Pipeline run

712704d2-c578-423b-a730-694975decd39

Pipeline LLM cost (USD)

API 1: $0.0030 API 2: $0.0002 API 3: $0.0000 Total: $0.0031

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: jd

Nature of work · Platform stability and error recovery

Build and maintain reliable, well-tested software by reviewing/debugging code, improving test automation and coverage, adding telemetry, and helping on incidents and livesite fixes while supporting secure, scalable design.

"“responding to incidents, and contributing to livesite improvements.”"

Tech stack maturity

Mainstream Modern

AI index (0 = no AI use, 5 = totally AI-dependent · v2.1)

1.00 / 5

· Title match

· Has AI skill

· AI skill (primary)

· AI skill (secondary)

· On AI team

· Builds AI products

vocab breakdown (legacy)

Assistants (×1): —

Frameworks (×2): —

Models / concepts (×3): —

Evidence — skills matched in JD (3)

Testing Automation Telemetry

Skill cluster (1 dimension groups, role-scoped)

Cross-cutting / unaligned

Testing Automation Telemetry

Show KRA description ↓

You will be responsible for: • Design & Architecture – Contributing to design documents, identifying dependencies, and supporting secure, scalable architecture under guidance. • Code Quality & Best Practices – Writing, reviewing, and debugging code that is maintainable, reliable, and aligned with coding standards. • Testing & Automation – Creating and improving test plans, enhancing test coverage, and integrating automation into testing workflows. • Engineering Excellence – Applying best practices in development, staying current with tools and trends, and supporting compliance and scalability. • Reliability & Supportability – Adding and monitoring telemetry, responding to incidents, and contributing to livesite improvements. • User-Centric Development – Collaborating with stakeholders to gather requirements and incorporating user feedback into product enhancements.

Signals

Skill —

—

Alias android-engineer

1.00

KRA angular-frontend-developer

0.56

Post-classification

Centroidupdated · n=27

Alias collision log—

New-role queue—

New skills captured3

New KRA capturedyes

Captured for admin review

Testing primary ↔ Native Mobile Developer pending

Automation primary ↔ Native Mobile Developer pending

Telemetry primary ↔ Native Mobile Developer pending

R&R fragment (sim 0.00) ↔ Native Mobile Developer pending

Status: completed Created: 2026-05-27T14:25:30.155142Z Updated: 2026-05-27T14:26:22.726390Z API 3 duration: 4547 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

Native Mobile Developer

→

Android Developer

sub-role · 1.00 CASE A

slug: native-mobile-developer · id: 75 · source: db · sub-role slug: android-engineer

Exact alias hit on android-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.

New skills

Skill↔dim saved

Role↔dim saved

Skipped

Job description

Overview

Job Description

Microsoft Teams is a mission critical product for small and large institutions worldwide. Teams usage has seen rocket ship growth in as governments, schools/colleges & universities, NGOs & companies around the world look to maintain continuity and productivity.

At Microsoft Teams, we tackle the toughest challenges in collaboration and productivity space, and you will have an opportunity to work with teams and technologies across the company and the world. If you want to work in a startup-like environment with the desire to move fast, this may be the team for you.

We are looking for experienced software engineers who are passionate about helping people connect with each other with technology and delivering end-to-end user facing scenarios. Applicants should exhibit customer empathy, pride in craftsmanship around building delightful user experiences and technical/problem solving chops.

What We Offer To The Ideal Candidate

• A dynamic and fast-paced work environment filled with opportunities to tackle unique challenges and innovate solutions.
• Opportunities to demonstrate your technical expertise by shaping and enhancing user experiences for a global audience.
• Direct influence on product engineering decisions, leveraging user feedback and data to drive impactful advancements.
• Opportunities for personal growth through mentorship, knowledge sharing, and contributing to a diverse and inclusive team culture that values creativity and innovation.
• Hands-on experience in developing scalable applications capable of supporting millions of users worldwide.

Microsoft’s mission is to empower every person and every organization on the planet to achieve more. As employees we come together with a growth mindset, innovate to empower others, and collaborate to realize our shared goals. Each day we build on our values of respect, integrity, and accountability to create a culture of inclusion where everyone can thrive at work and beyond.

