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Pipeline run

7d92d6d3-4acc-47cb-9510-07ee0ed402ce

Pipeline LLM cost (USD)
API 1: $0.0033 API 2: $0.0000 API 3: $0.0000 Total: $0.0033

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 · End-to-end feature delivery
Plans and delivers full-stack training sessions, creates exercises/projects and course materials, assesses learner progress, and updates content with new technologies while explaining complex concepts clearly.
""Planning and delivering training sessions: The trainer will plan and deliver engaging and effective training sessions on full-stack development""
Tech stack maturity
Mainstream Modern
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 (4)
Full-Stack Development Front-End Development Back-End Development Instructional Design
Skill cluster (1 dimension groups, role-scoped)
Cross-cutting / unaligned
Full-Stack Development Front-End Development Back-End Development Instructional Design
Show KRA description ↓
Planning and delivering training sessions: The trainer will plan and deliver engaging and effective training sessions on full-stack development, covering a wide range of topics including front-end and back-end development technologies. Designing and developing course materials: The trainer will design and develop instructional materials, such as presentations, exercises, and hands-on projects, to support student learning. Assessing student progress: The trainer will assess student progress and provide feedback and guidance to support their learning. Staying up-to-date with emerging trends: The trainer will stay up-to-date with emerging trends and technologies in the field of full-stack development and incorporate new techniques into their training sessions. Collaborating with other trainers: The trainer will collaborate with other trainers to create a positive and supportive learning environment and to share best practices. Fostering a community of learners: The trainer will encourage students to share their experiences and knowledge with one another, fostering a sense of community among learners. Communicating and collaborating effectively: The trainer will have excellent communication and collaboration skills and be able to explain complex technical concepts in a clear and concise manner. Technical expertise: The trainer should have a deep understanding of full-stack development technologies, including front-end and back-end development, and be able to apply this knowledge to real-world scenarios. Teaching and presentation skills: The trainer should have excellent teaching and presentation skills and be able to engage and motivate students, making complex technical concepts accessible and easy to understand. Instructional design: The trainer should have experience with instructional design and be able to create engaging and effective learning materials that support student learning. Communication and collaboration skills: The trainer should have excellent communication and collaboration skills and be able to work effectively with students, colleagues, and other stakeholders. Adaptability: The trainer should be able to adapt to the changing needs of students and be able to incorporate new techniques and technologies into their training sessions as needed. Passion for teaching: The trainer should have a genuine passion for teaching and helping others to succeed. Continuous learning: The trainer should be committed to continuous learning and be able to stay up-to-date with emerging trends and technologies in the field of full-stack development.

Signals

Skill
Alias full-stack-engineer
1.00
KRA full-stack-engineer
0.41

Post-classification

Centroidupdated · n=181
Alias collision log
New-role queue
New skills captured4
New KRA captured

Captured for admin review

Full-Stack Development primary Fullstack Developer pending
Front-End Development primary Fullstack Developer pending
Back-End Development primary Fullstack Developer pending
Instructional Design primary Fullstack Developer pending
Status: completed Created: 2026-05-27T14:14:39.359616Z Updated: 2026-05-27T14:15:29.060396Z API 3 duration: 2688 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

CASE A

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

Exact alias hit on full-stack-engineer (1.0) — no other alias at this confidence; skill_top absent does not contradict

Resolution: in_db — role exists in library; skill↔dim and role↔dim links saved when applicable.

0
New skills
0
Skill↔dim saved
0
Role↔dim saved
0
Skipped

Job description

We are looking for an experienced Full Stack Developer to work as a Trainer in our team. The ideal candidate will have a good understanding of front-end and back-end development as well as a passion for teaching. You will be responsible as a Full Stack Developer-Trainer for delivering entertaining and successful training sessions to students and assisting them in developing their abilities in the field of full-stack development.


Key Skills:


Technical expertise: The trainer should have a deep understanding of full-stack development technologies, including front-end and back-end development, and be able to apply this knowledge to real-world scenarios.


