Pipeline run

62227b4a-f35c-4c37-813f-c1beb2ed5445

Pipeline LLM cost (USD)

API 1: $0.0031 API 2: $0.0002 API 3: $0.0000 Total: $0.0033

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 · Backend reliability and observability

Leads design and delivery of secure, scalable software systems, writing clean testable code, reviewing quality, and troubleshooting complex issues while improving reliability, performance, and technical debt.

""Ensure high code quality through reviews, automation, and adherence to coding standards.""

Tech stack maturity

Mainstream Legacy cache hit

A backend developer focused on algorithms and data structures aligns more with foundational, broadly used engineering practices than with cloud-native or bleeding-edge specialization.

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): AI, Machine Learning

Evidence — skills matched in JD (5)

Object-Oriented Design Multi-threaded Architectures Data Structures Algorithms Cybersecurity

Skill cluster (1 dimension groups, role-scoped)

Cross-cutting / unaligned

Object-Oriented Design Multi-threaded Architectures Data Structures Algorithms Cybersecurity

Show KRA description ↓

• Lead the design, development, and delivery of complex software systems. • Drive technical innovation, best practices, and engineering excellence across teams. • Ensure high code quality through reviews, automation, and adherence to coding standards. • Architect and implement scalable, reliable, and secure systems for business-critical applications. • Collaborate closely with stakeholders to translate business requirements into technical solutions. • Align engineering initiatives with strategic business objectives to achieve company goals. • Proactively identify, troubleshoot, and resolve complex technical challenges. • Develop and implement strategies to improve system reliability and reduce technical debt. • Write clean, modular, maintainable, secure, and testable code. • Participate in system configuration, security, resilience, performance tuning, and production monitoring. • Apply a strong foundation in Computer Science principles including object-oriented design, multi-threaded architectures, data structures, algorithms, and cybersecurity. • Consistently deliver secure, stable, and efficient code with minimal defects.

Signals

Skill —

—

Alias backend-engineer

1.00

KRA react-native-developer

0.69

Post-classification

Centroidupdated · n=762

Alias collision log—

New-role queue—

New skills captured3

New KRA capturedyes

Captured for admin review

Object-Oriented Design primary ↔ Backend Developer pending

Multi-threaded Architectures primary ↔ Backend Developer pending

Cybersecurity primary ↔ Backend Developer pending

R&R fragment (sim 0.00) ↔ Backend Developer pending

Status: completed Created: 2026-05-27T15:00:40.083690Z Updated: 2026-06-12T16:59:12.159634Z API 3 duration: 2188 ms

Flow Current 3-step pipeline

1 POST /skills/extract-from-jd

2 POST /skills/extract-details

3 POST /skills/final-role-output

Role Chosen role & resolution

Backend Developer

CASE A

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

Exact alias hit on backend-engineer (1.0) — no other alias at this confidence; skill_top absent does not contradict

Resolution: in_db — role exists in library; skill↔dim and role↔dim links saved when applicable.

New skills

Skill↔dim saved

Role↔dim saved

Skipped

Job description

Our Mission:

6sense is on a mission to revolutionize how B2B organizations create revenue by predicting customers most likely to buy and recommending the best course of action to engage anonymous buying teams. 6sense Revenue AI is the only sales and marketing platform to unlock the ability to create, manage and convert high-quality pipeline to revenue.

Our People:

People are the heart and soul of 6sense. We serve with passion and purpose. We live by our Being 6sense values of Accountability, Growth Mindset, Integrity, Fun and One Team. Every 6sensor plays a part in deﬁning the future of our industry-leading technology. 6sense is a place where difference-makers roll up their sleeves, take risks, act with integrity, and measure success by the value we create for our customers.

We want 6sense to be the best chapter of your career.

As a Staff Software Engineer, you will play a key role in designing, developing, and delivering scalable and high-performing software solutions. This position requires technical expertise, leadership skills, and the ability to collaborate with cross-functional teams to solve complex engineering challenges. You will guide architectural decisions, mentor team members, and ensure the delivery of impactful features aligned with the company’s goals.

