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Pipeline run

147d9071-8b05-4bbb-946b-249bc300c1db

Pipeline LLM cost (USD)
API 1: $0.0057 API 2: $0.0001 API 3: $0.0000 Total: $0.0058

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 · Performance and production support
Work with product, design, and engineering partners to build large-scale security components, focusing on quality, performance, simplicity, durability, and scalability, while also collecting and analyzing data to guide decisions.
""Design and develop large components with quality, performance, simplicity, durability, scalability, and maintainability.""
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 (2)
Office Microsoft
Skill cluster (1 dimension groups, role-scoped)
Cross-cutting / unaligned
Office Microsoft
Show KRA description ↓
• Work with other experienced Software Engineers, Product Managers, Designers and cross-functional teams to deliver high quality security solutions across platforms that ship to hundreds of millions of customers around the world. • Design and develop large components with quality, performance, simplicity, durability, scalability, and maintainability. • Contribute efforts to collect, classify, and analyze data to be used for decision-making. • Work across organizations and directly with partners both in Office and across Microsoft including other engineers and product leaders. • Embody our Culture and Values.

Signals

Skill
Alias backend-engineer
1.00
KRA flutter-developer
0.54

Post-classification

Centroidupdated · n=1380
Alias collision log#1019
New-role queue
New skills captured2
New KRA capturedyes

Captured for admin review

Office Backend Developer pending
Microsoft Backend Developer pending
R&R fragment (sim 0.00) Backend Developer pending

• Work with other experienced Software Engineers, Product Managers, Designers and cross-functional teams to deliver high quality security solutions across platforms that ship to hundreds of millions o…

Status: completed Created: 2026-05-27T16:21:43.707840Z Updated: 2026-05-27T16:22:31.669967Z API 3 duration: 2514 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 D

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

LLM2 picked backend-engineer (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

Microsoft Purview Information Protection Team builds security capabilities to help the customer discover, classify, and protect sensitive information where it lives or as it travels across different platforms, such as desktop, mobile, and web. This includes Classification, Labeling, and Protection (CLP), security policies, document encryption, Information Right Management (IRM), and Data Loss Prevention.

Do you enjoy working in a collaborative and agile environment where you can apply your technical skills and creativity into a security space and thrive on addressing real world problems? Are you passionate about security and working with other experienced Software Engineers to build complex, scalable solutions across platforms on Office Products such as Word, Excel, PowerPoint, etc. Within Microsoft Purview Information Protection Team, we are seeking a self-motivated, technically strong Software Engineer II for Mobile development (iOS & Android) to develop enterprise-grade features impacting millions of customers around the world who rely on us to protect their information and keep their data secure across platforms.

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

Responsibilities

• Work with other experienced Software Engineers, Product Managers, Designers and cross-functional teams to deliver high quality security solutions across platforms that ship to hundreds of millions of customers around the world. 
• Design and develop large components with quality, performance, simplicity, durability, scalability, and maintainability. 
• Contribute efforts to collect, classify, and analyze data to be used for decision-making. 
• Work across organizations and directly with partners both in Office and across Microsoft including other engineers and product leaders. 
• Embody our Culture and Values.


Qualifications

Required Qualifications

• Bachelor's Degree in Computer Science, or related technical discipline AND 4+ year(s) of Professional experience of mobile development experience using at least one of objective-C, Swift, Java, C++, C#.


Preferred Qualifications

• Bachelor's Degree in Computer Science OR related technical field AND 4+ years technical engineering experience with coding in languages including, but not limited to, C, C++, C#, Java, JavaScript,OR Python
• OR Master's Degree in Computer Science or related technical field AND 2+ years technical engineering experience with coding in languages including, but not limited to, C, C++, C#, Java, JavaScript, or Python
• OR equivalent experience.

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

Skills from this JD

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

Office Secondary 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
Productivity Tools
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Microsoft Secondary 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
Productivity Tools
Sub-category
general
Skill nature
PLATFORM
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED

Library artifacts (this run)