Teaching and presentation skills: The trainer should have excellent teaching and presentation skills and be able to engage and motivate students, making complex technical concepts accessible and easy to understand.


Instructional design: The trainer should have experience with instructional design and be able to create engaging and effective learning materials that support student learning.


Communication and collaboration skills: The trainer should have excellent communication and collaboration skills and be able to work effectively with students, colleagues, and other stakeholders.


Adaptability: The trainer should be able to adapt to the changing needs of students and be able to incorporate new techniques and technologies into their training sessions as needed.


Passion for teaching: The trainer should have a genuine passion for teaching and helping others to succeed.


Continuous learning: The trainer should be committed to continuous learning and be able to stay up-to-date with emerging trends and technologies in the field of full-stack development.




Key Responsibilities:

Planning and delivering training sessions: The trainer will plan and deliver engaging and effective training sessions on full-stack development, covering a wide range of topics including front-end and back-end development technologies.


Designing and developing course materials: The trainer will design and develop instructional materials, such as presentations, exercises, and hands-on projects, to support student learning.


Assessing student progress: The trainer will assess student progress and provide feedback and guidance to support their learning.


Staying up-to-date with emerging trends: The trainer will stay up-to-date with emerging trends and technologies in the field of full-stack development and incorporate new techniques into their training sessions.


Collaborating with other trainers: The trainer will collaborate with other trainers to create a positive and supportive learning environment and to share best practices.


Fostering a community of learners: The trainer will encourage students to share their experiences and knowledge with one another, fostering a sense of community among learners.


Communicating and collaborating effectively: The trainer will have excellent communication and collaboration skills and be able to explain complex technical concepts in a clear and concise manner.




Requirements:


Bachelor's degree in Computer Science, Software Engineering, or a related field
3+ years of experience as a Full Stack Developer
Strong proficiency in JavaScript, HTML, CSS, and other front-end technologies
Experience with Node.js, React, and MongoDB
Excellent teaching and presentation skills
Ability to explain complex technical concepts in a clear and concise manner
Strong communication and collaboration skills
Experience with instructional design and creating engaging learning materials
We offer competitive salary and benefits packages, opportunities for professional growth and development, and a supportive and dynamic work environment. If you are a driven and motivated Full Stack Developer with a passion for teaching and helping others to succeed, we would love to hear from you!

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
Other
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Front-End 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
Other
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Back-End 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
Other
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Instructional Design 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
Other
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED

Library artifacts (this run)

