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Pipeline run

1cbd7da5-41db-4004-b60b-5b8ba99f8080

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

Client output enrichment

v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA description
SPARSE JD sources · ai_index: jd · nature_of_work: jd · tech_stack_maturity: jd
Nature of work · software development
Independently analyze cross-functional requirements, design scalable software components, troubleshoot complex issues, and document solutions/processes while contributing in agile team discussions and guiding junior members.
"Collaborate with cross-functional teams to gather and analyze requirements for custom software development."
Tech stack maturity
Mainstream Modern
An Engineering Manager role with agile as the primary skill most commonly aligns with modern team delivery practices rather than legacy or bleeding-edge technology stacks.
AI index (0 = no AI use, 5 = totally AI-dependent · v2.1)
0.00 / 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)
Software Concepts, Patterns & Practices
Agile
Show KRA description ↓
Expected to perform independently and become an SME. Required active participation/contribution in team discussions. Contribute in providing solutions to work related problems. Collaborate with cross-functional teams to gather and analyze requirements for custom software development. Assist in documenting software design and development processes to support knowledge sharing and future maintenance. Support junior team members by providing guidance and sharing best practices to enhance their technical growth. Must To Have Skills: Proficiency in Environment Health and Safety. Strong knowledge of software development life cycle and agile methodologies. Experience in designing and implementing scalable software components. Ability to troubleshoot and resolve complex technical issues effectively. Familiarity with modern programming languages and development frameworks. Good communication skills to collaborate effectively within diverse teams.

Signals

Skill engineering-manager
1.00
Alias
KRA flutter-developer
0.51

Post-classification

Centroidupdated · n=15
Alias collision log
New-role queue
New skills captured0
New KRA capturedyes

Captured for admin review

R&R fragment (sim 0.00) Engineering Manager pending

Expected to perform independently and become an SME. Required active participation/contribution in team discussions. Contribute in providing solutions to work related problems. Collaborate with cross-…

Status: completed Created: 2026-07-01T06:23:32.337320Z Updated: 2026-07-01T06:23:35.260671Z API 3 duration: 67 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

Engineering Manager

CASE D

slug: engineering-manager · id: 121 · source: db

LLM2 picked engineering-manager (confidence 0.72)

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

About the job
Project Role : Custom Software Engineer

Project Role Description : Develop custom software solutions to design, code, and enhance components across systems or applications. Use modern frameworks and agile practices to deliver scalable, high-performing solutions tailored to specific business needs.

Must have skills : Environment Health and Safety

Good to have skills : NA

Educational Qualification : Min 15 years of full time education

Summary:

As a Custom Software Engineer, a typical day involves creating tailored software solutions by designing, coding, and improving various components within systems or applications. The role requires working with contemporary frameworks and following agile methodologies to ensure the delivery of scalable and efficient software that meets unique business requirements. Collaboration with team members and adapting to evolving project needs are integral parts of the daily workflow, fostering innovation and continuous improvement in software development processes.

Roles & Responsibilities:

 Expected to perform independently and become an SME.
 Required active participation/contribution in team discussions.
 Contribute in providing solutions to work related problems.
 Collaborate with cross-functional teams to gather and analyze requirements for custom software development.
 Assist in documenting software design and development processes to support knowledge sharing and future maintenance.
 Support junior team members by providing guidance and sharing best practices to enhance their technical growth.


Professional & Technical Skills:

 Must To Have Skills: Proficiency in Environment Health and Safety.
 Strong knowledge of software development life cycle and agile methodologies.
 Experience in designing and implementing scalable software components.
 Ability to troubleshoot and resolve complex technical issues effectively.
 Familiarity with modern programming languages and development frameworks.
 Good communication skills to collaborate effectively within diverse teams.


Additional Information:

 The candidate should have minimum 3 years of experience in Environment Health and Safety.
 This position is based at our Coimbatore office.
 A Min 15 years of full time education is required.


, Min 15 years of full time education

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
3594
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • React Frontend Development Catalog dimension db id 96

    Library dimension (catalog)

  • Software Concepts, Patterns & Practices Catalog dimension db id 478

    Library dimension (catalog)

    Roles linked in library: Engineering Manager

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)
Software Concepts, Patterns & Practices
software-concepts-patterns-practices
Existing dimension (library) · Role↔dimension saved

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)
Agile in_db
Software Concepts, Patterns & Practices
software-concepts-patterns-practices
Existing dimension (library) · Role↔dimension saved

Library artifacts (this run)

