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Pipeline run

f2bcc75f-21d1-4187-9903-91f9ce6cc292

Pipeline LLM cost (USD)
API 1: $0.0032 API 2: $0.0001 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: role_baseline
Nature of work · API and service implementation
Leads moderately complex software engineering work end-to-end: designs, codes, tests, debugs, documents, and deploys upgrades, resolves technical issues, and guides less experienced staff while coordinating with peers and managers on planning and escalations.
"Design, code, test, debug, and document for projects and programs associated with technology domain, including upgrades and deployments"
Tech stack maturity
Modern Cloud Native
Backend development today is typically built around cloud-hosted services, containers, CI/CD, and distributed systems, but AI is usually only an optional integration rather than the core of the role.
AI index (0 = no AI use, 5 = totally AI-dependent · v2.1)
1.80 / 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)
Software Engineering
Skill cluster (1 dimension groups, role-scoped)
Cross-cutting / unaligned
Software Engineering
Show KRA description ↓
Lead moderately complex initiatives and deliverables within technical domain environments Contribute to large scale planning of strategies Design, code, test, debug, and document for projects and programs associated with technology domain, including upgrades and deployments Review moderately complex technical challenges that require an in-depth evaluation of technologies and procedures Resolve moderately complex issues and lead a team to meet existing client needs or potential new clients needs while leveraging solid understanding of the function, policies, procedures, or compliance requirements Collaborate and consult with peers, colleagues, and mid-level managers to resolve technical challenges and achieve goals Lead projects and act as an escalation point, provide guidance and direction to less experienced staff 4+ years of Software Engineering experience, or equivalent demonstrated through one or a combination of the following: work experience, training, military experience, education Experience in Software Engineering, or equivalent demonstrated through one or a combination of the following: work experience, training, military experience, education We Value Diversity At Wells Fargo, we believe in diversity, equity and inclusion in the workplace; accordingly, we welcome applications for employment from all qualified candidates, regardless of race, color, gender, national origin, religion, age, sexual orientation, gender identity, gender expression, genetic information, individuals with disabilities, pregnancy, marital status, status as a protected veteran or any other status protected by applicable law. Employees support our focus on building strong customer relationships balanced with a strong risk mitigating and compliance-driven culture which firmly establishes those disciplines as critical to the success of our customers and company. They are accountable for execution of all applicable risk programs (Credit, Market, Financial Crimes, Operational, Regulatory Compliance), which includes effectively following and adhering to applicable Wells Fargo policies and procedures, appropriately fulfilling risk and compliance obligations, timely and effective escalation and remediation of issues, and making sound risk decisions. There is emphasis on proactive monitoring, governance, risk identification and escalation, as well as making sound risk decisions commensurate with the business unit's risk appetite and all risk and compliance program requirements.

Signals

Skill
Alias backend-engineer
1.00
KRA cloud-architect
0.52

Post-classification

Centroidupdated · n=1720
Alias collision log
New-role queue
New skills captured1
New KRA capturedyes

Captured for admin review

Software Engineering primary Backend Developer pending
R&R fragment (sim 0.00) Backend Developer pending

Lead moderately complex initiatives and deliverables within technical domain environments Contribute to large scale planning of strategies Design, code, test, debug, and document for projects and prog…

Status: completed Created: 2026-05-27T17:37:25.432919Z Updated: 2026-05-27T17:37:58.078103Z API 3 duration: 1577 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

Backend Developer

CASE A

slug: backend-engineer · id: 1 · source: db

Exact alias hit on backend-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

About This Role

Wells Fargo is seeking a Senior Software Engineer...

In This Role, You Will
Lead moderately complex initiatives and deliverables within technical domain environmentsContribute to large scale planning of strategiesDesign, code, test, debug, and document for projects and programs associated with technology domain, including upgrades and deploymentsReview moderately complex technical challenges that require an in-depth evaluation of technologies and proceduresResolve moderately complex issues and lead a team to meet existing client needs or potential new clients needs while leveraging solid understanding of the function, policies, procedures, or compliance requirementsCollaborate and consult with peers, colleagues, and mid-level managers to resolve technical challenges and achieve goalsLead projects and act as an escalation point, provide guidance and direction to less experienced staffRequired Qualifications, US:
4+ years of Software Engineering experience, or equivalent demonstrated through one or a combination of the following: work experience, training, military experience, educationRequired Qualifications, International:
Experience in Software Engineering, or equivalent demonstrated through one or a combination of the following: work experience, training, military experience, educationDesired Qualifications:
Job Expectations:
 We Value Diversity

At Wells Fargo, we believe in diversity, equity and inclusion in the workplace; accordingly, we welcome applications for employment from all qualified candidates, regardless of race, color, gender, national origin, religion, age, sexual orientation, gender identity, gender expression, genetic information, individuals with disabilities, pregnancy, marital status, status as a protected veteran or any other status protected by applicable law.