Kind Detail DB id
canonical_skill_proposed Full-Stack Development | type=Other subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed Front-End Development | type=Other subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed Back-End Development | type=Other subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed Instructional Design | type=Other subtype=general nature=TOOL lifespan=MULTI_YEAR
nano JD Parser — gpt-4.1-nano click to toggle
RoleFull Stack Developer-Trainer
Experience3+ years of experience as a Full Stack Developer
DomainOther
JD type pass
Show raw JSON
{
  "JD_type": "pass",
  "about_company": null,
  "archetype_override_applied": true,
  "archetype_override_matched_skills": [
    "MongoDB",
    "sessions",
    "JavaScript",
    "Node.js",
    "HTML",
    "React",
    "CSS"
  ],
  "certifications": [],
  "company_name": null,
  "ctc": null,
  "domain": {
    "primary": {
      "aliases": [],
      "domain": "Other"
    },
    "secondary": null
  },
  "education": [
    {
      "level": "Bachelor\u0027s",
      "qualification": "BTECH/BE - Computer Science (or related)",
      "raw": "Bachelor\u0027s degree in Computer Science, Software Engineering, or a related field",
      "requirement": "required"
    }
  ],
  "experience": {
    "max": null,
    "min": 3,
    "raw": "3+ years of experience as a Full Stack Developer"
  },
  "job_locations": [],
  "role": "Full Stack Developer-Trainer",
  "role_aliases": [
    "Full Stack Trainer",
    "Full Stack Developer",
    "Trainer"
  ],
  "role_archetype": "Engineering",
  "roles_and_responsibilities": [
    {
      "bullet_count": 7,
      "heading": "Key Responsibilities",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "Planning and delivering training sessions:",
        "last_5_words": "clear and concise manner."
      },
      "text": "Planning and delivering training sessions: The trainer will plan and deliver engaging and effective training sessions on full-stack development, covering a wide range of topics including front-end and back-end development technologies.\n\nDesigning and developing course materials: The trainer will design and develop instructional materials, such as presentations, exercises, and hands-on projects, to support student learning.\n\nAssessing student progress: The trainer will assess student progress and provide feedback and guidance to support their learning.\n\nStaying up-to-date with emerging trends: The trainer will stay up-to-date with emerging trends and technologies in the field of full-stack development and incorporate new techniques into their training sessions.\n\nCollaborating with other trainers: The trainer will collaborate with other trainers to create a positive and supportive learning environment and to share best practices.\n\nFostering a community of learners: The trainer will encourage students to share their experiences and knowledge with one another, fostering a sense of community among learners.\n\nCommunicating and collaborating effectively: The trainer will have excellent communication and collaboration skills and be able to explain complex technical concepts in a clear and concise manner.",
      "word_count": 263
    },
    {
      "bullet_count": 7,
      "heading": "Key Skills",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "Technical expertise: The trainer should",
        "last_5_words": "emerging trends and technologies in"
      },
      "text": "Technical expertise: The trainer should have a deep understanding of full-stack development technologies, including front-end and back-end development, and be able to apply this knowledge to real-world scenarios.\n\nTeaching and presentation skills: The trainer should have excellent teaching and presentation skills and be able to engage and motivate students, making complex technical concepts accessible and easy to understand.\n\nInstructional design: The trainer should have experience with instructional design and be able to create engaging and effective learning materials that support student learning.\n\nCommunication and collaboration skills: The trainer should have excellent communication and collaboration skills and be able to work effectively with students, colleagues, and other stakeholders.\n\nAdaptability: The trainer should be able to adapt to the changing needs of students and be able to incorporate new techniques and technologies into their training sessions as needed.\n\nPassion for teaching: The trainer should have a genuine passion for teaching and helping others to succeed.\n\nContinuous learning: The trainer should be committed to continuous learning and be able to stay up-to-date with emerging trends and technologies in the field of full-stack development.",
      "word_count": 233
    }
  ],
  "urls": []
}
API 1 — extract-from-jd click to toggle
{
  "final_skills": [
    {
      "is_primary": true,
      "skill_name": "Full-Stack Development"
    },
    {
      "is_primary": true,
      "skill_name": "Front-End Development"
    },
    {
      "is_primary": true,
      "skill_name": "Back-End Development"
    },
    {
      "is_primary": true,
      "skill_name": "Instructional Design"
    }
  ],
  "jd_role": {
    "display_name": "Full Stack Developer-Trainer",
    "rationale": null,
    "role_aliases": [
      "Full Stack Trainer",
      "Full Stack Developer",
      "Trainer"
    ],
    "role_archetype": "Engineering",
    "slug": ""