Kind Detail DB id
canonical_skill_proposed Office | type=Productivity Tools subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed Microsoft | type=Productivity Tools subtype=general nature=PLATFORM lifespan=MULTI_YEAR
nano JD Parser — gpt-4.1-nano click to toggle
RoleSoftware Engineer II
CompanyMicrosoft
Experience4+ year(s) of Professional experience of mobile development experience
DomainIT Services & Consulting
JD type pass
Show raw JSON
{
  "JD_type": "pass",
  "about_company": {
    "source_marker": {
      "first_5_words": "Microsoft\u2019s mission is to empower",
      "last_5_words": "thrive at work and beyond."
    },
    "text": "Microsoft\u2019s mission is to empower every person and every organization on the planet to achieve more. As employees we come together with a growth mindset, innovate to empower others, and collaborate to realize our shared goals. Each day we build on our values of respect, integrity, and accountability to create a culture of inclusion where everyone can thrive at work and beyond.",
    "word_count": 64
  },
  "certifications": [],
  "company_name": "Microsoft",
  "ctc": null,
  "domain": {
    "primary": {
      "aliases": [
        "ITES",
        "BPO",
        "Tech Consulting"
      ],
      "domain": "IT Services \u0026 Consulting"
    },
    "secondary": null
  },
  "education": [
    {
      "level": "Bachelor\u0027s",
      "qualification": "BTECH/BE - Computer Science (or related)",
      "raw": "Bachelor\u0027s Degree in Computer Science, or related technical discipline",
      "requirement": "required"
    },
    {
      "level": "Bachelor\u0027s",
      "qualification": "BTECH/BE - Computer Science (or related)",
      "raw": "Bachelor\u0027s Degree in Computer Science OR related technical field",
      "requirement": "preferred"
    },
    {
      "level": "Master\u0027s",
      "qualification": "MTECH/ME - Computer Science (or related)",
      "raw": "Master\u0027s Degree in Computer Science or related technical field",
      "requirement": "preferred"
    }
  ],
  "experience": {
    "max": null,
    "min": 4,
    "raw": "4+ year(s) of Professional experience of mobile development experience"
  },
  "job_locations": [],
  "role": "Software Engineer II",
  "role_aliases": [
    "Software Engineer",
    "Mobile Developer",
    "Software Developer"
  ],
  "role_archetype": "Engineering",
  "roles_and_responsibilities": [
    {
      "bullet_count": 5,
      "heading": "Responsibilities",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "\u2022 Work with other experienced",
        "last_5_words": "Embody our Culture and Values."
      },
      "text": "\u2022 Work with other experienced Software Engineers, Product Managers, Designers and cross-functional teams to deliver high quality security solutions across platforms that ship to hundreds of millions of customers around the world.\n\u2022 Design and develop large components with quality, performance, simplicity, durability, scalability, and maintainability.\n\u2022 Contribute efforts to collect, classify, and analyze data to be used for decision-making.\n\u2022 Work across organizations and directly with partners both in Office and across Microsoft including other engineers and product leaders.\n\u2022 Embody our Culture and Values.",
      "word_count": 66
    }
  ],
  "urls": []
}
API 1 — extract-from-jd click to toggle
{
  "final_skills": [
    {
      "is_primary": false,
      "skill_name": "Office"
    },
    {
      "is_primary": false,
      "skill_name": "Microsoft"
    }
  ],
  "jd_role": {
    "display_name": "Software Engineer II",
    "rationale": null,
    "role_aliases": [
      "Software Engineer",
      "Mobile Developer",
      "Software Developer"
    ],
    "role_archetype": "Engineering",
    "slug": ""
  },
  "nano_parsed": {
    "JD_type": "pass",
    "about_company": {
      "source_marker": {
        "first_5_words": "Microsoft\u2019s mission is to empower",
        "last_5_words": "thrive at work and beyond."
      },
      "text": "Microsoft\u2019s mission is to empower every person and every organization on the planet to achieve more. As employees we come together with a growth mindset, innovate to empower others, and collaborate to realize our shared goals. Each day we build on our values of respect, integrity, and accountability to create a culture of inclusion where everyone can thrive at work and beyond.",
      "word_count": 64
    },
    "certifications": [],
    "company_name": "Microsoft",
    "ctc": null,
    "domain": {
      "primary": {
        "aliases": [
          "ITES",
          "BPO",
          "Tech Consulting"
        ],
        "domain": "IT Services \u0026 Consulting"
      },
      "secondary": null
    },
    "education": [
      {
        "level": "Bachelor\u0027s",
        "qualification": "BTECH/BE - Computer Science (or related)",
        "raw": "Bachelor\u0027s Degree in Computer Science, or related technical discipline",
        "requirement": "required"
      },
      {
        "level": "Bachelor\u0027s",
        "qualification": "BTECH/BE - Computer Science (or related)",
        "raw": "Bachelor\u0027s Degree in Computer Science OR related technical field",
        "requirement": "preferred"
      },
      {
        "level": "Master\u0027s",
        "qualification": "MTECH/ME - Computer Science (or related)",
        "raw": "Master\u0027s Degree in Computer Science or related technical field",
        "requirement": "preferred"
      }
    ],
    "experience": {
      "max": null,
      "min": 4,
      "raw": "4+ year(s) of Professional experience of mobile development experience"
    },
    "job_locations": [],