Employees support our focus on building strong customer relationships balanced with a strong risk mitigating and compliance-driven culture which firmly establishes those disciplines as critical to the success of our customers and company. They are accountable for execution of all applicable risk programs (Credit, Market, Financial Crimes, Operational, Regulatory Compliance), which includes effectively following and adhering to applicable Wells Fargo policies and procedures, appropriately fulfilling risk and compliance obligations, timely and effective escalation and remediation of issues, and making sound risk decisions. There is emphasis on proactive monitoring, governance, risk identification and escalation, as well as making sound risk decisions commensurate with the business unit's risk appetite and all risk and compliance program requirements.

Candidates applying to job openings posted in US: All qualified applicants will receive consideration for employment without regard to race, color, religion, sex, sexual orientation, gender identity, national origin, disability, or status as a protected veteran.

Candidates applying to job openings posted in Canada: Applications for employment are encouraged from all qualified candidates, including women, persons with disabilities, aboriginal peoples and visible minorities. Accommodation for applicants with disabilities is available upon request in connection with the recruitment process.

Reference Number

R-134569

Skills from this JD

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

Software Engineering 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
Soft Skills
Sub-category
general
Skill nature
PRACTICE
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED

Library artifacts (this run)

Kind Detail DB id
canonical_skill_proposed Software Engineering | type=Soft Skills subtype=general nature=PRACTICE lifespan=MULTI_YEAR
nano JD Parser — gpt-4.1-nano click to toggle
RoleSenior Software Engineer
CompanyWells Fargo
Experience4+ years of Software Engineering experience
DomainFinancial Services
JD type pass
Show raw JSON
{
  "JD_type": "pass",
  "about_company": null,
  "certifications": [],
  "company_name": "Wells Fargo",
  "ctc": null,
  "domain": {
    "primary": {
      "aliases": [
        "FinTech",
        "Banking"
      ],
      "domain": "Financial Services"
    },
    "secondary": null
  },
  "education": [],
  "experience": {
    "max": null,
    "min": 4,
    "raw": "4+ years of Software Engineering experience"
  },
  "job_locations": [],
  "role": "Senior Software Engineer",
  "role_aliases": [
    "Software Engineer",
    "SWE"
  ],
  "role_archetype": "Engineering",
  "roles_and_responsibilities": [
    {
      "bullet_count": 7,
      "heading": "In This Role, You Will",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "In This Role, You Will",
        "last_5_words": "to less experienced staff"
      },
      "text": "Lead moderately complex initiatives and deliverables within technical domain environments\nContribute to large scale planning of strategies\nDesign, code, test, debug, and document for projects and programs associated with technology domain, including upgrades and deployments\nReview moderately complex technical challenges that require an in-depth evaluation of technologies and procedures\nResolve moderately complex issues and lead a team to meet existing client needs or potential new clients needs while leveraging solid understanding of the function, policies, procedures, or compliance requirements\nCollaborate and consult with peers, colleagues, and mid-level managers to resolve technical challenges and achieve goals\nLead projects and act as an escalation point, provide guidance and direction to less experienced staff",
      "word_count": 104
    },
    {
      "bullet_count": 0,
      "heading": "Required Qualifications, US",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "4+ years of Software Engineering",
        "last_5_words": "military experience, education"
      },
      "text": "4+ years of Software Engineering experience, or equivalent demonstrated through one or a combination of the following: work experience, training, military experience, education",
      "word_count": 25
    },
    {
      "bullet_count": 0,
      "heading": "Required Qualifications, International",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "Experience in Software Engineering,",
        "last_5_words": "military experience, education"
      },
      "text": "Experience in Software Engineering, or equivalent demonstrated through one or a combination of the following: work experience, training, military experience, education",
      "word_count": 25
    },
    {
      "bullet_count": 0,
      "heading": "Desired Qualifications",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "",
        "last_5_words": ""
      },
      "text": "",
      "word_count": 0
    },
    {
      "bullet_count": 0,
      "heading": "Job Expectations",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "We Value Diversity\n\nAt Wells",
        "last_5_words": "risk appetite and all risk"
      },
