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Pipeline run

9f97baee-07c2-417f-bd9b-4f4567bb98ae

Pipeline LLM cost (USD)
API 1: $0.0096 API 2: $0.0001 API 3: $0.0000 Total: $0.0097

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 · Integration and event handling
Build reusable SDK components and integrated solutions, writing testable code to handle large datasets efficiently while documenting public APIs and using metrics to track performance and availability.
"Engage with internal and external teams for building integrated solutions."
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)
SDK Analytics
Skill cluster (1 dimension groups, role-scoped)
Cross-cutting / unaligned
SDK Analytics
Show KRA description ↓
• Design and implement reusable and modular components that fit into existing applications and services. • Break down a large problem into smaller components and provide a clear solution for each piece. • Build highly efficient solutions that support processing large datasets. • Develop robust software by writing testable and maintainable code. • Leverage analytics to measure performance and monitor availability. • Write public-facing SDK documentation. • Engage with internal and external teams for building integrated solutions.

Signals

Skill
Alias
KRA flutter-developer
0.54

Post-classification

Centroidupdated · n=1583
Alias collision log
New-role queue
New skills captured1
New KRA capturedyes

Captured for admin review

SDK primary Backend Developer pending
R&R fragment (sim 0.00) Backend Developer pending

• Design and implement reusable and modular components that fit into existing applications and services. • Break down a large problem into smaller components and provide a clear solution for each piec…

Status: completed Created: 2026-05-27T16:51:23.368689Z Updated: 2026-05-27T16:52:31.536621Z API 3 duration: 3703 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

domain · Software Engineering CASE DOMAIN

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

Domain=Software Engineering; The JD emphasizes reusable modular components, efficient large-dataset processing, testable maintainable code, analytics, SDK documentation, and integrated solutions, which align best with backend software engineering.

Matched skills

analyticsSDK documentation

Matched dimensions

Backend Software DevelopmentScalable Data ProcessingTestable and Maintainable CodePerformance Monitoring and ObservabilityAPI/Integration Solutions

Matched KRAs

Design and implement reusable and modular componentsBreak down a large problem into smaller componentsBuild highly efficient solutions that support processing large datasetsDevelop robust software by writing testable and maintainable codeLeverage analytics to measure performance and monitor availabilityWrite public-facing SDK documentationEngage with internal and external teams for building integrated solutions

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

THIS IS A 5+ Month CONTRACT POSITION WITH ONE OF THE LARGEST, GLOBAL, TECHNOLOGY LEADER. 


Our large, Fortune client is ranked as one of the best companies to work with, in the world. The client fosters progressive culture, creativity, and a Flexible work environment. They use cutting-edge technologies to keep themselves ahead of the curve. Diversity in all aspects is respected. Integrity, experience, honesty, people, humanity, and passion for excellence are some other adjectives that define this global technology leader.


We are looking for candidate with 5-7 years of overall experience and 5+ years of relevant experience in C#, .NET 4.8 / .NET 8, msTest / vsTest / xUnit / nUnit


Qualifications
• 5+ years of hands-on software development experience in C#, along with more current experience on .NET 4.8 / 8.
• Experience in writing Unit tests and Integration tests using msTest/vsTest/xUnit/nUnit.
• Experience consuming HTTP any other types of APIs.
• Experience with using Jenkins and/or other CI/CD tools.
• Experience working on multi-threading and concurrent programming patterns.
• Experience with desktop (windows) centric development.
• Comfortable working in Linux and Windows environment.
• BS in Computer Science or related field, or equivalent work experience.


Preferred Qualifications:
• Experience with CAD, 3D and 2D Geometry.
• Experience contributing to community-driven libraries/SDKs.
• Experience with Agile software development practices.


Responsibilities
• Design and implement reusable and modular components that fit into existing applications and services.
• Break down a large problem into smaller components and provide a clear solution for each piece.
• Build highly efficient solutions that support processing large datasets.
• Develop robust software by writing testable and maintainable code.
• Leverage analytics to measure performance and monitor availability.
• Write public-facing SDK documentation.
• Engage with internal and external teams for building integrated solutions.

Skills from this JD

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

SDK 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
Development Tools
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Analytics Secondary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Analytics id=1664 · analytics

Aliases — catalog

  • Analytics (CANONICAL)

Context tags (catalog)

A/B testing ETL KPI Python R SQL business intelligence dashboards data mining data storytelling data visualization data warehousing machine learning predictive modeling statistical analysis

Stored enrichment (catalog DB)

Category
Domain
Sub-category
Analytics
Confidence
0.94
Version strategy
NOT_APPLICABLE

Maturity reasoning: Analytics appears in a large share of data, product, and BI job descriptions, and major vendors (Google Analytics, Adobe Analytics, Power BI) continue to invest heavily in the category.