  },
  "nano_parsed": {
    "JD_type": "pass",
    "about_company": null,
    "archetype_override_applied": true,
    "archetype_override_matched_skills": [
      "MongoDB",
      "sessions",
      "JavaScript",
      "Node.js",
      "HTML",
      "React",
      "CSS"
    ],
    "certifications": [],
    "company_name": null,
    "ctc": null,
    "domain": {
      "primary": {
        "aliases": [],
        "domain": "Other"
      },
      "secondary": null
    },
    "education": [
      {
        "level": "Bachelor\u0027s",
        "qualification": "BTECH/BE - Computer Science (or related)",
        "raw": "Bachelor\u0027s degree in Computer Science, Software Engineering, or a related field",
        "requirement": "required"
      }
    ],
    "experience": {
      "max": null,
      "min": 3,
      "raw": "3+ years of experience as a Full Stack Developer"
    },
    "job_locations": [],
    "role": "Full Stack Developer-Trainer",
    "role_aliases": [
      "Full Stack Trainer",
      "Full Stack Developer",
      "Trainer"
    ],
    "role_archetype": "Engineering",
    "roles_and_responsibilities": [
      {
        "bullet_count": 7,
        "heading": "Key Responsibilities",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "Planning and delivering training sessions:",
          "last_5_words": "clear and concise manner."
        },
        "text": "Planning and delivering training sessions: The trainer will plan and deliver engaging and effective training sessions on full-stack development, covering a wide range of topics including front-end and back-end development technologies.\n\nDesigning and developing course materials: The trainer will design and develop instructional materials, such as presentations, exercises, and hands-on projects, to support student learning.\n\nAssessing student progress: The trainer will assess student progress and provide feedback and guidance to support their learning.\n\nStaying up-to-date with emerging trends: The trainer will stay up-to-date with emerging trends and technologies in the field of full-stack development and incorporate new techniques into their training sessions.\n\nCollaborating with other trainers: The trainer will collaborate with other trainers to create a positive and supportive learning environment and to share best practices.\n\nFostering a community of learners: The trainer will encourage students to share their experiences and knowledge with one another, fostering a sense of community among learners.\n\nCommunicating and collaborating effectively: The trainer will have excellent communication and collaboration skills and be able to explain complex technical concepts in a clear and concise manner.",
        "word_count": 263
      },
      {
        "bullet_count": 7,
        "heading": "Key Skills",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "Technical expertise: The trainer should",
          "last_5_words": "emerging trends and technologies in"
        },
        "text": "Technical expertise: The trainer should have a deep understanding of full-stack development technologies, including front-end and back-end development, and be able to apply this knowledge to real-world scenarios.\n\nTeaching and presentation skills: The trainer should have excellent teaching and presentation skills and be able to engage and motivate students, making complex technical concepts accessible and easy to understand.\n\nInstructional design: The trainer should have experience with instructional design and be able to create engaging and effective learning materials that support student learning.\n\nCommunication and collaboration skills: The trainer should have excellent communication and collaboration skills and be able to work effectively with students, colleagues, and other stakeholders.\n\nAdaptability: The trainer should be able to adapt to the changing needs of students and be able to incorporate new techniques and technologies into their training sessions as needed.\n\nPassion for teaching: The trainer should have a genuine passion for teaching and helping others to succeed.\n\nContinuous learning: The trainer should be committed to continuous learning and be able to stay up-to-date with emerging trends and technologies in the field of full-stack development.",
        "word_count": 233
      }
    ],
    "urls": []
  },
  "rejected": false,
  "rejection_reason": null,
  "run_id": "7d92d6d3-4acc-47cb-9510-07ee0ed402ce",
  "stage3_signals": {
    "alias_found": true,
    "alias_match_roles": [
      {
        "display_name": "Fullstack Developer",
        "kra_matches": null,
        "matched_count": null,
        "matched_skills": null,
        "role_id": 15,
        "score": 1.0,
        "slug": "full-stack-engineer",
        "total_count": null
      }
    ],
    "kra_match_roles": [
      {
        "display_name": "Fullstack Developer",
        "kra_matches": [
          {
            "kra_text": "Implements complete product features end-to-end from database schema design through backend API to frontend UI using JavaScript, TypeScript, Python, or Ruby on Rails.",
            "sentence": "Planning and delivering training sessions: The trainer will plan and deliver engaging and effective training sessions on full-stack development, covering a wide range of topics including front-end and back-end development technologies.",
            "similarity": 0.4414
