candidates to deposit any money. We would urge people interested in working for Intel, to apply directly at https://jobs.intel.com/ and not fall prey to unscrupulous elements.

Working Model

This role will require an on-site presence.

Skills from this JD

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

Agile Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Agile id=520 · agile

Aliases — catalog

  • Agile (CANONICAL) primary

Context tags (catalog)

Kanban SAFe Scrum backlog backlog grooming burndown burndown chart continuous delivery continuous improvement cross-functional daily standup epics incremental development iteration iteration planning lean product backlog product owner retrospective sprint sprint planning stand-up story points user stories velocity

Stored enrichment (catalog DB)

Category
Methodology
Sub-category
Agile
Confidence
0.99
Version strategy
NOT_APPLICABLE

Maturity reasoning: Agile appears in a large share of software job descriptions and is a standard hiring-pipeline requirement; Scrum/Kanban are commonly listed alongside it, showing broad market adoption.

Skill profile (library / DB)

Skill nature
METHODOLOGY
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
8
Sub-category id
367
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
Agile in_db
React Frontend Development
d_init_01
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)

Library artifacts (this run)

No artifact rows for this run.
nano JD Parser — gpt-4.1-nano click to toggle
Rolefull stack application development engineer
CompanyIntel
Experienceminimum 6 years of industry experience in Software Development engineering
DomainIT Services & Consulting
Location(onsite)
JD type pass