Key Responsibilities:

• Lead the design, development, and delivery of complex software systems.
• Drive technical innovation, best practices, and engineering excellence across teams.
• Ensure high code quality through reviews, automation, and adherence to coding standards.
• Architect and implement scalable, reliable, and secure systems for business-critical applications.
• Collaborate closely with stakeholders to translate business requirements into technical solutions.
• Align engineering initiatives with strategic business objectives to achieve company goals.
• Proactively identify, troubleshoot, and resolve complex technical challenges.
• Develop and implement strategies to improve system reliability and reduce technical debt.
• Write clean, modular, maintainable, secure, and testable code.
• Participate in system configuration, security, resilience, performance tuning, and production monitoring.
• Apply a strong foundation in Computer Science principles including object-oriented design, multi-threaded architectures, data structures, algorithms, and cybersecurity.
• Consistently deliver secure, stable, and efficient code with minimal defects.

Qualifications :

• Bachelor’s or Master’s degree in Computer Science, Engineering, or a related field.
• 7+ years of professional experience in software engineering, with at least 2 years in a senior or staff-level role.
• Proficiency in Python and have good command on Django, FastApi
• Expertise in designing distributed systems
• Strong knowledge of databases (SQL and NoSQL) and caching systems.
• Exceptional problem-solving and analytical abilities.
• Strong communication skills with the ability to explain complex concepts to non-technical stakeholders.
• Leadership experience, including mentoring engineers and leading technical projects.
• Experience with containerization (e.g., Docker, Kubernetes).
• Knowledge of CI/CD pipelines and DevOps practices.
• Familiarity with machine learning or data analytics platforms is a plus.

Our dual missions — one for the world, one for us :

• For the world: Improve transparency and trust in the B2B ecosystem.
• For ourselves: Lead fulfilling, impactful lives. Our core values (how we act).
• Have Empathy.
• Continuously push the barrier.
• Make data-driven decisions.
• Take smart risks.
• Have fun at work

Our Benefits:

Full-time employees can take advantage of health coverage, paid parental leave, generous paid time-off and holidays, quarterly self-care days off, and stock options. We’ll make sure you have the equipment and support you need to work and connect with your teams, at home or in one of our oﬃces.

We have a growth mindset culture that is represented in all that we do, from onboarding through to numerous learning and development initiatives including access to our LinkedIn Learning platform. Employee well-being is also top of mind for us. We host quarterly wellness education sessions to encourage self care and personal growth. From wellness days to ERG-hosted events, we celebrate and energize all 6sense employees and their backgrounds.

Equal Opportunity Employer:

6sense is an Equal Employment Opportunity and Affirmative Action Employers. Qualified applicants will receive consideration for employment without regard to race, color, religion, sex, sexual orientation, gender perception or identity, national origin, age, marital status, protected veteran status, or disability status. If you require reasonable accommodation in completing this application, interviewing, completing any pre-employment testing, or otherwise participating in the employee selection process, please direct your inquiries to jobs@6sense.com.

We are aware of recruiting impersonation attempts that are not affiliated with 6sense in any way. All email communications from 6sense will originate from the @6sense.com domain. We will not initially contact you via text message and will never request payments. If you are uncertain whether you have been contacted by an official 6sense employee, reach out to jobs@6sense.com

Skills from this JD

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

Object-Oriented Design 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

Multi-threaded Architectures 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

Data Structures Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)

Canonical: Data Structures id=1003 · data-structures

Aliases — catalog

Data Structures (CANONICAL)

Context tags (catalog)

Big O notation arrays binary search complexity analysis dynamic programming graphs hash tables linked lists memory management queues recursion searching algorithms sorting algorithms stacks trees

Stored enrichment (catalog DB)

Category: Concept
Sub-category: Data Structures
Confidence: 0.98
Version strategy: NOT_APPLICABLE

Maturity reasoning: Core CS concept in nearly all software engineering JDs and interview loops; widely taught and expected across roles, with no sunset or replacement signal.