          },
          {
            "kra_text": "Implements complete product features end-to-end from database schema design through backend API to frontend UI using JavaScript, TypeScript, Python, or Ruby on Rails.",
            "sentence": "Technical expertise: The trainer should have a deep understanding of full-stack development technologies, including front-end and back-end development, and be able to apply this knowledge to real-world scenarios.",
            "similarity": 0.4274
          },
          {
            "kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
            "sentence": "Designing and developing course materials: The trainer will design and develop instructional materials, such as presentations, exercises, and hands-on projects, to support student learning.",
            "similarity": 0.3725
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 15,
        "score": 0.4138,
        "slug": "full-stack-engineer",
        "total_count": null
      },
      {
        "display_name": ".NET Backend Developer",
        "kra_matches": [
          {
            "kra_text": "service-level technical collaboration",
            "sentence": "Communicating and collaborating effectively: The trainer will have excellent communication and collaboration skills and be able to explain complex technical concepts in a clear and concise manner.",
            "similarity": 0.4399
          },
          {
            "kra_text": "service-level technical collaboration",
            "sentence": "Communication and collaboration skills: The trainer should have excellent communication and collaboration skills and be able to work effectively with students, colleagues, and other stakeholders.",
            "similarity": 0.3998
          },
          {
            "kra_text": "service-level technical collaboration",
            "sentence": "Collaborating with other trainers: The trainer will collaborate with other trainers to create a positive and supportive learning environment and to share best practices.",
            "similarity": 0.3919
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 83,
        "score": 0.4105,
        "slug": "dotnet-backend-developer",
        "total_count": null
      },
      {
        "display_name": "Flutter Developer",
        "kra_matches": [
          {
            "kra_text": "collaborate with design, product, and backend teams",
            "sentence": "Planning and delivering training sessions: The trainer will plan and deliver engaging and effective training sessions on full-stack development, covering a wide range of topics including front-end and back-end development technologies.",
            "similarity": 0.4368
          },
          {
            "kra_text": "collaborate with design, product, and backend teams",
            "sentence": "Collaborating with other trainers: The trainer will collaborate with other trainers to create a positive and supportive learning environment and to share best practices.",
            "similarity": 0.4012
          },
          {
            "kra_text": "translate product and design requirements",
            "sentence": "Designing and developing course materials: The trainer will design and develop instructional materials, such as presentations, exercises, and hands-on projects, to support student learning.",
            "similarity": 0.3876
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 74,
        "score": 0.4085,
        "slug": "flutter-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": "Planning and delivering training sessions: The trainer will plan and deliver engaging and effective training sessions on full-stack development, covering a wide range of topics including front-end and back-end development technologies.",
            "similarity": 0.4279
          },
          {
            "kra_text": "Collaborates with development teams to improve build processes, reduce deployment friction, containerize applications, and adopt DevOps best practices.",
            "sentence": "Collaborating with other trainers: The trainer will collaborate with other trainers to create a positive and supportive learning environment and to share best practices.",
            "similarity": 0.3831
          },
          {
            "kra_text": "Collaborates with development teams to improve build processes, reduce deployment friction, containerize applications, and adopt DevOps best practices.",
            "sentence": "Continuous learning: The trainer should be committed to continuous learning and be able to stay up-to-date with emerging trends and technologies in the field of full-stack development.",
            "similarity": 0.3768
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 10,
        "score": 0.3959,
        "slug": "devops-engineer",
        "total_count": null
      },
      {
        "display_name": "Java Backend Developer",
        "kra_matches": [
          {
            "kra_text": "service contract collaboration",
            "sentence": "Communication and collaboration skills: The trainer should have excellent communication and collaboration skills and be able to work effectively with students, colleagues, and other stakeholders.",
            "similarity": 0.4003
          },
          {
            "kra_text": "service contract collaboration",
