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Pipeline run

66ad19a0-05cd-4acb-a36d-970bcb3880a4

Pipeline LLM cost (USD)
API 1: $0.0100 API 2: $0.0001 API 3: $0.0000 Total: $0.0101

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
Build and maintain scalable backend systems: code, test, debug, document, and review backend apps, then tune performance and integrate them with frontend and third-party services.
"Collaborate with the development team to design and develop scalable and efficient backend systems"
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)
Backend systems Code Review
Skill cluster (1 dimension groups, role-scoped)
Cross-cutting / unaligned
Backend systems Code Review
Show KRA description ↓
● Collaborate with the development team to design and develop scalable and efficient backend systems ● Assist in coding, testing, debugging, and documenting backend applications ● Participate in code reviews and provide constructive feedback to improve code quality ● Contribute to the optimization and performance tuning of backend applications ● Collaborate with cross-functional teams to understand project requirements and translate them into technical solutions ● Assist in the integration of backend systems with frontend applications and third-party services ● Support the maintenance and enhancement of existing backend systems ● Stay updated with the latest trends and technologies in backend development

Signals

Skill
Alias
KRA flutter-developer
0.64

Post-classification

Centroidupdated · n=862
Alias collision log
New-role queue
New skills captured1
New KRA captured

Captured for admin review

Backend systems primary Backend Developer pending
Status: completed Created: 2026-05-27T15:15:36.641493Z Updated: 2026-06-12T16:39:30.405825Z API 3 duration: 6547 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 focuses on designing, building, testing, integrating, maintaining, and optimizing backend systems, which matches a Backend Developer role.

Matched skills

codingtestingdebuggingdocumentingcode reviewsperformance tuningbackend applicationsfrontend applicationsthird-party services

Matched dimensions

Backend System DevelopmentSoftware Testing and DebuggingCode Quality ImprovementPerformance OptimizationSystems IntegrationCross-functional CollaborationApplication Maintenance

Matched KRAs

design and develop scalable and efficient backend systemsassist in coding, testing, debugging, and documenting backend applicationsparticipate in code reviews and provide constructive feedbackcontribute to optimization and performance tuningtranslate requirements into technical solutionsassist in integration with frontend applications and third-party servicessupport maintenance and enhancement of existing backend systems

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

Job Summary:
We are seeking a motivated Backend Development Intern to join our team. This internship will
provide you with hands-on experience in backend development and the opportunity to work on
real-world projects remotely. You will collaborate with experienced developers and contribute to
the design, development, and maintenance of our backend systems.


Job Type: Internship (Part-time)
Duration: 3 months
Location: Remote (Work from Home)
Stipend: Unpaid


Perks:


● Hands-on Experience: Work on real life projects from our company and partner ventures,
gaining invaluable hands-on experience.
● Collaborative Teamwork: Join a team of highly skilled teammates from across the nation,
fostering collaboration and cross functional learning.
● Diverse Sub-Teams: Explore various sub teams such as UI/UX, Frontend, Backend,
DevOps, HR, Market Research, Marketing, and Business Development.
● Corporate Experience: Operate within a structured corporate environment, engaging in
different positions such as Team Leaders, Supervisors, Quality Auditors, and SPOCs.
● Mentorship and Guidance: Receive guidance and mentorship throughout the program,
ensuring you have the necessary support to execute tasks successfully.
● Latest Technologies and Methodologies: Work with cutting-edge technologies, leveraging
the latest methodologies to stay ahead in the industry.
● Flexibility in Working Hours: Enjoy flexible working hours, allowing you to manage your
time efficiently.
● Task Based Approach: Engage in a task based approach, where you are assigned
specific tasks to complete within given deadlines, enhancing your project management
skills.
● Skill Enhancement: Develop and enhance your skills in your designated area of work,
contributing to your professional growth and career advancement.
● Networking Opportunities: Connect with industry professionals, expanding your
professional network and creating valuable connections for future career prospects.
● Fulfilment of Project Requirements: The company ensures all project requirements are
met, providing you with the necessary resources and support to excel in your work.
● Recognition & Certification: The Company rewards Completion certificate to all the
members who successfully completes their program and Letter of recommendation to
the best performers.