Skill profile (library / DB)

Skill nature: CONCEPT
Volatility: STABLE
Typical lifespan: EVERGREEN
Category id: 2
Sub-category id: 731
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)

Algorithms Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)

Canonical: Algorithms id=1004 · algorithms

Aliases — catalog

Algorithms (CANONICAL)

Context tags (catalog)

Big O notation backtracking binary trees breadth-first search complexity analysis data structures depth-first search divide and conquer dynamic programming graph algorithms greedy algorithms hashing recursion search algorithms sorting algorithms

Stored enrichment (catalog DB)

Category: Concept
Sub-category: Algorithms
Confidence: 0.98
Version strategy: NOT_APPLICABLE

Maturity reasoning: Algorithms are a core hiring staple in software JDs and interview loops across FAANG and general SWE roles; they remain a standard CS curriculum topic rather than a niche tool or sunset technology.

Skill profile (library / DB)

Skill nature: CONCEPT
Volatility: STABLE
Typical lifespan: EVERGREEN
Category id: 2
Sub-category id: 732
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)

Cybersecurity 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

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
Data Structures	in_db	React Frontend Development d_init_01	✓	—	Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Algorithms	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	Object-Oriented Design \| type=Concepts subtype=general nature=CONCEPT lifespan=EVERGREEN
canonical_skill_proposed	Multi-threaded Architectures \| type=Concepts subtype=general nature=CONCEPT lifespan=MULTI_YEAR
canonical_skill_proposed	Cybersecurity \| type=Concepts subtype=general nature=CONCEPT lifespan=MULTI_YEAR

nano JD Parser — gpt-4.1-nano click to toggle

RoleStaff Software Engineer

Company6sense

Experience7+ years of professional experience in software engineering, with at least 2 years in a senior or staff-level role.

DomainSoftware & SaaS Products

JD type pass

Show raw JSON

{
  "JD_type": "pass",
  "about_company": {
    "source_marker": {
      "first_5_words": "6sense is on a mission",
      "last_5_words": "to create, manage and convert"
    },
    "text": "6sense is on a mission to revolutionize how B2B organizations create revenue by predicting customers most likely to buy and recommending the best course of action to engage anonymous buying teams. 6sense Revenue AI is the only sales and marketing platform to unlock the ability to create, manage and convert high-quality pipeline to revenue.",
    "word_count": 47
  },
  "certifications": [],
  "company_name": "6sense",
  "ctc": null,
  "domain": {
    "primary": {
      "aliases": [
        "SaaS",
        "Product Companies"
      ],
      "domain": "Software \u0026 SaaS Products"
    },
    "secondary": null
  },
  "education": [
    {
      "level": "Bachelor\u0027s",
      "qualification": "BTECH/BE/BSC - Computer Science (or related)",
      "raw": "Bachelor\u2019s or Master\u2019s degree in Computer Science, Engineering, or a related field.",
      "requirement": "required"
    }
  ],
  "experience": {
    "max": null,
    "min": 7,
    "raw": "7+ years of professional experience in software engineering, with at least 2 years in a senior or staff-level role."
  },
  "job_locations": [],
  "role": "Staff Software Engineer",
  "role_aliases": [
    "Software Engineer",
    "Senior Software Engineer",
    "SWE"
  ],
  "role_archetype": "Engineering",
  "roles_and_responsibilities": [
    {
      "bullet_count": 12,
      "heading": "Key Responsibilities",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "\u2022 Lead the design, development,",
        "last_5_words": "with minimal defects."
      },
      "text": "\u2022 Lead the design, development, and delivery of complex software systems.\n\u2022 Drive technical innovation, best practices, and engineering excellence across teams.\n\u2022 Ensure high code quality through reviews, automation, and adherence to coding standards.\n\u2022 Architect and implement scalable, reliable, and secure systems for business-critical applications.\n\u2022 Collaborate closely with stakeholders to translate business requirements into technical solutions.\n\u2022 Align engineering initiatives with strategic business objectives to achieve company goals.\n\u2022 Proactively identify, troubleshoot, and resolve complex technical challenges.\n\u2022 Develop and implement strategies to improve system reliability and reduce technical debt.\n\u2022 Write clean, modular, maintainable, secure, and testable code.\n\u2022 Participate in system configuration, security, resilience, performance tuning, and production monitoring.\n\u2022 Apply a strong foundation in Computer Science principles including object-oriented design, multi-threaded architectures, data structures, algorithms, and cybersecurity.\n\u2022 Consistently deliver secure, stable, and efficient code with minimal defects.",
      "word_count": 199
    }
  ],
  "urls": []
}