            "sentence": "Collaborating with other trainers: The trainer will collaborate with other trainers to create a positive and supportive learning environment and to share best practices.",
            "similarity": 0.395
          },
          {
            "kra_text": "service endpoint development",
            "sentence": "Planning and delivering training sessions: The trainer will plan and deliver engaging and effective training sessions on full-stack development, covering a wide range of topics including front-end and back-end development technologies.",
            "similarity": 0.3748
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 79,
        "score": 0.3901,
        "slug": "java-backend-developer",
        "total_count": null
      }
    ],
    "skill_match_roles": []
  },
  "stage4_decision": {
    "alias_collision_detected": false,
    "case": "A",
    "chosen_role": {
      "display_name": "Fullstack Developer",
      "kra_matches": null,
      "matched_count": null,
      "matched_skills": null,
      "role_id": 15,
      "score": 1.0,
      "slug": "full-stack-engineer",
      "total_count": null
    },
    "confidence": 1.0,
    "is_new_role": false,
    "llm2_fired": false,
    "llm2_reasoning": null,
    "matched_dimensions": [],
    "matched_kras": [],
    "matched_skills": [],
    "new_role_display_name": null,
    "new_role_slug": null,
    "queued": false,
    "reasoning": "Exact alias hit on full-stack-engineer (1.0) \u2014 no other alias at this confidence; skill_top absent does not contradict",
    "sub_role": null
  },
  "stage5_updates": {
    "centroid_n_after": 181,
    "centroid_updated": true,
    "collision_log_id": null,
    "new_kra_attached": null,
    "new_skills_attached": [
      {
        "is_primary": true,
        "queue_id": 7838,
        "role_display_name": "Fullstack Developer",
        "role_slug": "full-stack-engineer",
        "skill_name": "Full-Stack Development",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 7839,
        "role_display_name": "Fullstack Developer",
        "role_slug": "full-stack-engineer",
        "skill_name": "Front-End Development",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 7840,
        "role_display_name": "Fullstack Developer",
        "role_slug": "full-stack-engineer",
        "skill_name": "Back-End Development",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 7841,
        "role_display_name": "Fullstack Developer",
        "role_slug": "full-stack-engineer",
        "skill_name": "Instructional Design",
        "status": "pending"
      }
    ],
    "queue_entry_id": null,
    "v3_pipeline_triggered": false,
    "v3_role_slug": null,
    "v3_run_id": null
  }
}
API 2 — extract-details
{
  "alias_matches": [],
  "candidate_roles": [],
  "chosen_role": {
    "display_name": "Fullstack Developer",
    "id": 15,
    "rationale": "Exact alias hit on full-stack-engineer (1.0) \u2014 no other alias at this confidence; skill_top absent does not contradict",
    "role_archetype": null,
    "slug": "full-stack-engineer",
    "source": "db"
  },
  "dimensions": [],
  "input_final_skills": [
    "Full-Stack Development",
    "Front-End Development",
    "Back-End Development",
    "Instructional Design"
  ],
  "input_llm_skills": [
    "Full-Stack Development",
    "Front-End Development",
    "Back-End Development",
    "Instructional Design"
  ],
  "new_aliases_persisted": 0,
  "run_id": "7d92d6d3-4acc-47cb-9510-07ee0ed402ce",
  "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": "Other",
          "skill_nature": "TOOL",
          "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": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Front-End Development",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Other",
          "skill_nature": "TOOL",
          "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": "front-end-development",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Back-End Development",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Other",
          "skill_nature": "TOOL",
          "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": "back-end-development",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Instructional Design",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Other",
          "skill_nature": "TOOL",
          "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": "instructional-design",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    }
  ],
  "unmatched_skills": [
    "Full-Stack Development",
    "Front-End Development",
    "Back-End Development",
    "Instructional Design"
  ]
}
API 3 — final-role-output
{
  "chosen_role": {
    "display_name": "Fullstack Developer",
    "id": 15,
    "rationale": "Exact alias hit on full-stack-engineer (1.0) \u2014 no other alias at this confidence; skill_top absent does not contradict",
    "role_archetype": null,
    "slug": "full-stack-engineer",
    "source": "db"
  },
  "chosen_role_resolution": "in_db",
  "final_input_skills": [
    {
      "skill": "Full-Stack Development",
      "tag": "new"
    },
    {
      "skill": "Front-End Development",
      "tag": "new"
    },
    {
      "skill": "Back-End Development",
      "tag": "new"
    },
    {
      "skill": "Instructional Design",
      "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": "7d92d6d3-4acc-47cb-9510-07ee0ed402ce"
}

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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