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Pipeline run

a11e73e3-e176-4a3c-8b29-33f5acf5066f

Pipeline LLM cost (USD)
API 1: $0.0108 API 2: $0.0001 API 3: $0.0000 Total: $0.0109

Client output enrichment

v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA description
role baseline loaded sources · ai_index: jd · nature_of_work: jd · tech_stack_maturity: jd
Nature of work · Performance and production support
Build and refactor Rust code in real codebases, add features, debug memory/ownership/concurrency bugs, and write unit, integration, and property-based tests to keep behavior correct and safe.
"Debug and fix memory safety, ownership, and concurrency-related issues."
Tech stack maturity
Modern Cloud Native
The combination of Rust with strong testing practices like integration and property-based testing aligns with a modern, cloud-ready backend engineering profile rather than legacy or bleeding-edge AI-centric tooling.
AI index (0 = no AI use, 5 = totally AI-dependent · v2.1)
0.20 / 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): LLM, agentic, AI
Evidence — skills matched in JD (7)
Rust Unit Testing Integration Testing Property-Based Testing Concurrency Asynchronous Programming Multi-threading
Skill cluster (2 dimension groups, role-scoped)
Testing and Quality Assurance
Integration Testing Property-Based Testing
Cross-cutting / unaligned
Rust Unit Testing Concurrency Asynchronous Programming Multi-threading
Show KRA description ↓
Looking for an experienced Rust Developer to contribute to a cutting-edge project focused on evaluating AI-assisted Rust development. This role involves working on real-world Rust codebases, implementing features, debugging, refactoring, and writing comprehensive tests to ensure memory safety and correctness. • Write effective Rust code to tackle complex issues. • Implement new features with a focus on memory safety, ownership rules, and type correctness. • Refactor existing Rust code while maintaining functionality and performance. • Debug and fix memory safety, ownership, and concurrency-related issues. • Set up and manage Rust development environments including handling dependencies and feature flags. • Ensure best practices in Rust development, including proper error handling, concurrency safety, and efficient memory usage. • 3+ years of overall work experience with 2+ years of relevant experience with Rust. • Well-versed in Rust programming language concepts, including ownership, borrowing, and lifetimes. • Industry experience and knowledge of code quality, formatting, and best practices of software development. • Familiarity with Rust frameworks and libraries. • Experience with Rust’s testing ecosystem, including unit, integration, and property-based testing. • Knowledge of multi-threading and asynchronous programming in Rust. • Ability to work with architectural patterns and refactor code without introducing regressions. • Strong debugging skills, including fixing memory and concurrency issues. • Fluent in conversational and written English communication skills.

Signals

Skill scala-backend-developer
0.29
Alias backend-engineer
1.00
KRA dotnet-backend-developer
0.55

Post-classification

Centroidupdated · n=1481
Alias collision log
New-role queue
New skills captured3
New KRA capturedyes

Captured for admin review

Concurrency primary Backend Developer pending
Asynchronous Programming primary Backend Developer pending
Multi-threading primary Backend Developer pending
R&R fragment (sim 0.00) Backend Developer pending

Looking for an experienced Rust Developer to contribute to a cutting-edge project focused on evaluating AI-assisted Rust development. This role involves working on real-world Rust codebases, implement…

Status: completed Created: 2026-05-27T16:38:24.274726Z Updated: 2026-06-08T07:35:37.512795Z API 3 duration: 12389 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 is for a Rust software developer working on real-world codebases, debugging, refactoring, testing, and concurrency safety, which best matches backend/server-side engineering among the candidates.

Matched skills

Rustownershipborrowinglifetimesmemory safetytype correctnessconcurrencyfeature flagsunit testingintegration testingproperty-based testingasynchronous programmingmulti-threadingerror handling

Matched dimensions

Rust software developmentCode quality and refactoringMemory safety and correctnessConcurrency-safe developmentTesting and debuggingDevelopment environment management

Matched KRAs

Write effective Rust code to tackle complex issuesImplement new features with focus on memory safetyRefactor existing Rust code while maintaining functionalityDebug and fix memory safety, ownership, and concurrency issuesSet up and manage Rust development environmentsEnsure best practices in Rust developmentWrite comprehensive tests to ensure memory safety and correctness

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
1
Skipped

Job description

About Turing:
Turing is one of the world’s fastest-growing AI companies accelerating the advancement and deployment of powerful AI systems.