Responsibilities

You will be responsible for:

• Design & Architecture – Contributing to design documents, identifying dependencies, and supporting secure, scalable architecture under guidance.
• Code Quality & Best Practices – Writing, reviewing, and debugging code that is maintainable, reliable, and aligned with coding standards.
• Testing & Automation – Creating and improving test plans, enhancing test coverage, and integrating automation into testing workflows.
• Engineering Excellence – Applying best practices in development, staying current with tools and trends, and supporting compliance and scalability.
• Reliability & Supportability – Adding and monitoring telemetry, responding to incidents, and contributing to livesite improvements.
• User-Centric Development – Collaborating with stakeholders to gather requirements and incorporating user feedback into product enhancements.

Qualifications

Engineering degree in Computer Science or a related field

4+ years technical engineering experience in building Android applications (Java, Kotlin).

Exemplary design and problem-solving skills, with a proven track record of engineering excellence at scale.

Experience with UX fundamentals, application performance analysis and improvement.

#CAPIDC#TEAMSCMD

This position will be open for a minimum of 5 days, with applications accepted on an ongoing basis until the position is filled.

Microsoft is an equal opportunity employer. All qualified applicants will receive consideration for employment without regard to age, ancestry, citizenship, color, family or medical care leave, gender identity or expression, genetic information, immigration status, marital status, medical condition, national origin, physical or mental disability, political affiliation, protected veteran or military status, race, ethnicity, religion, sex (including pregnancy), sexual orientation, or any other characteristic protected by applicable local laws, regulations and ordinances. If you need assistance with religious accommodations and/or a reasonable accommodation due to a disability during the application process, read more about requesting accommodations.

Job Details

Role Level: Not Applicable Work Type: Full-Time Country: India City: Bengaluru ,Karnataka Company Website: https://news.microsoft.com/ Job Function: Information Technology (IT) Company Industry/

Sector: Software Development

What We Offer

About The Company

Searching, interviewing and hiring are all part of the professional life. The TALENTMATE Portal idea is to fill and help professionals doing one of them by bringing together the requisites under One Roof. Whether you're hunting for your Next Job Opportunity or Looking for Potential Employers, we're here to lend you a Helping Hand.

Report

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Skills from this JD

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

Testing 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: Testing Tools
Sub-category: general
Skill nature: PRACTICE
Volatility: MEDIUM
Typical lifespan: MULTI_YEAR
Version strategy: UNVERSIONED

Automation 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: DevOps Tools
Sub-category: general
Skill nature: PRACTICE
Volatility: MEDIUM
Typical lifespan: MULTI_YEAR
Version strategy: UNVERSIONED

Telemetry 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: Monitoring Tools
Sub-category: general
Skill nature: CONCEPT
Volatility: MEDIUM
Typical lifespan: MULTI_YEAR
Version strategy: UNVERSIONED

Library artifacts (this run)

Kind	Detail	DB id
canonical_skill_proposed	Testing \| type=Testing Tools subtype=general nature=PRACTICE lifespan=MULTI_YEAR
canonical_skill_proposed	Automation \| type=DevOps Tools subtype=general nature=PRACTICE lifespan=MULTI_YEAR
canonical_skill_proposed	Telemetry \| type=Monitoring Tools subtype=general nature=CONCEPT lifespan=MULTI_YEAR

nano JD Parser — gpt-4.1-nano click to toggle

RoleSoftware Engineer

CompanyMicrosoft

Experience4+ years technical engineering experience in building Android applications

DomainSoftware Development

Location Bengaluru, India (onsite)