      "text": "We Value Diversity\n\nAt Wells Fargo, we believe in diversity, equity and inclusion in the workplace; accordingly, we welcome applications for employment from all qualified candidates, regardless of race, color, gender, national origin, religion, age, sexual orientation, gender identity, gender expression, genetic information, individuals with disabilities, pregnancy, marital status, status as a protected veteran or any other status protected by applicable law.\n\nEmployees support our focus on building strong customer relationships balanced with a strong risk mitigating and compliance-driven culture which firmly establishes those disciplines as critical to the success of our customers and company. They are accountable for execution of all applicable risk programs (Credit, Market, Financial Crimes, Operational, Regulatory Compliance), which includes effectively following and adhering to applicable Wells Fargo policies and procedures, appropriately fulfilling risk and compliance obligations, timely and effective escalation and remediation of issues, and making sound risk decisions. There is emphasis on proactive monitoring, governance, risk identification and escalation, as well as making sound risk decisions commensurate with the business unit\u0027s risk appetite and all risk and compliance program requirements.",
      "word_count": 263
    }
  ],
  "urls": []
}
API 1 — extract-from-jd click to toggle
{
  "final_skills": [
    {
      "is_primary": true,
      "skill_name": "Software Engineering"
    }
  ],
  "jd_role": {
    "display_name": "Senior Software Engineer",
    "rationale": null,
    "role_aliases": [
      "Software Engineer",
      "SWE"
    ],
    "role_archetype": "Engineering",
    "slug": ""
  },
  "nano_parsed": {
    "JD_type": "pass",
    "about_company": null,
    "certifications": [],
    "company_name": "Wells Fargo",
    "ctc": null,
    "domain": {
      "primary": {
        "aliases": [
          "FinTech",
          "Banking"
        ],
        "domain": "Financial Services"
      },
      "secondary": null
    },
    "education": [],
    "experience": {
      "max": null,
      "min": 4,
      "raw": "4+ years of Software Engineering experience"
    },
    "job_locations": [],
    "role": "Senior Software Engineer",
    "role_aliases": [
      "Software Engineer",
      "SWE"
    ],
    "role_archetype": "Engineering",
    "roles_and_responsibilities": [
      {
        "bullet_count": 7,
        "heading": "In This Role, You Will",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "In This Role, You Will",
          "last_5_words": "to less experienced staff"
        },
        "text": "Lead moderately complex initiatives and deliverables within technical domain environments\nContribute to large scale planning of strategies\nDesign, code, test, debug, and document for projects and programs associated with technology domain, including upgrades and deployments\nReview moderately complex technical challenges that require an in-depth evaluation of technologies and procedures\nResolve moderately complex issues and lead a team to meet existing client needs or potential new clients needs while leveraging solid understanding of the function, policies, procedures, or compliance requirements\nCollaborate and consult with peers, colleagues, and mid-level managers to resolve technical challenges and achieve goals\nLead projects and act as an escalation point, provide guidance and direction to less experienced staff",
        "word_count": 104
      },
      {
        "bullet_count": 0,
        "heading": "Required Qualifications, US",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "4+ years of Software Engineering",
          "last_5_words": "military experience, education"
        },
        "text": "4+ years of Software Engineering experience, or equivalent demonstrated through one or a combination of the following: work experience, training, military experience, education",
        "word_count": 25
      },
      {
        "bullet_count": 0,
        "heading": "Required Qualifications, International",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "Experience in Software Engineering,",
          "last_5_words": "military experience, education"
        },
        "text": "Experience in Software Engineering, or equivalent demonstrated through one or a combination of the following: work experience, training, military experience, education",
        "word_count": 25
      },
      {
        "bullet_count": 0,
        "heading": "Desired Qualifications",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "",
          "last_5_words": ""
        },
        "text": "",
        "word_count": 0
      },
      {
        "bullet_count": 0,
        "heading": "Job Expectations",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "We Value Diversity\n\nAt Wells",
          "last_5_words": "risk appetite and all risk"
        },