Responsibilities:


● Collaborate with the development team to design and develop scalable and efficient
backend systems
● Assist in coding, testing, debugging, and documenting backend applications
● Participate in code reviews and provide constructive feedback to improve code
quality
● Contribute to the optimization and performance tuning of backend applications
● Collaborate with cross-functional teams to understand project requirements and
translate them into technical solutions
● Assist in the integration of backend systems with frontend applications and third-
party services
● Support the maintenance and enhancement of existing backend systems
● Stay updated with the latest trends and technologies in backend development


Qualifications:


● Currently pursuing a degree in Computer Science, Software Engineering, or a related
field
● Familiarity with web development frameworks and technologies Node.js
● Understanding of databases and experience with NoSQL databases
● Knowledge of RESTful API design principles
● Basic understanding of version control systems, such as Git
● Problem-solving skills and the ability to analyze and debug code
● Strong attention to detail and the ability to work in a collaborative team environment
● Excellent communication and interpersonal skills


Note: This is an unpaid internship position. However, you will gain valuable hands-on experience,
mentorship from experienced developers, and the opportunity to enhance your backend
development skills. Upon successful completion of the internship, you will receive a certificate of
completion.
If you are passionate about backend development and eager to learn and grow in a remote work
environment, we invite you to apply for this internship.
Join us and be part of our mission to create innovative and robust backend solutions. We look
forward to reviewing your application!

Skills from this JD

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

Backend systems 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
Architectural Concepts
Sub-category
general
Skill nature
CONCEPT
Volatility
STABLE
Typical lifespan
EVERGREEN
Version strategy
UNVERSIONED
Code Review Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Code Review id=516 · code-review

Aliases — catalog

  • Code Review (CANONICAL)

Context tags (catalog)

Bitbucket GitHub GitLab PR review approval workflow branch protection code quality diff inline comments linting merge request pair programming pull request review checklist static analysis

Stored enrichment (catalog DB)

Category
SoftSkill
Sub-category
Code Review
Confidence
0.96
Version strategy
NOT_APPLICABLE

Maturity reasoning: Code review is a standard hiring-pipeline requirement in engineering JDs and is built into major platforms like GitHub/GitLab pull-request workflows, indicating broad adoption.

Skill profile (library / DB)