JD type pass

Show raw JSON

{
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  "about_company": {
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      "first_5_words": "Microsoft\u2019s mission is to empower",
      "last_5_words": "thrive at work and beyond."
    },
    "text": "Microsoft\u2019s mission is to empower every person and every organization on the planet to achieve more. As employees we come together with a growth mindset, innovate to empower others, and collaborate to realize our shared goals. Each day we build on our values of respect, integrity, and accountability to create a culture of inclusion where everyone can thrive at work and beyond.",
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      "qualification": "BTECH/BE - Computer Science (or related)",
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      "requirement": "required"
    }
  ],
  "experience": {
    "max": null,
    "min": 4,
    "raw": "4+ years technical engineering experience in building Android applications"
  },
  "job_locations": [
    {
      "aliases": [
        "Bangalore"
      ],
      "city": "Bengaluru",
      "country": "India",
      "state": "Karnataka",
      "work_mode": "onsite"
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  ],
  "role": "Software Engineer",
  "role_aliases": [
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    "SWE",
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  ],
  "role_archetype": "Engineering",
  "roles_and_responsibilities": [
    {
      "bullet_count": 6,
      "heading": "Responsibilities",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "You will be responsible for:",
        "last_5_words": "into product enhancements."
      },
      "text": "You will be responsible for:\n\n\u2022 Design \u0026 Architecture \u2013 Contributing to design documents, identifying dependencies, and supporting secure, scalable architecture under guidance.\n\u2022 Code Quality \u0026 Best Practices \u2013 Writing, reviewing, and debugging code that is maintainable, reliable, and aligned with coding standards.\n\u2022 Testing \u0026 Automation \u2013 Creating and improving test plans, enhancing test coverage, and integrating automation into testing workflows.\n\u2022 Engineering Excellence \u2013 Applying best practices in development, staying current with tools and trends, and supporting compliance and scalability.\n\u2022 Reliability \u0026 Supportability \u2013 Adding and monitoring telemetry, responding to incidents, and contributing to livesite improvements.\n\u2022 User-Centric Development \u2013 Collaborating with stakeholders to gather requirements and incorporating user feedback into product enhancements.",
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    }
  ],
  "urls": [
    {
      "type": "website",
      "url": "https://news.microsoft.com/"
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  ]
}