Certifications

AWS Certification
Show raw JSON
{
  "JD_type": "pass",
  "about_company": {
    "source_marker": {
      "first_5_words": "Intel\u0027s Information Technology Group (IT)",
      "last_5_words": "delivery of Web content and services."
    },
    "text": "Intel\u0027s Information Technology Group (IT) designs, deploys and supports the information technology architecture and hardware/software applications for Intel. This includes the LAN, WAN, telephony, data centers, client PCs, backup and restore, and enterprise applications. IT is also responsible for e-Commerce development, data hosting and delivery of Web content and services.",
    "word_count": 51
  },
  "certifications": [
    "AWS Certification"
  ],
  "company_name": "Intel",
  "ctc": null,
  "domain": {
    "primary": {
      "aliases": [
        "Information Technology",
        "Tech Consulting"
      ],
      "domain": "IT Services \u0026 Consulting"
    },
    "secondary": null
  },
  "education": [
    {
      "level": "Bachelor\u0027s",
      "qualification": "BTECH/BE - Computer Science",
      "raw": "A Bachelor or master\u0027s graduate in Computer Science or Electronics Engineering",
      "requirement": "required"
    }
  ],
  "experience": {
    "max": null,
    "min": 6,
    "raw": "minimum 6 years of industry experience in Software Development engineering"
  },
  "job_locations": [
    {
      "aliases": [],
      "city": null,
      "country": null,
      "state": null,
      "work_mode": "onsite"
    }
  ],
  "role": "full stack application development engineer",
  "role_aliases": [
    "Full Stack Developer",
    "Software Engineer",
    "Application Developer"
  ],
  "role_archetype": "Engineering",
  "roles_and_responsibilities": [
    {
      "bullet_count": 7,
      "heading": "Responsibilities",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "Develop and apply software engineering",
        "last_5_words": "practices in s/w development."
      },
      "text": "Develop and apply software engineering methods, solution of technical problems.\nWork with agile persistent team and carry out analysis, design and develop solutions that meet requirements.\nCarry out unit/functional testing of his/her own development and sign off on the readiness for deployment to test environments.\nGuide the team to solve technical roadblocks and showcase small POC\u0027s to buy off on a concept.\nWork on support tickets, triaging and providing solutions to the customers.\nWork with stakeholders and peer groups as and when needed.\nEnsure compliance with all Quality/Process/Security practices in s/w development.",
      "word_count": 91
    },
    {
      "bullet_count": 3,
      "heading": "Behavioral Traits",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "Communication Skills written and verbal.",
        "last_5_words": "interface with the business efficiently."
      },
      "text": "Communication Skills written and verbal.\nAnalytical and problem solving.\nThe developer should have techno functional skills to interface with the business efficiently.",
      "word_count": 27
    }
  ],
  "urls": [
    {
      "type": "careers",
      "url": "https://jobs.intel.com/"
    }
  ]
}
API 1 — extract-from-jd click to toggle
{
  "final_skills": [
    {
      "is_primary": true,
      "skill_name": "Agile"
    }
  ],
  "jd_role": {
    "display_name": "full stack application development engineer",
    "rationale": null,
    "role_aliases": [
      "Full Stack Developer",
      "Software Engineer",
      "Application Developer"
    ],
    "role_archetype": "Engineering",
    "slug": ""
  },
  "nano_parsed": {
    "JD_type": "pass",
    "about_company": {
      "source_marker": {
        "first_5_words": "Intel\u0027s Information Technology Group (IT)",
        "last_5_words": "delivery of Web content and services."
      },
      "text": "Intel\u0027s Information Technology Group (IT) designs, deploys and supports the information technology architecture and hardware/software applications for Intel. This includes the LAN, WAN, telephony, data centers, client PCs, backup and restore, and enterprise applications. IT is also responsible for e-Commerce development, data hosting and delivery of Web content and services.",
      "word_count": 51
    },
    "certifications": [
      "AWS Certification"
    ],
    "company_name": "Intel",
    "ctc": null,
    "domain": {
      "primary": {
        "aliases": [
          "Information Technology",
          "Tech Consulting"
        ],
        "domain": "IT Services \u0026 Consulting"
      },
      "secondary": null
    },
    "education": [
      {
        "level": "Bachelor\u0027s",
        "qualification": "BTECH/BE - Computer Science",
        "raw": "A Bachelor or master\u0027s graduate in Computer Science or Electronics Engineering",
        "requirement": "required"
      }
    ],
    "experience": {
      "max": null,
      "min": 6,
      "raw": "minimum 6 years of industry experience in Software Development engineering"
    },
    "job_locations": [
      {
        "aliases": [],
        "city": null,
        "country": null,
        "state": null,
        "work_mode": "onsite"
      }
    ],
    "role": "full stack application development engineer",
    "role_aliases": [
      "Full Stack Developer",
      "Software Engineer",
      "Application Developer"
    ],
    "role_archetype": "Engineering",
    "roles_and_responsibilities": [
      {
        "bullet_count": 7,
        "heading": "Responsibilities",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "Develop and apply software engineering",
          "last_5_words": "practices in s/w development."
        },