Turing helps customers in two ways: Working with the world’s leading AI labs to advance frontier model capabilities in thinking, reasoning, coding, agentic behavior, multimodality, multilinguality, STEM and frontier knowledge; and leveraging that work to build real-world AI systems that solve mission-critical priorities for companies.


Role Overview:
Looking for an experienced Rust Developer to contribute to a cutting-edge project focused on evaluating AI-assisted Rust development. This role involves working on real-world Rust codebases, implementing features, debugging, refactoring, and writing comprehensive tests to ensure memory safety and correctness.


What does day-to-day look like:
• Write effective Rust code to tackle complex issues.
• Implement new features with a focus on memory safety, ownership rules, and type correctness.
• Refactor existing Rust code while maintaining functionality and performance.
• Debug and fix memory safety, ownership, and concurrency-related issues.
• Set up and manage Rust development environments including handling dependencies and feature flags.
• Ensure best practices in Rust development, including proper error handling, concurrency safety, and efficient memory usage.


Requirements:
• 3+ years of overall work experience with 2+ years of relevant experience with Rust.
• Well-versed in Rust programming language concepts, including ownership, borrowing, and lifetimes.
• Industry experience and knowledge of code quality, formatting, and best practices of software development.
• Familiarity with Rust frameworks and libraries.
• Experience with Rust’s testing ecosystem, including unit, integration, and property-based testing.
• Knowledge of multi-threading and asynchronous programming in Rust.
• Ability to work with architectural patterns and refactor code without introducing regressions.
• Strong debugging skills, including fixing memory and concurrency issues.
• Fluent in conversational and written English communication skills.


Perks of Freelancing With Turing:
• Work in a fully remote environment.
• Opportunity to work on cutting-edge AI projects with leading LLM companies.


Offer Details:
• Commitments Required: At least 4 hours per day and minimum 20 hours per week with overlap of 4 hours with PST. (We have 3 options of time commitment: 20 hrs/week, 30 hrs/week or 40 hrs/week)
• Employment type : Contractor assignment (no medical/paid leave)
• Duration of contract : 1 month
• Location : India, Pakistan, Nigeria, Kenya, Egypt, Ghana, Bangladesh, Turkey, Mexico


Evaluation Process (approximately 90 mins) :
• Two rounds of interviews (60 min technical + 15 min cultural & offer discussion)

Skills from this JD

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

Rust Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Rust id=999 · rust

Aliases — catalog

  • Rust (CANONICAL) primary

Context tags (catalog)

Actix Borrowing Cargo Clippy Concurrency Crates FFI Macros Ownership Pattern matching Rustacean Rustfmt Serde Tokio Traits WebAssembly async/await borrowing ownership pattern matching serde traits

Stored enrichment (catalog DB)

Category
Language
Sub-category
Programming Language
Vendor
Mozilla
License
apache_2
Year introduced
2010
Confidence
0.99
Version strategy
NOT_APPLICABLE

Maturity reasoning: Rust appears in many modern job postings for systems, infra, and security roles, and its GitHub ecosystem continues to grow; it’s now a common hiring-pipeline skill rather than a niche language.

Skill profile (library / DB)

Skill nature
LANGUAGE
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
6
Sub-category id
96
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • React Frontend Development Catalog dimension db id 96

    Library dimension (catalog)

  • Systems Programming Catalog dimension db id 166

    Library dimension (catalog)

  • Video Codec Languages and DSLs Catalog dimension db id 225

    Library dimension (catalog)

    Roles linked in library: Video Codec Engineer

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)
Systems Programming
d_init_02
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Video Codec Languages and DSLs
video-codec-languages-and-dsls
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Unit Testing Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Unit Testing id=517 · unit-testing

Aliases — catalog

  • Unit Testing (CANONICAL)

Context tags (catalog)

JUnit NUnit TDD arrange-act-assert assertions code coverage fixtures mocking pytest regression stubs test cases test doubles test runner xUnit

Stored enrichment (catalog DB)

Category
Methodology
Sub-category
Testing Methodology
Confidence
0.98
Version strategy
NOT_APPLICABLE

Maturity reasoning: Unit testing is a standard hiring requirement across software JDs and appears in mainstream frameworks/docs; GitHub and Stack Overflow usage remain consistently high, with no successor replacing it.