API 1 — extract-from-jd click to toggle

{
  "final_skills": [
    {
      "is_primary": true,
      "skill_name": "Testing"
    },
    {
      "is_primary": true,
      "skill_name": "Automation"
    },
    {
      "is_primary": true,
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  "jd_role": {
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    "rationale": null,
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    "role_archetype": "Engineering",
    "slug": ""
  },
  "nano_parsed": {
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    "about_company": {
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        "last_5_words": "thrive at work and beyond."
      },
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      "word_count": 64
    },
    "certifications": [],
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        "raw": "Engineering degree in Computer Science or a related field",
        "requirement": "required"
      }
    ],
    "experience": {
      "max": null,
      "min": 4,
      "raw": "4+ years technical engineering experience in building Android applications"
    },
    "job_locations": [
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        ],
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        "state": "Karnataka",
        "work_mode": "onsite"
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    ],
    "role": "Software Engineer",
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    "role_archetype": "Engineering",
    "roles_and_responsibilities": [
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        "bullet_count": 6,
        "heading": "Responsibilities",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "You will be responsible for:",
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        },
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        "word_count": 134
      }
    ],
    "urls": [
      {
        "type": "website",
        "url": "https://news.microsoft.com/"
      }
    ]
  },
  "rejected": false,
  "rejection_reason": null,
  "run_id": "712704d2-c578-423b-a730-694975decd39",
  "stage3_signals": {
    "alias_found": true,
    "alias_match_roles": [
      {
        "display_name": "Android Developer",
        "kra_matches": null,
        "matched_count": null,
        "matched_skills": null,
        "role_id": 4,
        "score": 1.0,
        "slug": "android-engineer",
        "total_count": null
      }
    ],
    "kra_match_roles": [
      {
        "display_name": "Angular Frontend Developer",
        "kra_matches": [
          {
            "kra_text": "code review and refactoring",
            "sentence": "Code Quality \u0026 Best Practices \u2013 Writing, reviewing, and debugging code that is maintainable, reliable, and aligned with coding standards.",
            "similarity": 0.6249
          },
          {
            "kra_text": "collaboration with design and QA",
            "sentence": "Design \u0026 Architecture \u2013 Contributing to design documents, identifying dependencies, and supporting secure, scalable architecture under guidance.",
            "similarity": 0.5324
          },
          {
            "kra_text": "collaboration with design and QA",
            "sentence": "User-Centric Development \u2013 Collaborating with stakeholders to gather requirements and incorporating user feedback into product enhancements.",
            "similarity": 0.5135
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 90,
        "score": 0.5569,
        "slug": "angular-frontend-developer",
        "total_count": null
      },
      {
        "display_name": "DevOps Engineer",
        "kra_matches": [
          {
            "kra_text": "Responds to deployment failures, infrastructure incidents, and environment misconfiguration issues to restore service availability and prevent recurrence.",
            "sentence": "Reliability \u0026 Supportability \u2013 Adding and monitoring telemetry, responding to incidents, and contributing to livesite improvements.",
            "similarity": 0.5442
          },
          {
            "kra_text": "Builds and maintains CI/CD pipelines using Jenkins, GitHub Actions, GitLab CI, or CircleCI to automate build, test, security scanning, and deployment workflows.",
            "sentence": "Testing \u0026 Automation \u2013 Creating and improving test plans, enhancing test coverage, and integrating automation into testing workflows.",
            "similarity": 0.5168
          },
          {
            "kra_text": "Collaborates with development teams to improve build processes, reduce deployment friction, containerize applications, and adopt DevOps best practices.",
            "sentence": "Engineering Excellence \u2013 Applying best practices in development, staying current with tools and trends, and supporting compliance and scalability.",
            "similarity": 0.5046
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 10,
        "score": 0.5219,
        "slug": "devops-engineer",
        "total_count": null
      },
      {
        "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": "User-Centric Development \u2013 Collaborating with stakeholders to gather requirements and incorporating user feedback into product enhancements.",
            "similarity": 0.6099
          },
          {
            "kra_text": "Designs and queries relational databases like PostgreSQL and document stores like MongoDB, writing migrations, indexes, and optimized queries.",
            "sentence": "Design \u0026 Architecture \u2013 Contributing to design documents, identifying dependencies, and supporting secure, scalable architecture under guidance.",
            "similarity": 0.4789
          },
          {
            "kra_text": "Delivers features through CI/CD pipelines using automated tests, staged rollouts, feature flags, and incremental deployments.",
            "sentence": "Testing \u0026 Automation \u2013 Creating and improving test plans, enhancing test coverage, and integrating automation into testing workflows.",
            "similarity": 0.469
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 15,
        "score": 0.5193,
        "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": "Engineering Excellence \u2013 Applying best practices in development, staying current with tools and trends, and supporting compliance and scalability.",
            "similarity": 0.5335
          },
          {