No artifact rows for this run.
nano JD Parser — gpt-4.1-nano click to toggle
RoleCustom Software Engineer
Experienceminimum 3 years of experience in Environment Health and Safety
DomainOther
Location Coimbatore, India (onsite)
JD type pass
Show raw JSON
{
  "JD_type": "pass",
  "about_company": null,
  "ai_kras": [],
  "certifications": [],
  "company_name": null,
  "ctc": null,
  "domain": {
    "primary": {
      "aliases": [],
      "domain": "Other"
    },
    "secondary": null
  },
  "education": [
    {
      "level": "null",
      "qualification": "null - null",
      "raw": "Min 15 years of full time education",
      "requirement": "required"
    }
  ],
  "experience": {
    "max": null,
    "min": 3,
    "raw": "minimum 3 years of experience in Environment Health and Safety"
  },
  "job_locations": [
    {
      "aliases": [],
      "city": "Coimbatore",
      "country": "India",
      "state": null,
      "work_mode": "onsite"
    }
  ],
  "role": "Custom Software Engineer",
  "role_aliases": [
    {
      "name": "Software Engineer",
      "reasoning": "generalized form of the picked role",
      "relation": "synonym"
    },
    {
      "name": "Software Developer",
      "reasoning": "common industry alt for the same archetype",
      "relation": "synonym"
    },
    {
      "name": "Custom Software Developer",
      "reasoning": "specific focus on custom software solutions",
      "relation": "synonym"
    }
  ],
  "role_archetype": "Engineering",
  "roles_and_responsibilities": [
    {
      "bullet_count": 6,
      "heading": "Roles \u0026 Responsibilities",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "Expected to perform independently and",
        "last_5_words": "enhance their technical growth."
      },
      "text": "Expected to perform independently and become an SME.\nRequired active participation/contribution in team discussions.\nContribute in providing solutions to work related problems.\nCollaborate with cross-functional teams to gather and analyze requirements for custom software development.\nAssist in documenting software design and development processes to support knowledge sharing and future maintenance.\nSupport junior team members by providing guidance and sharing best practices to enhance their technical growth.",
      "word_count": 56
    },
    {
      "bullet_count": 6,
      "heading": "Professional \u0026 Technical Skills",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "Must To Have Skills: Proficiency",
        "last_5_words": "effectively within diverse teams."
      },
      "text": "Must To Have Skills: Proficiency in Environment Health and Safety.\nStrong knowledge of software development life cycle and agile methodologies.\nExperience in designing and implementing scalable software components.\nAbility to troubleshoot and resolve complex technical issues effectively.\nFamiliarity with modern programming languages and development frameworks.\nGood communication skills to collaborate effectively within diverse teams.",
      "word_count": 66
    }
  ],
  "urls": []
}
API 1 — extract-from-jd click to toggle
{
  "final_skills": [
    {
      "is_primary": true,
      "skill_name": "Agile"
    }
  ],
  "jd_role": {
    "display_name": "Custom Software Engineer",
    "rationale": null,
    "role_aliases": [
      "Software Engineer",
      "Software Developer",
      "Custom Software Developer"
    ],
    "role_archetype": "Engineering",
    "slug": ""
  },
  "nano_parsed": {
    "JD_type": "pass",
    "about_company": null,
    "ai_kras": [],
    "certifications": [],
    "company_name": null,
    "ctc": null,
    "domain": {
      "primary": {
        "aliases": [],
        "domain": "Other"
      },
      "secondary": null
    },
    "education": [
      {
        "level": "null",
        "qualification": "null - null",
        "raw": "Min 15 years of full time education",
        "requirement": "required"
      }
    ],
    "experience": {
      "max": null,
      "min": 3,
      "raw": "minimum 3 years of experience in Environment Health and Safety"
    },
    "job_locations": [
      {
        "aliases": [],
        "city": "Coimbatore",
        "country": "India",
        "state": null,
        "work_mode": "onsite"
      }
    ],
    "role": "Custom Software Engineer",
    "role_aliases": [
      {
        "name": "Software Engineer",
        "reasoning": "generalized form of the picked role",
        "relation": "synonym"
      },
      {
        "name": "Software Developer",
        "reasoning": "common industry alt for the same archetype",
        "relation": "synonym"
      },
      {
        "name": "Custom Software Developer",
        "reasoning": "specific focus on custom software solutions",
        "relation": "synonym"
      }
    ],
    "role_archetype": "Engineering",
    "roles_and_responsibilities": [
      {
        "bullet_count": 6,
        "heading": "Roles \u0026 Responsibilities",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "Expected to perform independently and",
          "last_5_words": "enhance their technical growth."
        },
        "text": "Expected to perform independently and become an SME.\nRequired active participation/contribution in team discussions.\nContribute in providing solutions to work related problems.\nCollaborate with cross-functional teams to gather and analyze requirements for custom software development.\nAssist in documenting software design and development processes to support knowledge sharing and future maintenance.\nSupport junior team members by providing guidance and sharing best practices to enhance their technical growth.",
        "word_count": 56
      },
      {
        "bullet_count": 6,