Skill nature
PRACTICE
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
58
Sub-category id
364
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
Code Review 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 Backend systems | type=Architectural Concepts subtype=general nature=CONCEPT lifespan=EVERGREEN
nano JD Parser — gpt-4.1-nano click to toggle
RoleBackend Development Intern
DomainIT Services & Consulting
Location(remote)
JD type pass
Show raw JSON
{
  "JD_type": "pass",
  "about_company": null,
  "certifications": [],
  "company_name": null,
  "ctc": null,
  "domain": {
    "primary": {
      "aliases": [
        "ITES",
        "BPO"
      ],
      "domain": "IT Services \u0026 Consulting"
    },
    "secondary": null
  },
  "education": [
    {
      "level": "Bachelor\u0027s",
      "qualification": "BTECH/BE/BSC - Computer Science (or related)",
      "raw": "Currently pursuing a degree in Computer Science, Software Engineering, or a related field",
      "requirement": "required"
    }
  ],
  "experience": {
    "max": null,
    "min": null,
    "raw": null
  },
  "job_locations": [
    {
      "aliases": [],
      "city": null,
      "country": null,
      "state": null,
      "work_mode": "remote"
    }
  ],
  "role": "Backend Development Intern",
  "role_aliases": [
    "Backend Intern",
    "Software Development Intern",
    "Intern - Backend Development"
  ],
  "role_archetype": "Engineering",
  "roles_and_responsibilities": [
    {
      "bullet_count": 8,
      "heading": "Responsibilities",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "\u25cf Collaborate with the development",
        "last_5_words": "trends and technologies in backend development"
      },
      "text": "\u25cf Collaborate with the development team to design and develop scalable and efficient backend systems\n\u25cf Assist in coding, testing, debugging, and documenting backend applications\n\u25cf Participate in code reviews and provide constructive feedback to improve code quality\n\u25cf Contribute to the optimization and performance tuning of backend applications\n\u25cf Collaborate with cross-functional teams to understand project requirements and translate them into technical solutions\n\u25cf Assist in the integration of backend systems with frontend applications and third-party services\n\u25cf Support the maintenance and enhancement of existing backend systems\n\u25cf Stay updated with the latest trends and technologies in backend development",
      "word_count": 104
    }
  ],
  "urls": []
}
API 1 — extract-from-jd click to toggle
{
  "final_skills": [
    {
      "is_primary": true,
      "skill_name": "Backend systems"
    },
    {
      "is_primary": true,
      "skill_name": "Code Review"
    }
  ],
  "jd_role": {
    "display_name": "Backend Development Intern",
    "rationale": null,
    "role_aliases": [
      "Backend Intern",
      "Software Development Intern",
      "Intern - Backend Development"
    ],
    "role_archetype": "Engineering",
    "slug": ""
  },
  "nano_parsed": {
    "JD_type": "pass",
    "about_company": null,
    "certifications": [],
    "company_name": null,
    "ctc": null,
    "domain": {
      "primary": {
        "aliases": [
          "ITES",
          "BPO"
        ],
        "domain": "IT Services \u0026 Consulting"
      },
      "secondary": null
    },
    "education": [
      {
        "level": "Bachelor\u0027s",
        "qualification": "BTECH/BE/BSC - Computer Science (or related)",
        "raw": "Currently pursuing a degree in Computer Science, Software Engineering, or a related field",
        "requirement": "required"
      }
    ],
    "experience": {
      "max": null,
      "min": null,
      "raw": null
    },
    "job_locations": [
      {
        "aliases": [],
        "city": null,
        "country": null,
        "state": null,
        "work_mode": "remote"
      }
    ],
    "role": "Backend Development Intern",
    "role_aliases": [
      "Backend Intern",
      "Software Development Intern",
      "Intern - Backend Development"
    ],
    "role_archetype": "Engineering",
    "roles_and_responsibilities": [
      {
        "bullet_count": 8,
        "heading": "Responsibilities",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "\u25cf Collaborate with the development",
          "last_5_words": "trends and technologies in backend development"
        },
        "text": "\u25cf Collaborate with the development team to design and develop scalable and efficient backend systems\n\u25cf Assist in coding, testing, debugging, and documenting backend applications\n\u25cf Participate in code reviews and provide constructive feedback to improve code quality\n\u25cf Contribute to the optimization and performance tuning of backend applications\n\u25cf Collaborate with cross-functional teams to understand project requirements and translate them into technical solutions\n\u25cf Assist in the integration of backend systems with frontend applications and third-party services\n\u25cf Support the maintenance and enhancement of existing backend systems\n\u25cf Stay updated with the latest trends and technologies in backend development",
        "word_count": 104
      }
    ],
    "urls": []
  },
  "rejected": false,
  "rejection_reason": null,
  "run_id": "66ad19a0-05cd-4acb-a36d-970bcb3880a4",
  "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 the development team to design and develop scalable and efficient backend systems",
            "similarity": 0.7075
          },
          {
            "kra_text": "collaborate with design, product, and backend teams",
            "sentence": "Collaborate with cross-functional teams to understand project requirements and translate them into technical solutions",
            "similarity": 0.6364
          },
          {
            "kra_text": "collaborate with design, product, and backend teams",
            "sentence": "Assist in the integration of backend systems with frontend applications and third-party services",
            "similarity": 0.5756
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 74,
        "score": 0.6398,
        "slug": "flutter-developer",
        "total_count": null
      },
      {
        "display_name": "React Native Developer",
        "kra_matches": [
          {
            "kra_text": "maintain code quality",
            "sentence": "Participate in code reviews and provide constructive feedback to improve code quality",
            "similarity": 0.6592
          },
          {
            "kra_text": "integrate backend APIs",
            "sentence": "Assist in the integration of backend systems with frontend applications and third-party services",
            "similarity": 0.6578
          },
          {
            "kra_text": "integrate backend APIs",
            "sentence": "Contribute to the optimization and performance tuning of backend applications",
            "similarity": 0.5375
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 73,
        "score": 0.6182,
        "slug": "react-native-developer",
        "total_count": null
      },
      {
        "display_name": "Backend Developer",
        "kra_matches": [
          {
            "kra_text": "Identifies and resolves backend performance bottlenecks through query optimization, indexing strategies, connection pooling, and distributed caching with Redis.",
            "sentence": "Contribute to the optimization and performance tuning of backend applications",
            "similarity": 0.6645
          },
          {
            "kra_text": "Integrates with third-party services, payment gateways, messaging queues like Kafka or RabbitMQ, and internal microservices via HTTP and event-driven patterns.",