        "text": "We Value Diversity\n\nAt Wells Fargo, we believe in diversity, equity and inclusion in the workplace; accordingly, we welcome applications for employment from all qualified candidates, regardless of race, color, gender, national origin, religion, age, sexual orientation, gender identity, gender expression, genetic information, individuals with disabilities, pregnancy, marital status, status as a protected veteran or any other status protected by applicable law.\n\nEmployees support our focus on building strong customer relationships balanced with a strong risk mitigating and compliance-driven culture which firmly establishes those disciplines as critical to the success of our customers and company. They are accountable for execution of all applicable risk programs (Credit, Market, Financial Crimes, Operational, Regulatory Compliance), which includes effectively following and adhering to applicable Wells Fargo policies and procedures, appropriately fulfilling risk and compliance obligations, timely and effective escalation and remediation of issues, and making sound risk decisions. There is emphasis on proactive monitoring, governance, risk identification and escalation, as well as making sound risk decisions commensurate with the business unit\u0027s risk appetite and all risk and compliance program requirements.",
        "word_count": 263
      }
    ],
    "urls": []
  },
  "rejected": false,
  "rejection_reason": null,
  "run_id": "f2bcc75f-21d1-4187-9903-91f9ce6cc292",
  "stage3_signals": {
    "alias_found": true,
    "alias_match_roles": [
      {
        "display_name": "Backend Developer",
        "kra_matches": null,
        "matched_count": null,
        "matched_skills": null,
        "role_id": 1,
        "score": 1.0,
        "slug": "backend-engineer",
        "total_count": null
      }
    ],
    "kra_match_roles": [
      {
        "display_name": "Cloud Architect",
        "kra_matches": [
          {
            "kra_text": "Conducts architecture reviews, approves technical design documents, and guides engineering teams through cloud migration and modernization projects.",
            "sentence": "Design, code, test, debug, and document for projects and programs associated with technology domain, including upgrades and deployments",
            "similarity": 0.5596
          },
          {
            "kra_text": "Conducts architecture reviews, approves technical design documents, and guides engineering teams through cloud migration and modernization projects.",
            "sentence": "Lead projects and act as an escalation point, provide guidance and direction to less experienced staff",
            "similarity": 0.5071
          },
          {
            "kra_text": "Establishes cloud governance guardrails including budget alerts, resource quotas, policy-as-code enforcement, and compliance posture management.",
            "sentence": "There is emphasis on proactive monitoring, governance, risk identification and escalation, as well as making sound risk decisions commensurate with the business unit\u0027s risk appetite and all risk and compliance program requirements.",
            "similarity": 0.5044
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 9,
        "score": 0.5237,
        "slug": "cloud-architect",
        "total_count": null
      },
      {
        "display_name": "Engineering Manager",
        "kra_matches": [
          {
            "kra_text": "facilitate technical and delivery decisions",
            "sentence": "Lead moderately complex initiatives and deliverables within technical domain environments",
            "similarity": 0.5277
          },
          {
            "kra_text": "Set team goals and delivery plans",
            "sentence": "Contribute to large scale planning of strategies",
            "similarity": 0.5113
          },
          {
            "kra_text": "facilitate technical and delivery decisions",
            "sentence": "Collaborate and consult with peers, colleagues, and mid-level managers to resolve technical challenges and achieve goals",
            "similarity": 0.4932
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 121,
        "score": 0.5107,
        "slug": "engineering-manager",
        "total_count": null
      },
      {
        "display_name": "Flutter Developer",
        "kra_matches": [
          {
            "kra_text": "collaborate with design, product, and backend teams",
            "sentence": "Collaborate and consult with peers, colleagues, and mid-level managers to resolve technical challenges and achieve goals",
            "similarity": 0.5875
          },
          {
            "kra_text": "collaborate with design, product, and backend teams",
            "sentence": "Design, code, test, debug, and document for projects and programs associated with technology domain, including upgrades and deployments",
            "similarity": 0.5134
          },
          {
            "kra_text": "collaborate with design, product, and backend teams",
            "sentence": "Lead projects and act as an escalation point, provide guidance and direction to less experienced staff",
            "similarity": 0.4254
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 74,
        "score": 0.5088,
        "slug": "flutter-developer",
        "total_count": null
      },
      {
        "display_name": "Cyber Security Engineer",
        "kra_matches": [
          {
            "kra_text": "Reviews and enforces access control policies, privilege escalation procedures, role-based access control, and identity governance workflows.",
            "sentence": "There is emphasis on proactive monitoring, governance, risk identification and escalation, as well as making sound risk decisions commensurate with the business unit\u0027s risk appetite and all risk and compliance program requirements.",
            "similarity": 0.5133
          },