API 1 — extract-from-jd click to toggle

{
  "final_skills": [
    {
      "is_primary": true,
      "skill_name": "Object-Oriented Design"
    },
    {
      "is_primary": true,
      "skill_name": "Multi-threaded Architectures"
    },
    {
      "is_primary": true,
      "skill_name": "Data Structures"
    },
    {
      "is_primary": true,
      "skill_name": "Algorithms"
    },
    {
      "is_primary": true,
      "skill_name": "Cybersecurity"
    }
  ],
  "jd_role": {
    "display_name": "Staff Software Engineer",
    "rationale": null,
    "role_aliases": [
      "Software Engineer",
      "Senior Software Engineer",
      "SWE"
    ],
    "role_archetype": "Engineering",
    "slug": ""
  },
  "nano_parsed": {
    "JD_type": "pass",
    "about_company": {
      "source_marker": {
        "first_5_words": "6sense is on a mission",
        "last_5_words": "to create, manage and convert"
      },
      "text": "6sense is on a mission to revolutionize how B2B organizations create revenue by predicting customers most likely to buy and recommending the best course of action to engage anonymous buying teams. 6sense Revenue AI is the only sales and marketing platform to unlock the ability to create, manage and convert high-quality pipeline to revenue.",
      "word_count": 47
    },
    "certifications": [],
    "company_name": "6sense",
    "ctc": null,
    "domain": {
      "primary": {
        "aliases": [
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          "Product Companies"
        ],
        "domain": "Software \u0026 SaaS Products"
      },
      "secondary": null
    },
    "education": [
      {
        "level": "Bachelor\u0027s",
        "qualification": "BTECH/BE/BSC - Computer Science (or related)",
        "raw": "Bachelor\u2019s or Master\u2019s degree in Computer Science, Engineering, or a related field.",
        "requirement": "required"
      }
    ],
    "experience": {
      "max": null,
      "min": 7,
      "raw": "7+ years of professional experience in software engineering, with at least 2 years in a senior or staff-level role."
    },
    "job_locations": [],
    "role": "Staff Software Engineer",
    "role_aliases": [
      "Software Engineer",
      "Senior Software Engineer",
      "SWE"
    ],
    "role_archetype": "Engineering",
    "roles_and_responsibilities": [
      {
        "bullet_count": 12,
        "heading": "Key Responsibilities",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "\u2022 Lead the design, development,",
          "last_5_words": "with minimal defects."
        },
        "text": "\u2022 Lead the design, development, and delivery of complex software systems.\n\u2022 Drive technical innovation, best practices, and engineering excellence across teams.\n\u2022 Ensure high code quality through reviews, automation, and adherence to coding standards.\n\u2022 Architect and implement scalable, reliable, and secure systems for business-critical applications.\n\u2022 Collaborate closely with stakeholders to translate business requirements into technical solutions.\n\u2022 Align engineering initiatives with strategic business objectives to achieve company goals.\n\u2022 Proactively identify, troubleshoot, and resolve complex technical challenges.\n\u2022 Develop and implement strategies to improve system reliability and reduce technical debt.\n\u2022 Write clean, modular, maintainable, secure, and testable code.\n\u2022 Participate in system configuration, security, resilience, performance tuning, and production monitoring.\n\u2022 Apply a strong foundation in Computer Science principles including object-oriented design, multi-threaded architectures, data structures, algorithms, and cybersecurity.\n\u2022 Consistently deliver secure, stable, and efficient code with minimal defects.",
        "word_count": 199
      }
    ],
    "urls": []
  },
  "rejected": false,
  "rejection_reason": null,
  "run_id": "62227b4a-f35c-4c37-813f-c1beb2ed5445",
  "stage3_signals": {
    "alias_found": true,
    "alias_match_roles": [
      {
        "display_name": "Backend Developer",
        "kra_matches": null,
        "matched_count": null,
        "matched_skills": null,
        "role_id": 1,
        "score": 1.0,
        "slug": "backend-engineer",
        "total_count": null
      }
    ],
    "kra_match_roles": [
      {
        "display_name": "React Native Developer",
        "kra_matches": [
          {
            "kra_text": "maintain code quality",