Skill profile (library / DB)

Skill nature
METHODOLOGY
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
8
Sub-category id
44
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)
Integration Testing Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Integration testing id=56 · integration-testing

Aliases — catalog

  • Integration testing (CANONICAL) primary
  • integration testing (CANONICAL)

Context tags (catalog)

API testing CI/CD Cucumber JUnit Selenium behavior-driven development continuous integration contract testing end-to-end end-to-end testing fixtures mocking pytest quality assurance regression testing smoke testing stubs system testing test automation test cases test coverage test data test frameworks test harness test strategy test suite test-driven development

Stored enrichment (catalog DB)

Category
Methodology
Sub-category
Testing Methodology
Confidence
0.97
Version strategy
NOT_APPLICABLE

Maturity reasoning: Integration testing is a standard QA skill in job descriptions across backend, frontend, and DevOps roles; it’s commonly paired with CI/CD and tools like Jest, Cypress, and Testcontainers.

Skill profile (library / DB)

Skill nature
METHODOLOGY
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
8
Sub-category id
44
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • Testing and Defect Resolution Catalog dimension db id 262

    Library dimension (catalog)

    Roles linked in library: Pega Developer

  • Testing and Quality Assurance Catalog dimension db id 12

    Library dimension (catalog)

    Roles linked in library: .NET Backend Developer, Backend Developer, Node.js Backend Developer, PHP Backend Developer, Python Backend Developer, Scala Backend Developer

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
Testing and Defect Resolution
testing-and-defect-resolution
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Testing and Quality Assurance
testing-and-quality-assurance
Existing dimension (library) · Role↔dimension saved
Property-Based Testing Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: property-based testing id=60 · property-based-testing

Aliases — catalog

  • property-based testing (CANONICAL) primary

Context tags (catalog)

FsCheck Hypothesis QuickCheck ScalaCheck arbitrary data automated testing data generators edge cases fuzz testing fuzzing generators input domains invariants jqwik metamorphic testing property assertions property definitions random testing randomized testing shrinking specification statistical testing test case generation test coverage test invariants test oracle

Stored enrichment (catalog DB)

Category
Methodology
Sub-category
Property Based Testing
Confidence
0.96
Version strategy
NOT_APPLICABLE

Maturity reasoning: Appears increasingly in JDs for QA/backend roles and is supported by growing adoption of tools like Hypothesis, fast-check, and ScalaCheck, but it is still far from a universal hiring-pipeline staple.

Skill profile (library / DB)

Skill nature
METHODOLOGY
Volatility
EMERGING
Typical lifespan
EVERGREEN
Category id
8
Sub-category id
3554
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • Testing and Quality Assurance Catalog dimension db id 12

    Library dimension (catalog)

    Roles linked in library: .NET Backend Developer, Backend Developer, Node.js Backend Developer, PHP Backend Developer, Python Backend Developer, Scala Backend Developer

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
Testing and Quality Assurance
testing-and-quality-assurance
Existing dimension (library) · Role↔dimension saved
Concurrency 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
Concepts
Sub-category
general
Skill nature
CONCEPT
Volatility
STABLE
Typical lifespan
EVERGREEN
Version strategy
UNVERSIONED
Asynchronous Programming 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
Concepts
Sub-category
general
Skill nature
CONCEPT
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Multi-threading Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: multithreading id=82 · multithreading

Aliases — catalog

  • multithreading (CANONICAL) primary

Context tags (catalog)

atomic operations concurrent execution condition variable deadlock lock contention mutex non-blocking parallelism producer-consumer race condition semaphore synchronization thread pool thread-safe work stealing

Stored enrichment (catalog DB)

Category
Concept
Sub-category
Concurrency Concept
Confidence
0.94
Version strategy
NOT_APPLICABLE

Maturity reasoning: Common requirement in JDs for backend, systems, and mobile roles; widely taught and used across Java, C++, Go, and Python concurrency stacks.

Skill profile (library / DB)

Skill nature
CONCEPT
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
2
Sub-category id
7
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • Concurrency and Parallel Processing Catalog dimension db id 17

    Library dimension (catalog)

    Roles linked in library: Backend Developer, Java Backend Developer, Node.js Backend Developer, Ruby Backend Developer, Scala Backend Developer

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
Concurrency and Parallel Processing
concurrency-and-parallel-processing
Skipped — no persistable v3 meta for new skill
skill_not_in_db_v3_proposed

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
Rust in_db
React Frontend Development
d_init_01
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Rust in_db
Systems Programming
d_init_02
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Rust in_db
Video Codec Languages and DSLs
video-codec-languages-and-dsls
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Unit Testing in_db
React Frontend Development
d_init_01
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Integration Testing in_db
Testing and Defect Resolution
testing-and-defect-resolution
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Integration Testing in_db
Testing and Quality Assurance
testing-and-quality-assurance
Existing dimension (library) · Role↔dimension saved
Property-Based Testing in_db
Testing and Quality Assurance
testing-and-quality-assurance
Existing dimension (library) · Role↔dimension saved
Multi-threading new
Concurrency and Parallel Processing
concurrency-and-parallel-processing
Skipped — no persistable v3 meta for new skill skill_not_in_db_v3_proposed