          {
            "kra_text": "Leads security incident response investigations including forensic analysis, malware triage, containment actions, and post-incident remediation coordination.",
            "sentence": "Lead projects and act as an escalation point, provide guidance and direction to less experienced staff",
            "similarity": 0.478
          },
          {
            "kra_text": "Performs threat modeling, security architecture reviews, and quantitative risk analysis for new product features and infrastructure changes.",
            "sentence": "Review moderately complex technical challenges that require an in-depth evaluation of technologies and procedures",
            "similarity": 0.4677
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 5,
        "score": 0.4863,
        "slug": "cybersecurity-engineer",
        "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": "Design, code, test, debug, and document for projects and programs associated with technology domain, including upgrades and deployments",
            "similarity": 0.5152
          },
          {
            "kra_text": "Collaborates with development teams to improve build processes, reduce deployment friction, containerize applications, and adopt DevOps best practices.",
            "sentence": "Collaborate and consult with peers, colleagues, and mid-level managers to resolve technical challenges and achieve goals",
            "similarity": 0.4915
          },
          {
            "kra_text": "Collaborates with development teams to improve build processes, reduce deployment friction, containerize applications, and adopt DevOps best practices.",
            "sentence": "Lead moderately complex initiatives and deliverables within technical domain environments",
            "similarity": 0.4492
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 10,
        "score": 0.4853,
        "slug": "devops-engineer",
        "total_count": null
      }
    ],
    "skill_match_roles": []
  },
  "stage4_decision": {
    "alias_collision_detected": false,
    "case": "A",
    "chosen_role": {
      "display_name": "Backend Developer",
      "kra_matches": null,
      "matched_count": null,
      "matched_skills": null,
      "role_id": 1,
      "score": 1.0,
      "slug": "backend-engineer",
      "total_count": null
    },
    "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 backend-engineer (1.0) \u2014 no other alias at this confidence; skill_top absent does not contradict",
    "sub_role": null
  },
  "stage5_updates": {
    "centroid_n_after": 1720,
    "centroid_updated": true,
    "collision_log_id": null,
    "new_kra_attached": {
      "best_kra_similarity": 0.0,
      "queue_id": 1891,
      "r_and_r_preview": "Lead moderately complex initiatives and deliverables within technical domain environments\nContribute to large scale planning of strategies\nDesign, code, test, debug, and document for projects and prog",
      "role_display_name": "Backend Developer",
      "role_slug": "backend-engineer",
      "status": "pending"
    },
    "new_skills_attached": [
      {
        "is_primary": true,
        "queue_id": 24546,
        "role_display_name": "Backend Developer",
        "role_slug": "backend-engineer",
        "skill_name": "Software Engineering",
        "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": "Backend Developer",
    "id": 1,
    "rationale": "Exact alias hit on backend-engineer (1.0) \u2014 no other alias at this confidence; skill_top absent does not contradict",
    "role_archetype": "A Backend Engineer designs, builds, and maintains the server-side logic and data handling that power applications and services. They focus on implementing reliable business functionality, integrating with other systems, and ensuring the backend is scalable, maintainable, and observable.",
    "slug": "backend-engineer",
    "source": "db"
  },
  "dimensions": [],
  "input_final_skills": [
    "Software Engineering"
  ],
  "input_llm_skills": [
    "Software Engineering"
  ],
  "new_aliases_persisted": 0,
  "run_id": "f2bcc75f-21d1-4187-9903-91f9ce6cc292",
  "skills_detail": [
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Software Engineering",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Soft Skills",
          "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": "software-engineering",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    }
  ],
  "unmatched_skills": [
    "Software Engineering"
  ]
}
API 3 — final-role-output
{
  "chosen_role": {
    "display_name": "Backend Developer",
    "id": 1,
    "rationale": "Exact alias hit on backend-engineer (1.0) \u2014 no other alias at this confidence; skill_top absent does not contradict",
    "role_archetype": "A Backend Engineer designs, builds, and maintains the server-side logic and data handling that power applications and services. They focus on implementing reliable business functionality, integrating with other systems, and ensuring the backend is scalable, maintainable, and observable.",
    "slug": "backend-engineer",
    "source": "db"
  },
  "chosen_role_resolution": "in_db",
  "final_input_skills": [
    {
      "skill": "Software Engineering",
      "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,
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}