            "sentence": "Ensure high code quality through reviews, automation, and adherence to coding standards.",
            "similarity": 0.7545
          },
          {
            "kra_text": "maintain code quality",
            "sentence": "Write clean, modular, maintainable, secure, and testable code.",
            "similarity": 0.6614
          },
          {
            "kra_text": "maintain code quality",
            "sentence": "Consistently deliver secure, stable, and efficient code with minimal defects.",
            "similarity": 0.6458
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 73,
        "score": 0.6872,
        "slug": "react-native-developer",
        "total_count": null
      },
      {
        "display_name": "DevOps Engineer",
        "kra_matches": [
          {
            "kra_text": "Collaborates with development teams to improve build processes, reduce deployment friction, containerize applications, and adopt DevOps best practices.",
            "sentence": "Drive technical innovation, best practices, and engineering excellence across teams.",
            "similarity": 0.5577
          },
          {
            "kra_text": "Responds to deployment failures, infrastructure incidents, and environment misconfiguration issues to restore service availability and prevent recurrence.",
            "sentence": "Participate in system configuration, security, resilience, performance tuning, and production monitoring.",
            "similarity": 0.5338
          },
          {
            "kra_text": "Collaborates with development teams to improve build processes, reduce deployment friction, containerize applications, and adopt DevOps best practices.",
            "sentence": "Develop and implement strategies to improve system reliability and reduce technical debt.",
            "similarity": 0.5281
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 10,
        "score": 0.5399,
        "slug": "devops-engineer",
        "total_count": null
      },
      {
        "display_name": "Fullstack Developer",
        "kra_matches": [
          {
            "kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
            "sentence": "Collaborate closely with stakeholders to translate business requirements into technical solutions.",
            "similarity": 0.5888
          },
          {
            "kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
            "sentence": "Lead the design, development, and delivery of complex software systems.",
            "similarity": 0.4967
          },
          {
            "kra_text": "Debugs full-stack issues that span frontend rendering, API behavior, database queries, and infrastructure configuration to identify root causes.",
            "sentence": "Proactively identify, troubleshoot, and resolve complex technical challenges.",
            "similarity": 0.4941
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 15,
        "score": 0.5265,
        "slug": "full-stack-engineer",
        "total_count": null
      },
      {
        "display_name": "Cloud Architect",
        "kra_matches": [
          {
            "kra_text": "Conducts architecture reviews, approves technical design documents, and guides engineering teams through cloud migration and modernization projects.",
            "sentence": "Lead the design, development, and delivery of complex software systems.",
            "similarity": 0.5431
          },
          {
            "kra_text": "Conducts architecture reviews, approves technical design documents, and guides engineering teams through cloud migration and modernization projects.",
            "sentence": "Architect and implement scalable, reliable, and secure systems for business-critical applications.",
            "similarity": 0.5246
          },
          {
            "kra_text": "Conducts architecture reviews, approves technical design documents, and guides engineering teams through cloud migration and modernization projects.",
            "sentence": "Drive technical innovation, best practices, and engineering excellence across teams.",
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          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 9,
        "score": 0.5265,
        "slug": "cloud-architect",
        "total_count": null
      },
      {
        "display_name": "Angular Frontend Developer",
        "kra_matches": [
          {
            "kra_text": "code review and refactoring",
            "sentence": "Ensure high code quality through reviews, automation, and adherence to coding standards.",