Skill profile (library / DB)

Skill nature
CONCEPT
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
37
Sub-category id
1257
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • React Frontend Development Catalog dimension db id 96

    Library dimension (catalog)

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)

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
Analytics in_db
React Frontend Development
d_init_01
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)

Library artifacts (this run)

Kind Detail DB id
canonical_skill_proposed SDK | type=Development Tools subtype=general nature=TOOL lifespan=MULTI_YEAR
nano JD Parser — gpt-4.1-nano click to toggle
RoleSoftware Developer
CompanyFortune client
Experience5-7 years of overall experience
DomainIT Services & Consulting
JD type pass
Show raw JSON
{
  "JD_type": "pass",
  "about_company": {
    "source_marker": {
      "first_5_words": "Our large, Fortune client is",
      "last_5_words": "define this global technology leader."
    },
    "text": "Our large, Fortune client is ranked as one of the best companies to work with, in the world. The client fosters progressive culture, creativity, and a Flexible work environment. They use cutting-edge technologies to keep themselves ahead of the curve. Diversity in all aspects is respected. Integrity, experience, honesty, people, humanity, and passion for excellence are some other adjectives that define this global technology leader.",
    "word_count": 64
  },
  "certifications": [],
  "company_name": "Fortune client",
  "ctc": null,
  "domain": {
    "primary": {
      "aliases": [
        "ITES",
        "BPO"
      ],
      "domain": "IT Services \u0026 Consulting"
    },
    "secondary": null
  },
  "education": [
    {
      "level": "Bachelor\u0027s",
      "qualification": "BTECH/BE - Computer Science (or related)",
      "raw": "BS in Computer Science or related field, or equivalent work experience",
      "requirement": "required"
    }
  ],
  "experience": {
    "max": 7,
    "min": 5,
    "raw": "5-7 years of overall experience"
  },
  "job_locations": [],
  "role": "Software Developer",
  "role_aliases": [
    "Software Engineer",
    "SDE",
    "Developer"
  ],
  "role_archetype": "Engineering",
  "roles_and_responsibilities": [
    {
      "bullet_count": 7,
      "heading": "Responsibilities",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "\u2022 Design and implement reusable",
        "last_5_words": "for building integrated solutions."
      },
      "text": "\u2022 Design and implement reusable and modular components that fit into existing applications and services.\n\u2022 Break down a large problem into smaller components and provide a clear solution for each piece.\n\u2022 Build highly efficient solutions that support processing large datasets.\n\u2022 Develop robust software by writing testable and maintainable code.\n\u2022 Leverage analytics to measure performance and monitor availability.\n\u2022 Write public-facing SDK documentation.\n\u2022 Engage with internal and external teams for building integrated solutions.",
      "word_count": 66
    }
  ],
  "urls": []
}
API 1 — extract-from-jd click to toggle
{
  "final_skills": [
    {
      "is_primary": true,
      "skill_name": "SDK"
    },
    {
      "is_primary": false,
      "skill_name": "Analytics"
    }
  ],
  "jd_role": {
    "display_name": "Software Developer",
    "rationale": null,
    "role_aliases": [
      "Software Engineer",
      "SDE",
      "Developer"
    ],
    "role_archetype": "Engineering",
    "slug": ""
  },
  "nano_parsed": {
    "JD_type": "pass",
    "about_company": {
      "source_marker": {
        "first_5_words": "Our large, Fortune client is",
        "last_5_words": "define this global technology leader."
      },
      "text": "Our large, Fortune client is ranked as one of the best companies to work with, in the world. The client fosters progressive culture, creativity, and a Flexible work environment. They use cutting-edge technologies to keep themselves ahead of the curve. Diversity in all aspects is respected. Integrity, experience, honesty, people, humanity, and passion for excellence are some other adjectives that define this global technology leader.",
      "word_count": 64
    },
    "certifications": [],
    "company_name": "Fortune client",
    "ctc": null,
    "domain": {
      "primary": {
        "aliases": [
          "ITES",
          "BPO"
        ],
        "domain": "IT Services \u0026 Consulting"
      },
      "secondary": null
    },
    "education": [
      {
        "level": "Bachelor\u0027s",
        "qualification": "BTECH/BE - Computer Science (or related)",
        "raw": "BS in Computer Science or related field, or equivalent work experience",
        "requirement": "required"
      }
    ],
    "experience": {
      "max": 7,
      "min": 5,
      "raw": "5-7 years of overall experience"
    },
    "job_locations": [],
    "role": "Software Developer",
    "role_aliases": [
      "Software Engineer",
      "SDE",
      "Developer"
    ],
    "role_archetype": "Engineering",
    "roles_and_responsibilities": [
      {
        "bullet_count": 7,
        "heading": "Responsibilities",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "\u2022 Design and implement reusable",
          "last_5_words": "for building integrated solutions."
        },