        "heading": "Professional \u0026 Technical Skills",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "Must To Have Skills: Proficiency",
          "last_5_words": "effectively within diverse teams."
        },
        "text": "Must To Have Skills: Proficiency in Environment Health and Safety.\nStrong knowledge of software development life cycle and agile methodologies.\nExperience in designing and implementing scalable software components.\nAbility to troubleshoot and resolve complex technical issues effectively.\nFamiliarity with modern programming languages and development frameworks.\nGood communication skills to collaborate effectively within diverse teams.",
        "word_count": 66
      }
    ],
    "urls": []
  },
  "rejected": false,
  "rejection_reason": null,
  "run_id": "1cbd7da5-41db-4004-b60b-5b8ba99f8080",
  "stage3_signals": {
    "alias_found": false,
    "alias_match_roles": [],
    "kra_match_roles": [
      {
        "display_name": "Flutter Developer",
        "kra_matches": [
          {
            "kra_text": "collaborate with design, product, and backend teams",
            "sentence": "Collaborate with cross-functional teams to gather and analyze requirements for custom software development.",
            "similarity": 0.5923
          },
          {
            "kra_text": "collaborate with design, product, and backend teams",
            "sentence": "Assist in documenting software design and development processes to support knowledge sharing and future maintenance.",
            "similarity": 0.4938
          },
          {
            "kra_text": "collaborate with design, product, and backend teams",
            "sentence": "Good communication skills to collaborate effectively within diverse teams.",
            "similarity": 0.4496
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 74,
        "score": 0.5119,
        "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": "Collaborate with cross-functional teams to gather and analyze requirements for custom software development.",
            "similarity": 0.5168
          },
          {
            "kra_text": "Writes runbooks, deployment guides, incident playbooks, and infrastructure documentation to support operations and knowledge sharing.",
            "sentence": "Assist in documenting software design and development processes to support knowledge sharing and future maintenance.",
            "similarity": 0.5059
          },
          {
            "kra_text": "Responds to deployment failures, infrastructure incidents, and environment misconfiguration issues to restore service availability and prevent recurrence.",
            "sentence": "Ability to troubleshoot and resolve complex technical issues effectively.",
            "similarity": 0.4825
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 10,
        "score": 0.5017,
        "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": "Collaborate with cross-functional teams to gather and analyze requirements for custom software development.",
            "similarity": 0.5734
          },
          {
            "kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
            "sentence": "Assist in documenting software design and development processes to support knowledge sharing and future maintenance.",
            "similarity": 0.4809
          },
          {
            "kra_text": "Debugs full-stack issues that span frontend rendering, API behavior, database queries, and infrastructure configuration to identify root causes.",
            "sentence": "Ability to troubleshoot and resolve complex technical issues effectively.",
            "similarity": 0.4334
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 15,
        "score": 0.4959,
        "slug": "full-stack-engineer",
        "total_count": null
      },
      {
        "display_name": "Pega Developer",
        "kra_matches": [
          {
            "kra_text": "defect troubleshooting and resolution",
            "sentence": "Ability to troubleshoot and resolve complex technical issues effectively.",
            "similarity": 0.5283
          },
          {
            "kra_text": "Requirements analysis and process translation",
            "sentence": "Collaborate with cross-functional teams to gather and analyze requirements for custom software development.",
            "similarity": 0.4737
          },
          {
            "kra_text": "Requirements analysis and process translation",
            "sentence": "Assist in documenting software design and development processes to support knowledge sharing and future maintenance.",
            "similarity": 0.4348
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 24,
        "score": 0.4789,
        "slug": "pega-developer",
        "total_count": null
      },
      {
        "display_name": "Angular Frontend Developer",
        "kra_matches": [
          {
            "kra_text": "collaboration with design and QA",
            "sentence": "Collaborate with cross-functional teams to gather and analyze requirements for custom software development.",
            "similarity": 0.5206
          },
          {
            "kra_text": "collaboration with design and QA",
            "sentence": "Assist in documenting software design and development processes to support knowledge sharing and future maintenance.",
            "similarity": 0.4993
          },
          {
            "kra_text": "defect diagnosis and fixes",
            "sentence": "Ability to troubleshoot and resolve complex technical issues effectively.",
            "similarity": 0.4038
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 90,
        "score": 0.4746,
        "slug": "angular-frontend-developer",
        "total_count": null
      }
    ],
    "skill_match_roles": [