    "role": "Software Engineer II",
    "role_aliases": [
      "Software Engineer",
      "Mobile Developer",
      "Software Developer"
    ],
    "role_archetype": "Engineering",
    "roles_and_responsibilities": [
      {
        "bullet_count": 5,
        "heading": "Responsibilities",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "\u2022 Work with other experienced",
          "last_5_words": "Embody our Culture and Values."
        },
        "text": "\u2022 Work with other experienced Software Engineers, Product Managers, Designers and cross-functional teams to deliver high quality security solutions across platforms that ship to hundreds of millions of customers around the world.\n\u2022 Design and develop large components with quality, performance, simplicity, durability, scalability, and maintainability.\n\u2022 Contribute efforts to collect, classify, and analyze data to be used for decision-making.\n\u2022 Work across organizations and directly with partners both in Office and across Microsoft including other engineers and product leaders.\n\u2022 Embody our Culture and Values.",
        "word_count": 66
      }
    ],
    "urls": []
  },
  "rejected": false,
  "rejection_reason": null,
  "run_id": "147d9071-8b05-4bbb-946b-249bc300c1db",
  "stage3_signals": {
    "alias_found": true,
    "alias_match_roles": [
      {
        "display_name": "Backend Developer",
        "kra_matches": null,
        "matched_count": null,
        "matched_skills": null,
        "role_id": 1,
        "score": 1.0,
        "slug": "backend-engineer",
        "total_count": null
      },
      {
        "display_name": "Android Developer",
        "kra_matches": null,
        "matched_count": null,
        "matched_skills": null,
        "role_id": 4,
        "score": 1.0,
        "slug": "android-engineer",
        "total_count": null
      },
      {
        "display_name": "Native Mobile Developer",
        "kra_matches": null,
        "matched_count": null,
        "matched_skills": null,
        "role_id": 75,
        "score": 1.0,
        "slug": "native-mobile-developer",
        "total_count": null
      }
    ],
    "kra_match_roles": [
      {
        "display_name": "Flutter Developer",
        "kra_matches": [
          {
            "kra_text": "collaborate with design, product, and backend teams",
            "sentence": "Work with other experienced Software Engineers, Product Managers, Designers and cross-functional teams to deliver high quality security solutions across platforms that ship to hundreds of millions of customers around the world.",
            "similarity": 0.5836
          },
          {
            "kra_text": "collaborate with design, product, and backend teams",
            "sentence": "Work across organizations and directly with partners both in Office and across Microsoft including other engineers and product leaders.",
            "similarity": 0.538
          },
          {
            "kra_text": "collaborate with design, product, and backend teams",
            "sentence": "Design and develop large components with quality, performance, simplicity, durability, scalability, and maintainability.",
            "similarity": 0.4976
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 74,
        "score": 0.5397,
        "slug": "flutter-developer",
        "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": "Work with other experienced Software Engineers, Product Managers, Designers and cross-functional teams to deliver high quality security solutions across platforms that ship to hundreds of millions of customers around the world.",
            "similarity": 0.5644
          },
          {
            "kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
            "sentence": "Work across organizations and directly with partners both in Office and across Microsoft including other engineers and product leaders.",
            "similarity": 0.4825
          },
          {
            "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": "Design and develop large components with quality, performance, simplicity, durability, scalability, and maintainability.",
            "similarity": 0.4695
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 15,
        "score": 0.5055,
        "slug": "full-stack-engineer",
        "total_count": null
      },
      {
        "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": "Work with other experienced Software Engineers, Product Managers, Designers and cross-functional teams to deliver high quality security solutions across platforms that ship to hundreds of millions of customers around the world.",
            "similarity": 0.4856
          },
          {
            "kra_text": "Conducts architecture reviews, approves technical design documents, and guides engineering teams through cloud migration and modernization projects.",
            "sentence": "Work across organizations and directly with partners both in Office and across Microsoft including other engineers and product leaders.",
            "similarity": 0.4758
          },
          {
            "kra_text": "Designs multi-region and multi-availability-zone cloud infrastructure architectures for high availability, fault tolerance, and horizontal scalability.",
            "sentence": "Design and develop large components with quality, performance, simplicity, durability, scalability, and maintainability.",
            "similarity": 0.4364
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 9,
        "score": 0.4659,
        "slug": "cloud-architect",
        "total_count": null
      },
      {
        "display_name": "Frontend Developer",