Library artifacts (this run)

Kind Detail DB id
canonical_skill_proposed Concurrency | type=Concepts subtype=general nature=CONCEPT lifespan=EVERGREEN
canonical_skill_proposed Asynchronous Programming | type=Concepts subtype=general nature=CONCEPT lifespan=MULTI_YEAR
dimension_skill_link_proposed Multi-threading ↔ Concurrency and Parallel Processing
role_dimension_link_proposed Backend Developer ↔ Concurrency and Parallel Processing
nano JD Parser — gpt-4.1-nano click to toggle
RoleRust Developer
CompanyTuring
Experience2+ years of relevant experience with Rust
DomainSoftware & SaaS Products
Location India (remote)
JD type pass
Show raw JSON
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    "word_count": 22
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  "urls": []
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API 1 — extract-from-jd click to toggle
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}
API 2 — extract-details
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  "run_id": "a11e73e3-e176-4a3c-8b29-33f5acf5066f",
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          ]
        }
      ],
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          },
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        }
      ],
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    },
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        },
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        }
      ],
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      },
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          },
          "input_skill": "Integration Testing",
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              "display_name": "Pega Developer",
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          ]
        },
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          ]
        }
      ],
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            },
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            },
            {
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            },
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            },
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            },
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          ]
        }
      ],
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    },
    {
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          "volatility": "STABLE"
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        "enrichment": null,
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        "skill_id": "concurrency",
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      },
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    },
    {
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          "volatility": "MEDIUM"
        },
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      },
      "source_tag": "llm",
      "was_in_llm_skills": true
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    {
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          "alias_text": "multithreading",
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        }
      ],
      "canonical": {
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        "display_name": "multithreading",
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        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "CONCEPT",
        "slug": "multithreading",
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        "typical_lifespan": "EVERGREEN",
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      },
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          },
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            },
            {
              "display_name": "Java Backend Developer",
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              "role_archetype": "Engineering",
              "slug": "java-backend-developer",
              "source": "db"
            },
            {
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              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "node-backend-developer",
              "source": "db"
            },
            {
              "display_name": "Ruby Backend Developer",
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              "rationale": null,
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              "slug": "ruby-backend-developer",
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            },
            {
              "display_name": "Scala Backend Developer",
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          ]
        }
      ],
      "input_skill": "Multi-threading",
      "matched_via": "embedding_alias",
      "new_alias_persisted": false,
      "new_alias_text": null,
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      "was_in_llm_skills": true
    }
  ],
  "unmatched_skills": [
    "Concurrency",
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}
API 3 — final-role-output
{
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    "display_name": "Backend Developer",
    "id": 1,
    "rationale": "Domain=Software Engineering; The JD is for a Rust software developer working on real-world codebases, debugging, refactoring, testing, and concurrency safety, which best matches backend/server-side engineering among the candidates.",
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    "slug": "backend-engineer",
    "source": "db"
  },
  "chosen_role_resolution": "in_db",
  "final_input_skills": [
    {
      "skill": "Rust",
      "tag": "in_db"
    },
    {
      "skill": "Unit Testing",
      "tag": "in_db"
    },
    {
      "skill": "Integration Testing",
      "tag": "in_db"
    },
    {
      "skill": "Property-Based Testing",
      "tag": "in_db"
    },
    {
      "skill": "Concurrency",
      "tag": "new"
    },
    {
      "skill": "Asynchronous Programming",
      "tag": "new"
    },
    {
      "skill": "Multi-threading",
      "tag": "in_db"
    }
  ],
  "llm_cost_api1_usd": null,
  "llm_cost_api2_usd": null,
  "llm_cost_api3_usd": null,
  "llm_cost_total_usd": null,
  "persistence": {
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          "slug": "d_init_01",
          "source": "db"
        },
        "dimension_id": 96,
        "input_skill": "Rust",
        "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": 999,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 1,
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        },
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        "role_dimension_saved": false,
        "roles_from_db": [],
        "skill_dimension_saved": true,
        "skill_id": 999,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
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        },
        "dimension_id": 225,
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        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
        "role_dimension_saved": false,