            "sentence": "Assist in the integration of backend systems with frontend applications and third-party services",
            "similarity": 0.5784
          },
          {
            "kra_text": "Identifies and resolves backend performance bottlenecks through query optimization, indexing strategies, connection pooling, and distributed caching with Redis.",
            "sentence": "Collaborate with the development team to design and develop scalable and efficient backend systems",
            "similarity": 0.555
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 1,
        "score": 0.5993,
        "slug": "backend-engineer",
        "total_count": null
      },
      {
        "display_name": "Go Backend Developer",
        "kra_matches": [
          {
            "kra_text": "code review and testing support",
            "sentence": "Participate in code reviews and provide constructive feedback to improve code quality",
            "similarity": 0.6145
          },
          {
            "kra_text": "code review and testing support",
            "sentence": "Assist in coding, testing, debugging, and documenting backend applications",
            "similarity": 0.5662
          },
          {
            "kra_text": "performance tuning and resource efficiency",
            "sentence": "Contribute to the optimization and performance tuning of backend applications",
            "similarity": 0.5603
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 81,
        "score": 0.5803,
        "slug": "go-backend-developer",
        "total_count": null
      },
      {
        "display_name": "Java Backend Developer",
        "kra_matches": [
          {
            "kra_text": "backend performance tuning",
            "sentence": "Contribute to the optimization and performance tuning of backend applications",
            "similarity": 0.65
          },
          {
            "kra_text": "code refactoring and defect fixes",
            "sentence": "Participate in code reviews and provide constructive feedback to improve code quality",
            "similarity": 0.5406
          },
          {
            "kra_text": "external system integration",
            "sentence": "Assist in the integration of backend systems with frontend applications and third-party services",
            "similarity": 0.5281
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 79,
        "score": 0.5729,
        "slug": "java-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": 0.99,
      "slug": "backend-engineer",
      "total_count": null
    },
    "confidence": 0.99,
    "is_new_role": false,
    "llm2_fired": false,
    "llm2_reasoning": null,
    "matched_dimensions": [
      "Backend System Development",
      "Software Testing and Debugging",
      "Code Quality Improvement",
      "Performance Optimization",
      "Systems Integration",
      "Cross-functional Collaboration",
      "Application Maintenance"
    ],
    "matched_kras": [
      "design and develop scalable and efficient backend systems",
      "assist in coding, testing, debugging, and documenting backend applications",
      "participate in code reviews and provide constructive feedback",
      "contribute to optimization and performance tuning",
      "translate requirements into technical solutions",
      "assist in integration with frontend applications and third-party services",
      "support maintenance and enhancement of existing backend systems"
    ],
    "matched_skills": [
      "coding",
      "testing",
      "debugging",
      "documenting",
      "code reviews",
      "performance tuning",
      "backend applications",
      "frontend applications",
      "third-party services"
    ],
    "new_role_display_name": null,
    "new_role_slug": null,
    "queued": false,
    "reasoning": "Domain=Software Engineering; The JD focuses on designing, building, testing, integrating, maintaining, and optimizing backend systems, which matches a Backend Developer role.",
    "sub_role": null
  },
  "stage5_updates": {
    "centroid_n_after": 862,
    "centroid_updated": true,
    "collision_log_id": null,
    "new_kra_attached": null,
    "new_skills_attached": [
      {
        "is_primary": true,
        "queue_id": 13386,
        "role_display_name": "Backend Developer",
        "role_slug": "backend-engineer",
        "skill_name": "Backend systems",
        "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": 864,
      "existing_alias_text": "Code Review",
      "input_term": "Code Review",
      "matched_canonical": {
        "category_id": 58,
        "display_name": "Code Review",
        "id": 516,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "PRACTICE",
        "slug": "code-review",
        "sub_category_id": 364,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "matched_via": "alias"
    }
  ],
  "candidate_roles": [],
  "chosen_role": {
    "display_name": "Backend Developer",
    "id": 1,
    "rationale": "Domain=Software Engineering; The JD focuses on designing, building, testing, integrating, maintaining, and optimizing backend systems, which matches a Backend Developer role.",
    "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": "Code Review",
      "llm_role": null,
      "roles_from_db": []
    }
  ],
  "input_final_skills": [
    "Backend systems",
    "Code Review"
  ],
  "input_llm_skills": [
    "Backend systems",
    "Code Review"
  ],
  "new_aliases_persisted": 0,
  "run_id": "66ad19a0-05cd-4acb-a36d-970bcb3880a4",
  "skills_detail": [
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Backend systems",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Architectural Concepts",
          "skill_nature": "CONCEPT",
          "sub_category": "general",
          "typical_lifespan": "EVERGREEN",
          "version_strategy": "UNVERSIONED",
          "volatility": "STABLE"
        },
        "enrichment": null,
        "keep_log": [],
        "locked_dimensions": [],
        "merge_log": [],
        "placed": null,
        "relationships": null,
        "skill_id": "backend-systems",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [
        {
          "alias_text": "Code Review",
          "alias_type": "CANONICAL",
          "id": 864,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        }
      ],
      "canonical": {
        "category_id": 58,
        "display_name": "Code Review",
        "id": 516,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "PRACTICE",
        "slug": "code-review",
        "sub_category_id": 364,
        "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": "Code Review",
          "llm_role": null,
          "roles_from_db": []
        }
      ],
      "input_skill": "Code Review",
      "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": [
    "Backend systems"
  ]
}
API 3 — final-role-output
{
  "chosen_role": {
    "display_name": "Backend Developer",
    "id": 1,
    "rationale": "Domain=Software Engineering; The JD focuses on designing, building, testing, integrating, maintaining, and optimizing backend systems, which matches a Backend Developer role.",
    "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": "Backend systems",
      "tag": "new"
    },
    {
      "skill": "Code Review",
      "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": "Code Review",
        "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": 516,
        "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": "66ad19a0-05cd-4acb-a36d-970bcb3880a4"
}

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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