            "kra_text": "Performs threat modeling, security architecture reviews, and quantitative risk analysis for new product features and infrastructure changes.",
            "sentence": "Design \u0026 Architecture \u2013 Contributing to design documents, identifying dependencies, and supporting secure, scalable architecture under guidance.",
            "similarity": 0.5122
          },
          {
            "kra_text": "Defines secure engineering standards, secure coding guidelines, threat intelligence feeds, and compliance requirements for the organization.",
            "sentence": "Code Quality \u0026 Best Practices \u2013 Writing, reviewing, and debugging code that is maintainable, reliable, and aligned with coding standards.",
            "similarity": 0.4768
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 5,
        "score": 0.5075,
        "slug": "cybersecurity-engineer",
        "total_count": null
      },
      {
        "display_name": "Cloud Security Engineer",
        "kra_matches": [
          {
            "kra_text": "Documents cloud security standards, approved architecture patterns, security exceptions, and remediation guidance for engineering teams.",
            "sentence": "Design \u0026 Architecture \u2013 Contributing to design documents, identifying dependencies, and supporting secure, scalable architecture under guidance.",
            "similarity": 0.5951
          },
          {
            "kra_text": "Documents cloud security standards, approved architecture patterns, security exceptions, and remediation guidance for engineering teams.",
            "sentence": "Engineering Excellence \u2013 Applying best practices in development, staying current with tools and trends, and supporting compliance and scalability.",
            "similarity": 0.5005
          },
          {
            "kra_text": "Documents cloud security standards, approved architecture patterns, security exceptions, and remediation guidance for engineering teams.",
            "sentence": "Code Quality \u0026 Best Practices \u2013 Writing, reviewing, and debugging code that is maintainable, reliable, and aligned with coding standards.",
            "similarity": 0.418
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 23,
        "score": 0.5045,
        "slug": "cloud-security-engineer",
        "total_count": null
      }
    ],
    "skill_match_roles": []
  },
  "stage4_decision": {
    "alias_collision_detected": false,
    "case": "A",
    "chosen_role": {
      "display_name": "Native Mobile Developer",
      "kra_matches": null,
      "matched_count": null,
      "matched_skills": null,
      "role_id": 75,
      "score": 1.0,
      "slug": "native-mobile-developer",
      "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 android-engineer (1.0) \u2014 no other alias at this confidence; skill_top absent does not contradict",
    "sub_role": {
      "confidence": 1.0,
      "display_name": "Android Developer",
      "reasoning": "hoisted from chosen leaf (case=A)",
      "role_id": 4,
      "slug": "android-engineer"
    }
  },
  "stage5_updates": {
    "centroid_n_after": 27,
    "centroid_updated": true,
    "collision_log_id": null,
    "new_kra_attached": {
      "best_kra_similarity": 0.0,
      "queue_id": 534,
      "r_and_r_preview": "You will be responsible for:\n\n\u2022 Design \u0026 Architecture \u2013 Contributing to design documents, identifying dependencies, and supporting secure, scalable architecture under guidance.\n\u2022 Code Quality \u0026 Best P",
      "role_display_name": "Native Mobile Developer",
      "role_slug": "native-mobile-developer",
      "status": "pending"
    },
    "new_skills_attached": [
      {
        "is_primary": true,
        "queue_id": 8847,
        "role_display_name": "Native Mobile Developer",
        "role_slug": "native-mobile-developer",
        "skill_name": "Testing",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 8848,
        "role_display_name": "Native Mobile Developer",
        "role_slug": "native-mobile-developer",
        "skill_name": "Automation",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 8849,
        "role_display_name": "Native Mobile Developer",
        "role_slug": "native-mobile-developer",
        "skill_name": "Telemetry",
        "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": "Native Mobile Developer",
    "id": 75,
    "rationale": "Exact alias hit on android-engineer (1.0) \u2014 no other alias at this confidence; skill_top absent does not contradict",
    "role_archetype": "Engineering",
    "slug": "native-mobile-developer",
    "source": "db"
  },
  "dimensions": [],
  "input_final_skills": [
    "Testing",
    "Automation",
    "Telemetry"
  ],
  "input_llm_skills": [
    "Testing",
    "Automation",
    "Telemetry"
  ],
  "new_aliases_persisted": 0,
  "run_id": "712704d2-c578-423b-a730-694975decd39",
  "skills_detail": [
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "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": "MULTI_YEAR",
          "version_strategy": "UNVERSIONED",
          "volatility": "MEDIUM"
        },
        "enrichment": null,
        "keep_log": [],
        "locked_dimensions": [],
        "merge_log": [],
        "placed": null,
        "relationships": null,
        "skill_id": "testing",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Automation",
      "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": "automation",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Telemetry",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Monitoring Tools",
          "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": "telemetry",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    }
  ],
  "unmatched_skills": [
    "Testing",
    "Automation",
    "Telemetry"
  ]
}

API 3 — final-role-output

{
  "chosen_role": {
    "display_name": "Native Mobile Developer",
    "id": 75,
    "rationale": "Exact alias hit on android-engineer (1.0) \u2014 no other alias at this confidence; skill_top absent does not contradict",
    "role_archetype": "Engineering",
    "slug": "native-mobile-developer",
    "source": "db"
  },
  "chosen_role_resolution": "in_db",
  "final_input_skills": [
    {
      "skill": "Testing",
      "tag": "new"
    },
    {
      "skill": "Automation",
      "tag": "new"
    },
    {
      "skill": "Telemetry",
      "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": "712704d2-c578-423b-a730-694975decd39"
}

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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