        "roles_from_db": [
          {
            "display_name": "Video Codec Engineer",
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          }
        ],
        "skill_dimension_saved": true,
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      },
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        },
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        "role_dimension_saved": false,
        "roles_from_db": [],
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      },
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        },
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        "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": [
          {
            "display_name": "Pega Developer",
            "id": 24,
            "rationale": null,
            "role_archetype": null,
            "slug": "pega-developer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 56,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 1,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Testing and Quality Assurance",
          "id": 12,
          "rationale": "Backend-specific test strategies used to validate service behavior and integration points. Covers automated test layers, contract checks, fixtures, and regression prevention.",
          "slug": "testing-and-quality-assurance",
          "source": "db"
        },
        "dimension_id": 12,
        "input_skill": "Integration Testing",
        "llm_role": null,
        "matched_chosen_role": true,
        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension saved",
        "role_dimension_saved": true,
        "roles_from_db": [
          {
            "display_name": ".NET Backend Developer",
            "id": 83,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "dotnet-backend-developer",
            "source": "db"
          },
          {
            "display_name": "Backend Developer",
            "id": 1,
            "rationale": null,
            "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"
          },
          {
            "display_name": "Node.js Backend Developer",
            "id": 82,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "node-backend-developer",
            "source": "db"
          },
          {
            "display_name": "PHP Backend Developer",
            "id": 86,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "php-backend-developer",
            "source": "db"
          },
          {
            "display_name": "Python Backend Developer",
            "id": 80,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "python-backend-developer",
            "source": "db"
          },
          {
            "display_name": "Scala Backend Developer",
            "id": 87,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "scala-backend-developer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 56,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 1,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Testing and Quality Assurance",
          "id": 12,
          "rationale": "Backend-specific test strategies used to validate service behavior and integration points. Covers automated test layers, contract checks, fixtures, and regression prevention.",
          "slug": "testing-and-quality-assurance",
          "source": "db"
        },
        "dimension_id": 12,
        "input_skill": "Property-Based Testing",
        "llm_role": null,
        "matched_chosen_role": true,
        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension saved",
        "role_dimension_saved": true,
        "roles_from_db": [
          {
            "display_name": ".NET Backend Developer",
            "id": 83,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "dotnet-backend-developer",
            "source": "db"
          },
          {
            "display_name": "Backend Developer",
            "id": 1,
            "rationale": null,
            "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"
          },
          {
            "display_name": "Node.js Backend Developer",
            "id": 82,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "node-backend-developer",
            "source": "db"
          },
          {
            "display_name": "PHP Backend Developer",
            "id": 86,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "php-backend-developer",
            "source": "db"
          },
          {
            "display_name": "Python Backend Developer",
            "id": 80,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "python-backend-developer",
            "source": "db"
          },
          {
            "display_name": "Scala Backend Developer",
            "id": 87,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "scala-backend-developer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 60,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 1,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Concurrency and Parallel Processing",
          "id": 17,
          "rationale": "Programming techniques for handling multiple requests and background work safely and efficiently. Includes synchronization, async execution, and coordination of concurrent tasks.",
          "slug": "concurrency-and-parallel-processing",
          "source": "db"
        },
        "dimension_id": 17,
        "input_skill": "Multi-threading",
        "llm_role": null,
        "matched_chosen_role": true,
        "outcome_line": "Skipped \u2014 no persistable v3 meta for new skill",
        "role_dimension_saved": false,
        "roles_from_db": [
          {
            "display_name": "Backend Developer",
            "id": 1,
            "rationale": null,
            "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"
          },
          {
            "display_name": "Java Backend Developer",
            "id": 79,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "java-backend-developer",
            "source": "db"
          },
          {
            "display_name": "Node.js Backend Developer",
            "id": 82,
            "rationale": null,
            "role_archetype": "Engineering",
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            "source": "db"
          },
          {
            "display_name": "Ruby Backend Developer",
            "id": 85,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "ruby-backend-developer",
            "source": "db"
          },
          {
            "display_name": "Scala Backend Developer",
            "id": 87,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "scala-backend-developer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": false,
        "skill_id": null,
        "skill_tag": "new",
        "skipped_reason": "skill_not_in_db_v3_proposed"
      }
    ],
    "new_skills_created": 0,
    "role_dimension_saved": 0,
    "skill_dimension_saved": 0,
    "skipped": 1
  },
  "planner_output": null,
  "run_id": "a11e73e3-e176-4a3c-8b29-33f5acf5066f"
}

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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