      {
        "display_name": "Engineering Manager",
        "kra_matches": null,
        "matched_count": 1,
        "matched_skills": [
          "Agile"
        ],
        "role_id": 121,
        "score": 1.0,
        "slug": "engineering-manager",
        "total_count": 1
      }
    ]
  },
  "stage4_decision": {
    "alias_collision_detected": false,
    "case": "D",
    "chosen_role": {
      "display_name": "Engineering Manager",
      "kra_matches": null,
      "matched_count": null,
      "matched_skills": null,
      "role_id": 121,
      "score": 1.0,
      "slug": "engineering-manager",
      "total_count": null
    },
    "confidence": 0.72,
    "consensus_evidence": {},
    "is_new_role": false,
    "llm2_fired": true,
    "llm2_reasoning": "The responsibilities emphasize cross-functional collaboration, mentorship of junior team members, SME growth, and overseeing design processes\u2014matching an engineering manager rather than a specialist Flutter developer.",
    "matched_dimensions": [],
    "matched_kras": [],
    "matched_skills": [],
    "new_role_display_name": null,
    "new_role_domain": null,
    "new_role_slug": null,
    "queued": false,
    "reasoning": "LLM2 picked engineering-manager (confidence 0.72)",
    "role_aliases": [],
    "sub_role": null
  },
  "stage5_updates": {
    "centroid_n_after": 15,
    "centroid_updated": true,
    "collision_log_id": null,
    "new_kra_attached": {
      "best_kra_similarity": 0.0,
      "queue_id": 2051,
      "r_and_r_preview": "Expected to perform independently and become an SME.\nRequired active participation/contribution in team discussions.\nContribute in providing solutions to work related problems.\nCollaborate with cross-",
      "role_display_name": "Engineering Manager",
      "role_slug": "engineering-manager",
      "status": "pending"
    },
    "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": 3594,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "matched_via": "alias"
    }
  ],
  "candidate_roles": [
    {
      "display_name": "Engineering Manager",
      "id": 121,
      "rationale": null,
      "role_archetype": null,
      "slug": "engineering-manager",
      "source": "db"
    }
  ],
  "chosen_role": {
    "display_name": "Engineering Manager",
    "id": 121,
    "rationale": "LLM2 picked engineering-manager (confidence 0.72)",
    "role_archetype": null,
    "slug": "engineering-manager",
    "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": []
    },
    {
      "dimension": {
        "difficulty_hint": "well_known",
        "display_name": "Software Concepts, Patterns \u0026 Practices",
        "id": 478,
        "rationale": "Champion foundational software design patterns, development methodologies, and engineering best practices.",
        "slug": "software-concepts-patterns-practices",
        "source": "db"
      },
      "input_skill": "Agile",
      "llm_role": null,
      "roles_from_db": [
        {
          "display_name": "Engineering Manager",
          "id": 121,
          "rationale": null,
          "role_archetype": null,
          "slug": "engineering-manager",
          "source": "db"
        }
      ]
    }
  ],
  "input_final_skills": [
    "Agile"
  ],
  "input_llm_skills": [
    "Agile"
  ],
  "new_aliases_persisted": 0,
  "run_id": "1cbd7da5-41db-4004-b60b-5b8ba99f8080",
  "skills_detail": [
    {
      "aliases_in_db": [
        {
          "alias_text": "Agile",
          "alias_type": "CANONICAL",
          "id": 868,
          "is_primary": true,
          "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": 3594,
        "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": []
        },
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "Software Concepts, Patterns \u0026 Practices",
            "id": 478,
            "rationale": "Champion foundational software design patterns, development methodologies, and engineering best practices.",
            "slug": "software-concepts-patterns-practices",
            "source": "db"
          },
          "input_skill": "Agile",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "Engineering Manager",
              "id": 121,
              "rationale": null,
              "role_archetype": null,
              "slug": "engineering-manager",
              "source": "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": "Engineering Manager",
    "id": 121,
    "rationale": "LLM2 picked engineering-manager (confidence 0.72)",
    "role_archetype": null,
    "slug": "engineering-manager",
    "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": 121,
        "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
      },
      {
        "chosen_role_id": 121,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Software Concepts, Patterns \u0026 Practices",
          "id": 478,
          "rationale": "Champion foundational software design patterns, development methodologies, and engineering best practices.",
          "slug": "software-concepts-patterns-practices",
          "source": "db"
        },
        "dimension_id": 478,
        "input_skill": "Agile",
        "llm_role": null,
        "matched_chosen_role": true,
        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension saved",
        "role_dimension_saved": true,
        "roles_from_db": [
          {
            "display_name": "Engineering Manager",
            "id": 121,
            "rationale": null,
            "role_archetype": null,
            "slug": "engineering-manager",
            "source": "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": "1cbd7da5-41db-4004-b60b-5b8ba99f8080"
}

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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