        "text": "\u2022 Design and implement reusable and modular components that fit into existing applications and services.\n\u2022 Break down a large problem into smaller components and provide a clear solution for each piece.\n\u2022 Build highly efficient solutions that support processing large datasets.\n\u2022 Develop robust software by writing testable and maintainable code.\n\u2022 Leverage analytics to measure performance and monitor availability.\n\u2022 Write public-facing SDK documentation.\n\u2022 Engage with internal and external teams for building integrated solutions.",
        "word_count": 66
      }
    ],
    "urls": []
  },
  "rejected": false,
  "rejection_reason": null,
  "run_id": "9f97baee-07c2-417f-bd9b-4f4567bb98ae",
  "stage3_signals": {
    "alias_found": false,
    "alias_match_roles": [],
    "kra_match_roles": [
      {
        "display_name": "Flutter Developer",
        "kra_matches": [
          {
            "kra_text": "structure reusable application code",
            "sentence": "Design and implement reusable and modular components that fit into existing applications and services.",
            "similarity": 0.598
          },
          {
            "kra_text": "collaborate with design, product, and backend teams",
            "sentence": "Engage with internal and external teams for building integrated solutions.",
            "similarity": 0.5507
          },
          {
            "kra_text": "optimize responsiveness and performance",
            "sentence": "Leverage analytics to measure performance and monitor availability.",
            "similarity": 0.4757
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 74,
        "score": 0.5415,
        "slug": "flutter-developer",
        "total_count": null
      },
      {
        "display_name": ".NET Backend Developer",
        "kra_matches": [
          {
            "kra_text": "internal and third-party system integration",
            "sentence": "Engage with internal and external teams for building integrated solutions.",
            "similarity": 0.5701
          },
          {
            "kra_text": "service interface design and implementation",
            "sentence": "Design and implement reusable and modular components that fit into existing applications and services.",
            "similarity": 0.5143
          },
          {
            "kra_text": "backend code refactoring and maintenance",
            "sentence": "Develop robust software by writing testable and maintainable code.",
            "similarity": 0.5014
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 83,
        "score": 0.5286,
        "slug": "dotnet-backend-developer",
        "total_count": null
      },
      {
        "display_name": "Scala Backend Developer",
        "kra_matches": [
          {
            "kra_text": "internal and external system integration",
            "sentence": "Engage with internal and external teams for building integrated solutions.",
            "similarity": 0.589
          },
          {
            "kra_text": "performance and reliability tuning",
            "sentence": "Leverage analytics to measure performance and monitor availability.",
            "similarity": 0.4564
          },
          {
            "kra_text": "service endpoint development",
            "sentence": "Design and implement reusable and modular components that fit into existing applications and services.",
            "similarity": 0.4524
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 87,
        "score": 0.4993,
        "slug": "scala-backend-developer",
        "total_count": null
      },
      {
        "display_name": "Kotlin Backend Developer",
        "kra_matches": [
          {
            "kra_text": "internal and external system integration",
            "sentence": "Engage with internal and external teams for building integrated solutions.",
            "similarity": 0.589
          },
          {
            "kra_text": "performance and reliability tuning",
            "sentence": "Leverage analytics to measure performance and monitor availability.",
            "similarity": 0.4564
          },
          {
            "kra_text": "service contract design",
            "sentence": "Design and implement reusable and modular components that fit into existing applications and services.",
            "similarity": 0.4332
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 84,
        "score": 0.4929,
        "slug": "kotlin-server-backend-developer",
        "total_count": null
      },
      {
        "display_name": "Ruby Backend Developer",
        "kra_matches": [
          {
            "kra_text": "internal and external service integration",
            "sentence": "Engage with internal and external teams for building integrated solutions.",
            "similarity": 0.604
          },
          {
            "kra_text": "internal and external service integration",
            "sentence": "Design and implement reusable and modular components that fit into existing applications and services.",
            "similarity": 0.4361
          },
          {
            "kra_text": "refactoring and code organization",
            "sentence": "Develop robust software by writing testable and maintainable code.",
            "similarity": 0.426
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 85,
        "score": 0.4887,
        "slug": "ruby-backend-developer",
        "total_count": null
      }
    ],