            "similarity": 0.548
          },
          {
            "kra_text": "code review and refactoring",
            "sentence": "Write clean, modular, maintainable, secure, and testable code.",
            "similarity": 0.5337
          },
          {
            "kra_text": "collaboration with design and QA",
            "sentence": "Collaborate closely with stakeholders to translate business requirements into technical solutions.",
            "similarity": 0.4881
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 90,
        "score": 0.5232,
        "slug": "angular-frontend-developer",
        "total_count": null
      }
    ],
    "skill_match_roles": []
  },
  "stage4_decision": {
    "alias_collision_detected": false,
    "case": "A",
    "chosen_role": {
      "display_name": "Backend Developer",
      "kra_matches": null,
      "matched_count": null,
      "matched_skills": null,
      "role_id": 1,
      "score": 1.0,
      "slug": "backend-engineer",
      "total_count": null
    },
    "confidence": 1.0,
    "is_new_role": false,
    "llm2_fired": false,
    "llm2_reasoning": null,
    "matched_dimensions": [],
    "matched_kras": [],
    "matched_skills": [],
    "new_role_display_name": null,
    "new_role_slug": null,
    "queued": false,
    "reasoning": "Exact alias hit on backend-engineer (1.0) \u2014 no other alias at this confidence; skill_top absent does not contradict",
    "sub_role": null
  },
  "stage5_updates": {
    "centroid_n_after": 762,
    "centroid_updated": true,
    "collision_log_id": null,
    "new_kra_attached": {
      "best_kra_similarity": 0.0,
      "queue_id": 820,
      "r_and_r_preview": "\u2022 Lead the design, development, and delivery of complex software systems.\n\u2022 Drive technical innovation, best practices, and engineering excellence across teams.\n\u2022 Ensure high code quality through revi",
      "role_display_name": "Backend Developer",
      "role_slug": "backend-engineer",
      "status": "pending"
    },
    "new_skills_attached": [
      {
        "is_primary": true,
        "queue_id": 12158,
        "role_display_name": "Backend Developer",
        "role_slug": "backend-engineer",
        "skill_name": "Object-Oriented Design",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 12159,
        "role_display_name": "Backend Developer",
        "role_slug": "backend-engineer",
        "skill_name": "Multi-threaded Architectures",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 12160,
        "role_display_name": "Backend Developer",
        "role_slug": "backend-engineer",
        "skill_name": "Cybersecurity",
        "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": 1614,
      "existing_alias_text": "Data Structures",
      "input_term": "Data Structures",
      "matched_canonical": {
        "category_id": 2,
        "display_name": "Data Structures",
        "id": 1003,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "CONCEPT",
        "slug": "data-structures",
        "sub_category_id": 731,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "matched_via": "alias"
    },
    {
      "alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
      "alias_persisted": false,
      "existing_alias_id": 1615,
      "existing_alias_text": "Algorithms",
      "input_term": "Algorithms",
      "matched_canonical": {
        "category_id": 2,
        "display_name": "Algorithms",
        "id": 1004,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "CONCEPT",
        "slug": "algorithms",
        "sub_category_id": 732,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "matched_via": "alias"
    }
  ],
  "candidate_roles": [],
  "chosen_role": {
    "display_name": "Backend Developer",
    "id": 1,
    "rationale": "Exact alias hit on backend-engineer (1.0) \u2014 no other alias at this confidence; skill_top absent does not contradict",
    "role_archetype": "A Backend Engineer designs, builds, and maintains the server-side logic and data handling that power applications and services. They focus on implementing reliable business functionality, integrating with other systems, and ensuring the backend is scalable, maintainable, and observable.",
    "slug": "backend-engineer",
    "source": "db"
  },
  "dimensions": [
    {
      "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": "Data Structures",
      "llm_role": null,
      "roles_from_db": []
    },
    {
      "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": "Algorithms",
      "llm_role": null,