        "text": "Develop and apply software engineering methods, solution of technical problems.\nWork with agile persistent team and carry out analysis, design and develop solutions that meet requirements.\nCarry out unit/functional testing of his/her own development and sign off on the readiness for deployment to test environments.\nGuide the team to solve technical roadblocks and showcase small POC\u0027s to buy off on a concept.\nWork on support tickets, triaging and providing solutions to the customers.\nWork with stakeholders and peer groups as and when needed.\nEnsure compliance with all Quality/Process/Security practices in s/w development.",
        "word_count": 91
      },
      {
        "bullet_count": 3,
        "heading": "Behavioral Traits",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "Communication Skills written and verbal.",
          "last_5_words": "interface with the business efficiently."
        },
        "text": "Communication Skills written and verbal.\nAnalytical and problem solving.\nThe developer should have techno functional skills to interface with the business efficiently.",
        "word_count": 27
      }
    ],
    "urls": [
      {
        "type": "careers",
        "url": "https://jobs.intel.com/"
      }
    ]
  },
  "rejected": false,
  "rejection_reason": null,
  "run_id": "cdfd4f5d-3e80-45bc-a463-cbf9650f9a9a",
  "stage3_signals": {
    "alias_found": true,
    "alias_match_roles": [
      {
        "display_name": "Backend Developer",
        "kra_matches": null,
        "matched_count": null,
        "matched_skills": null,
        "role_id": 1,
        "score": 1.0,
        "slug": "backend-engineer",
        "total_count": null
      },
      {
        "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": "Fullstack Developer",
        "kra_matches": [
          {
            "kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
            "sentence": "Work with agile persistent team and carry out analysis, design and develop solutions that meet requirements.",
            "similarity": 0.5596
          },
          {
            "kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
            "sentence": "Guide the team to solve technical roadblocks and showcase small POC\u0027s to buy off on a concept.",
            "similarity": 0.4872
          },
          {
            "kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
            "sentence": "The developer should have techno functional skills to interface with the business efficiently.",
            "similarity": 0.4727
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 15,
        "score": 0.5065,
        "slug": "full-stack-engineer",
        "total_count": null
      },
      {
        "display_name": "Cyber Security Engineer",
        "kra_matches": [
          {
            "kra_text": "Defines secure engineering standards, secure coding guidelines, threat intelligence feeds, and compliance requirements for the organization.",
            "sentence": "Ensure compliance with all Quality/Process/Security practices in s/w development.",
            "similarity": 0.5944
          },
          {
            "kra_text": "Performs threat modeling, security architecture reviews, and quantitative risk analysis for new product features and infrastructure changes.",
            "sentence": "Work with agile persistent team and carry out analysis, design and develop solutions that meet requirements.",
            "similarity": 0.4494
          },
          {
            "kra_text": "Conducts security posture assessments, vulnerability scans, and penetration testing to identify weaknesses and evaluate overall system security.",
            "sentence": "Carry out unit/functional testing of his/her own development and sign off on the readiness for deployment to test environments.",
            "similarity": 0.4264
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 5,
        "score": 0.4901,
        "slug": "cybersecurity-engineer",
        "total_count": null
      },
      {
        "display_name": "Flutter Developer",
        "kra_matches": [
          {
            "kra_text": "collaborate with design, product, and backend teams",
            "sentence": "Work with agile persistent team and carry out analysis, design and develop solutions that meet requirements.",
            "similarity": 0.5064
          },
          {
            "kra_text": "collaborate with design, product, and backend teams",
            "sentence": "Guide the team to solve technical roadblocks and showcase small POC\u0027s to buy off on a concept.",
            "similarity": 0.4737
          },
          {
            "kra_text": "support release readiness",
            "sentence": "Carry out unit/functional testing of his/her own development and sign off on the readiness for deployment to test environments.",
            "similarity": 0.4609
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 74,
        "score": 0.4803,
        "slug": "flutter-developer",
        "total_count": null
      },
      {
        "display_name": "Angular Frontend Developer",
        "kra_matches": [
          {
            "kra_text": "collaboration with design and QA",
            "sentence": "Work with agile persistent team and carry out analysis, design and develop solutions that meet requirements.",
            "similarity": 0.4948
          },
          {
            "kra_text": "collaboration with design and QA",
            "sentence": "Ensure compliance with all Quality/Process/Security practices in s/w development.",
            "similarity": 0.4799
          },
          {
            "kra_text": "collaboration with design and QA",