        "kra_matches": [
          {
            "kra_text": "Maintains reusable component libraries, design system tokens, and shared UI patterns across the application to ensure visual and behavioral consistency.",
            "sentence": "Design and develop large components with quality, performance, simplicity, durability, scalability, and maintainability.",
            "similarity": 0.519
          },
          {
            "kra_text": "Collaborates with UX designers to refine interaction details, animations, responsive breakpoints, and micro-interaction behavior.",
            "sentence": "Work with other experienced Software Engineers, Product Managers, Designers and cross-functional teams to deliver high quality security solutions across platforms that ship to hundreds of millions of customers around the world.",
            "similarity": 0.4283
          },
          {
            "kra_text": "Collaborates with UX designers to refine interaction details, animations, responsive breakpoints, and micro-interaction behavior.",
            "sentence": "Work across organizations and directly with partners both in Office and across Microsoft including other engineers and product leaders.",
            "similarity": 0.421
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 7,
        "score": 0.4561,
        "slug": "frontend-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": "Work with other experienced Software Engineers, Product Managers, Designers and cross-functional teams to deliver high quality security solutions across platforms that ship to hundreds of millions of customers around the world.",
            "similarity": 0.475
          },
          {
            "kra_text": "Collaborates with development teams to improve build processes, reduce deployment friction, containerize applications, and adopt DevOps best practices.",
            "sentence": "Work across organizations and directly with partners both in Office and across Microsoft including other engineers and product leaders.",
            "similarity": 0.4495
          },
          {
            "kra_text": "Collaborates with development teams to improve build processes, reduce deployment friction, containerize applications, and adopt DevOps best practices.",
            "sentence": "Design and develop large components with quality, performance, simplicity, durability, scalability, and maintainability.",
            "similarity": 0.4206
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 10,
        "score": 0.4484,
        "slug": "devops-engineer",
        "total_count": null
      }
    ],
    "skill_match_roles": []
  },
  "stage4_decision": {
    "alias_collision_detected": true,
    "case": "D",
    "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": 0.72,
    "is_new_role": false,
    "llm2_fired": true,
    "llm2_reasoning": "The responsibilities focus on designing and developing scalable, data-driven security solutions and APIs across platforms which best align with the Backend Developer\u2019s KRAs.",
    "matched_dimensions": [],
    "matched_kras": [],
    "matched_skills": [],
    "new_role_display_name": null,
    "new_role_slug": null,
    "queued": false,
    "reasoning": "LLM2 picked backend-engineer (confidence 0.72)",
    "sub_role": null
  },
  "stage5_updates": {
    "centroid_n_after": 1380,
    "centroid_updated": true,
    "collision_log_id": 1019,
    "new_kra_attached": {
      "best_kra_similarity": 0.0,
      "queue_id": 1460,
      "r_and_r_preview": "\u2022 Work with other experienced Software Engineers, Product Managers, Designers and cross-functional teams to deliver high quality security solutions across platforms that ship to hundreds of millions o",
      "role_display_name": "Backend Developer",
      "role_slug": "backend-engineer",
      "status": "pending"
    },
    "new_skills_attached": [
      {
        "is_primary": false,
        "queue_id": 19635,
        "role_display_name": "Backend Developer",
        "role_slug": "backend-engineer",
        "skill_name": "Office",
        "status": "pending"
      },
      {
        "is_primary": false,
        "queue_id": 19636,
        "role_display_name": "Backend Developer",
        "role_slug": "backend-engineer",
        "skill_name": "Microsoft",
        "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": "LLM2 picked backend-engineer (confidence 0.72)",
    "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": [
    "Office",
    "Microsoft"
  ],
  "input_llm_skills": [
    "Office",
    "Microsoft"
  ],
  "new_aliases_persisted": 0,
  "run_id": "147d9071-8b05-4bbb-946b-249bc300c1db",
  "skills_detail": [
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Office",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Productivity Tools",
          "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": "office",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Microsoft",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Productivity Tools",
          "skill_nature": "PLATFORM",
          "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": "microsoft",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    }
  ],
  "unmatched_skills": [
    "Office",
    "Microsoft"
  ]
}
API 3 — final-role-output
{
  "chosen_role": {
    "display_name": "Backend Developer",
    "id": 1,
    "rationale": "LLM2 picked backend-engineer (confidence 0.72)",
    "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": "Office",
      "tag": "new"
    },
    {
      "skill": "Microsoft",
      "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,
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}