      "roles_from_db": []
    }
  ],
  "input_final_skills": [
    "Object-Oriented Design",
    "Multi-threaded Architectures",
    "Data Structures",
    "Algorithms",
    "Cybersecurity"
  ],
  "input_llm_skills": [
    "Object-Oriented Design",
    "Multi-threaded Architectures",
    "Data Structures",
    "Algorithms",
    "Cybersecurity"
  ],
  "new_aliases_persisted": 0,
  "run_id": "62227b4a-f35c-4c37-813f-c1beb2ed5445",
  "skills_detail": [
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Object-Oriented Design",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "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": "object-oriented-design",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Multi-threaded Architectures",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Concepts",
          "skill_nature": "CONCEPT",
          "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": "multi-threaded-architectures",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [
        {
          "alias_text": "Data Structures",
          "alias_type": "CANONICAL",
          "id": 1614,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        }
      ],
      "canonical": {
        "category_id": 2,
        "display_name": "Data Structures",
        "id": 1003,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "CONCEPT",
        "slug": "data-structures",
        "sub_category_id": 731,
        "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": "Data Structures",
          "llm_role": null,
          "roles_from_db": []
        }
      ],
      "input_skill": "Data Structures",
      "matched_via": "alias",
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": null,
      "source_tag": "db",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [
        {
          "alias_text": "Algorithms",
          "alias_type": "CANONICAL",
          "id": 1615,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        }
      ],
      "canonical": {
        "category_id": 2,
        "display_name": "Algorithms",
        "id": 1004,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "CONCEPT",
        "slug": "algorithms",
        "sub_category_id": 732,
        "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": "Algorithms",
          "llm_role": null,
          "roles_from_db": []
        }
      ],
      "input_skill": "Algorithms",
      "matched_via": "alias",
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": null,
      "source_tag": "db",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Cybersecurity",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Concepts",
          "skill_nature": "CONCEPT",
          "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": "cybersecurity",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    }
  ],
  "unmatched_skills": [
    "Object-Oriented Design",
    "Multi-threaded Architectures",
    "Cybersecurity"
  ]
}

API 3 — final-role-output

{
  "chosen_role": {
    "display_name": "Backend Developer",
    "id": 1,
    "rationale": "Exact alias hit on backend-engineer (1.0) \u2014 no other alias at this confidence; skill_top absent does not contradict",
    "role_archetype": "A Backend Engineer designs, builds, and maintains the server-side logic and data handling that power applications and services. They focus on implementing reliable business functionality, integrating with other systems, and ensuring the backend is scalable, maintainable, and observable.",
    "slug": "backend-engineer",
    "source": "db"
  },
  "chosen_role_resolution": "in_db",
  "final_input_skills": [
    {
      "skill": "Object-Oriented Design",
      "tag": "new"
    },
    {
      "skill": "Multi-threaded Architectures",
      "tag": "new"
    },
    {
      "skill": "Data Structures",
      "tag": "in_db"
    },
    {
      "skill": "Algorithms",
      "tag": "in_db"
    },
    {
      "skill": "Cybersecurity",
      "tag": "new"
    }
  ],
  "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": "Data Structures",
        "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": 1003,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "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": "Algorithms",
        "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": 1004,
        "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": "62227b4a-f35c-4c37-813f-c1beb2ed5445"
}

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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