            "sentence": "Carry out unit/functional testing of his/her own development and sign off on the readiness for deployment to test environments.",
            "similarity": 0.4548
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 90,
        "score": 0.4765,
        "slug": "angular-frontend-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": "Ensure compliance with all Quality/Process/Security practices in s/w development.",
            "similarity": 0.4988
          },
          {
            "kra_text": "Manages release management processes including environment promotion gates, deployment approval workflows, change management records, and rollback procedures.",
            "sentence": "Carry out unit/functional testing of his/her own development and sign off on the readiness for deployment to test environments.",
            "similarity": 0.4765
          },
          {
            "kra_text": "Collaborates with development teams to improve build processes, reduce deployment friction, containerize applications, and adopt DevOps best practices.",
            "sentence": "Work with agile persistent team and carry out analysis, design and develop solutions that meet requirements.",
            "similarity": 0.443
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 10,
        "score": 0.4727,
        "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": 0.93,
      "slug": "full-stack-engineer",
      "total_count": null
    },
    "confidence": 0.93,
    "is_new_role": false,
    "llm2_fired": false,
    "llm2_reasoning": null,
    "matched_dimensions": [
      "Full Stack Application Development",
      "Agile Team Collaboration",
      "Software Testing and Release Readiness",
      "Technical Troubleshooting and Support",
      "Stakeholder Communication",
      "Quality, Process, and Security Compliance",
      "Business-Technology Interface"
    ],
    "matched_kras": [
      "Develop and apply software engineering methods",
      "Carry out analysis, design and develop solutions",
      "Carry out unit/functional testing",
      "Sign off on readiness for deployment",
      "Guide the team to solve technical roadblocks",
      "Showcase small POC\u0027s to buy off on a concept",
      "Work on support tickets, triaging and providing solutions",
      "Ensure compliance with Quality/Process/Security practices"
    ],
    "matched_skills": [
      "software engineering methods",
      "agile",
      "analysis",
      "design",
      "development",
      "unit testing",
      "functional testing",
      "deployment",
      "support tickets",
      "triaging",
      "Communication Skills",
      "Analytical and problem solving",
      "techno functional skills"
    ],
    "new_role_display_name": null,
    "new_role_slug": null,
    "queued": false,
    "reasoning": "Domain=Software Engineering; The JD describes end-to-end application development, analysis/design, testing, deployment readiness, technical troubleshooting, and stakeholder interaction, which best fits a full stack engineering role.",
    "sub_role": null
  },
  "stage5_updates": {
    "centroid_n_after": 133,
    "centroid_updated": true,
    "collision_log_id": null,
    "new_kra_attached": null,
    "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": 868,
      "existing_alias_text": "Agile",
      "input_term": "Agile",
      "matched_canonical": {
        "category_id": 8,
        "display_name": "Agile",
        "id": 520,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "METHODOLOGY",
        "slug": "agile",
        "sub_category_id": 367,
        "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 end-to-end application development, analysis/design, testing, deployment readiness, technical troubleshooting, and stakeholder interaction, which best fits a full stack engineering 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": "Agile",
      "llm_role": null,
      "roles_from_db": []
    }
  ],
  "input_final_skills": [
    "Agile"
  ],
  "input_llm_skills": [
    "Agile"
  ],
  "new_aliases_persisted": 0,
  "run_id": "cdfd4f5d-3e80-45bc-a463-cbf9650f9a9a",
  "skills_detail": [
    {
      "aliases_in_db": [
        {
          "alias_text": "Agile",
          "alias_type": "CANONICAL",
          "id": 868,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        }
      ],
      "canonical": {
        "category_id": 8,
        "display_name": "Agile",
        "id": 520,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "METHODOLOGY",
        "slug": "agile",
        "sub_category_id": 367,
        "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": "Agile",
          "llm_role": null,
          "roles_from_db": []
        }
      ],
      "input_skill": "Agile",
      "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": []
}
API 3 — final-role-output
{
  "chosen_role": {
    "display_name": "Fullstack Developer",
    "id": 15,
    "rationale": "Domain=Software Engineering; The JD describes end-to-end application development, analysis/design, testing, deployment readiness, technical troubleshooting, and stakeholder interaction, which best fits a full stack engineering role.",
    "role_archetype": null,
    "slug": "full-stack-engineer",
    "source": "db"
  },
  "chosen_role_resolution": "in_db",
  "final_input_skills": [
    {
      "skill": "Agile",
      "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": "Agile",
        "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": 520,
        "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": "cdfd4f5d-3e80-45bc-a463-cbf9650f9a9a"
}

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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