    "skill_match_roles": []
  },
  "stage4_decision": {
    "alias_collision_detected": false,
    "case": "DOMAIN",
    "chosen_role": {
      "display_name": "Backend Developer",
      "kra_matches": null,
      "matched_count": null,
      "matched_skills": null,
      "role_id": 1,
      "score": 0.9,
      "slug": "backend-engineer",
      "total_count": null
    },
    "confidence": 0.9,
    "is_new_role": false,
    "llm2_fired": false,
    "llm2_reasoning": null,
    "matched_dimensions": [
      "Backend Software Development",
      "Scalable Data Processing",
      "Testable and Maintainable Code",
      "Performance Monitoring and Observability",
      "API/Integration Solutions"
    ],
    "matched_kras": [
      "Design and implement reusable and modular components",
      "Break down a large problem into smaller components",
      "Build highly efficient solutions that support processing large datasets",
      "Develop robust software by writing testable and maintainable code",
      "Leverage analytics to measure performance and monitor availability",
      "Write public-facing SDK documentation",
      "Engage with internal and external teams for building integrated solutions"
    ],
    "matched_skills": [
      "analytics",
      "SDK documentation"
    ],
    "new_role_display_name": null,
    "new_role_slug": null,
    "queued": false,
    "reasoning": "Domain=Software Engineering; The JD emphasizes reusable modular components, efficient large-dataset processing, testable maintainable code, analytics, SDK documentation, and integrated solutions, which align best with backend software engineering.",
    "sub_role": null
  },
  "stage5_updates": {
    "centroid_n_after": 1583,
    "centroid_updated": true,
    "collision_log_id": null,
    "new_kra_attached": {
      "best_kra_similarity": 0.0,
      "queue_id": 1702,
      "r_and_r_preview": "\u2022 Design and implement reusable and modular components that fit into existing applications and services.\n\u2022 Break down a large problem into smaller components and provide a clear solution for each piec",
      "role_display_name": "Backend Developer",
      "role_slug": "backend-engineer",
      "status": "pending"
    },
    "new_skills_attached": [
      {
        "is_primary": true,
        "queue_id": 22437,
        "role_display_name": "Backend Developer",
        "role_slug": "backend-engineer",
        "skill_name": "SDK",
        "status": "pending"
      }
    ],
    "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": 2634,
      "existing_alias_text": "Analytics",
      "input_term": "Analytics",
      "matched_canonical": {
        "category_id": 37,
        "display_name": "Analytics",
        "id": 1664,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "CONCEPT",
        "slug": "analytics",
        "sub_category_id": 1257,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "matched_via": "alias"
    }
  ],
  "candidate_roles": [],
  "chosen_role": {
    "display_name": "Backend Developer",
    "id": 1,
    "rationale": "Domain=Software Engineering; The JD emphasizes reusable modular components, efficient large-dataset processing, testable maintainable code, analytics, SDK documentation, and integrated solutions, which align best with backend software engineering.",
    "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": [
    {
      "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": "Analytics",
      "llm_role": null,
      "roles_from_db": []
    }
  ],
  "input_final_skills": [
    "SDK",
    "Analytics"
  ],
  "input_llm_skills": [
    "SDK",
    "Analytics"
  ],
  "new_aliases_persisted": 0,
  "run_id": "9f97baee-07c2-417f-bd9b-4f4567bb98ae",
  "skills_detail": [
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "SDK",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Development 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": "sdk",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [
        {
          "alias_text": "Analytics",
          "alias_type": "CANONICAL",
          "id": 2634,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        }
      ],
      "canonical": {
        "category_id": 37,
        "display_name": "Analytics",
        "id": 1664,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "CONCEPT",
        "slug": "analytics",
        "sub_category_id": 1257,
        "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": "Analytics",
          "llm_role": null,
          "roles_from_db": []
        }
      ],
      "input_skill": "Analytics",
      "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": [
    "SDK"
  ]
}
API 3 — final-role-output
{
  "chosen_role": {
    "display_name": "Backend Developer",
    "id": 1,
    "rationale": "Domain=Software Engineering; The JD emphasizes reusable modular components, efficient large-dataset processing, testable maintainable code, analytics, SDK documentation, and integrated solutions, which align best with backend software engineering.",
    "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": "SDK",
      "tag": "new"
    },
    {
      "skill": "Analytics",
      "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": 1,
        "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": "Analytics",
        "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": 1664,
        "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": "9f97baee-07c2-417f-bd9b-4f4567bb98ae"
}