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Pipeline run

2427642c-8a0f-4b71-b0bc-b65705562502

Pipeline LLM cost (USD)
API 1: $0.0034 API 2: $0.0003 API 3: $0.0000 Total: $0.0037

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 · Integration and event handling
Lead Agile delivery of OEMS/trading platform work: build scalable, fault-tolerant market data, algo trading, routing and trade analytics capabilities, while partnering on roadmap, mentoring developers, and solving complex platform issues.
"“real-time market data pipelines, algorithmic trading, trade analytics, pre & post-trade TCA, smart order routing and integrated news feeds”"
Tech stack maturity
Mainstream Modern cache hit
The provided profile is too sparse to indicate legacy constraints or cutting-edge specialization, so the safest fit is a broadly current, mainstream modern backend role.
AI index (0 = no AI use, 5 = totally AI-dependent · v2.1)
0.00 / 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 (7)
Agile Order & Execution Management System Algorithmic Trading Smart Order Routing Market Data Pipelines Trade Analytics TCA
Skill cluster (1 dimension groups, role-scoped)
Cross-cutting / unaligned
Agile Order & Execution Management System Algorithmic Trading Smart Order Routing Market Data Pipelines Trade Analytics TCA
Show KRA description ↓
• Lead individual projects priorities, deadlines and deliverables using AGILE methodologies • Deliver high throughput, scalable, highly available, concurrent and fault tolerant software systems • Significantly contribute to development of Aladdin’s global, multi-asset trading platform • Provide impact and expertise as a senior individual contributor in building various capabilities of the OEMS (Order & Execution Management System) like real-time market data pipelines, algorithmic trading, trade analytics, pre & post-trade TCA, smart order routing and integrated news feeds • Guide and mentor team members in order to build a highly performant team • Work with product management and business users to define the roadmap for the product • Design and develop innovative solutions to complex problems, identifying issues and roadblocks • Be a leader with vision and a partner in brainstorming solutions for team productivity, efficiency, training and motivating developers, and hiring new developers

Signals

Skill
Alias backend-engineer
1.00
KRA flutter-developer
0.53

Post-classification

Centroidupdated · n=374
Alias collision log
New-role queue
New skills captured6
New KRA capturedyes

Captured for admin review

Order & Execution Management System primary Backend Developer pending
Algorithmic Trading primary Backend Developer pending
Smart Order Routing primary Backend Developer pending
Market Data Pipelines primary Backend Developer pending
Trade Analytics primary Backend Developer pending
TCA primary Backend Developer pending
R&R fragment (sim 0.00) Backend Developer pending

• Lead individual projects priorities, deadlines and deliverables using AGILE methodologies • Deliver high throughput, scalable, highly available, concurrent and fault tolerant software systems • Sign…

Status: completed Created: 2026-05-27T14:12:11.725296Z Updated: 2026-05-27T14:13:15.926083Z API 3 duration: 8359 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.

0
New skills
0
Skill↔dim saved
0
Role↔dim saved
0
Skipped

Job description

R232409

Description

About this role

Senior Software Engineer – Trading

The Trading & Liquidity team within Aladdin Engineering is responsible for designing, development and support of software used by BlackRock and BlackRock Solution clients for all trading workflows. The team’s responsibilities include order management, execution management, pre and post trade analytics, algorithmic trading and liquidity discovery. The team focuses on delivering best-in-class enterprise trading solution for all financial products on one global real-time platform. We are a global team with people based in New York, London, San Francisco, Gurgaon and Budapest.

The Aladdin Trading System consists of applications built using a micro-services architecture and utilizes technologies like Apache Cassandra, a highly available NoSQL database, Apache Zookeeper, a distributed coordinator, distributed streaming middleware like Apache Kafka and AMP, as well as distributed caching technologies like Redis and Apache Ignite

Responsibilities

• Lead individual projects priorities, deadlines and deliverables using AGILE methodologies
• Deliver high throughput, scalable, highly available, concurrent and fault tolerant software systems
• Significantly contribute to development of Aladdin’s global, multi-asset trading platform
• Provide impact and expertise as a senior individual contributor in building various capabilities of the OEMS (Order & Execution Management System) like real-time market data pipelines, algorithmic trading, trade analytics, pre & post-trade TCA, smart order routing and integrated news feeds
• Guide and mentor team members in order to build a highly performant team
• Work with product management and business users to define the roadmap for the product
• Design and develop innovative solutions to complex problems, identifying issues and roadblocks
• Be a leader with vision and a partner in brainstorming solutions for team productivity, efficiency, training and motivating developers, and hiring new developers


Qualifications

• 8 + years hands-on experience in Java.
• Experience in building Order and Execution Management, Trading systems is required
• Financial experience and exposure to Trading
• In depth understanding of concurrent programming and experience in designing high throughput, high availability, fault tolerant distributed applications is required.
• Expertise in building distributed applications using NoSQL technologies like Cassandra, coordination services like Zookeeper, and caching technologies like Apache Ignite and Redis
• Extensive experiencing building micro services architecture / SOA is required.
• Experience in message oriented streaming middleware architecture is required (Kafka, MQ, NATS, AMPS)
• Experience with orchestration, containerization, and building cloud native applications (AWS, Azure) is a plus
• Experience with modern web technology such as Angular 8, React, TypeScript a plus
• Strong analytical and software architecture design skills with an emphasis on test driven development.
• Experience in programming languages such as Scala, python would be a plus.
• Experience in using Project Management methodologies such as Agile/Scrum
• Expected to drive growth of the trading platform through performance, stability, usability and new investment product capabilities
• Effective communication and presentation skills (written and verbal) are required
• Bachelor’s or Master’s degree in Computer Science or engineering preferred.


Our Benefits

To help you stay energized, engaged and inspired, we offer a wide range of benefits including a strong retirement plan, tuition reimbursement, comprehensive healthcare, support for working parents and Flexible Time Off (FTO) so you can relax, recharge and be there for the people you care about.

Our hybrid work model

BlackRock’s hybrid work model is designed to enable a culture of collaboration and apprenticeship that enriches the experience of our employees, while supporting flexibility for all. Employees are currently required to work at least 4 days in the office per week, with the flexibility to work from home 1 day a week. Some business groups may require more time in the office due to their roles and responsibilities. We remain focused on increasing the impactful moments that arise when we work together in person – aligned with our commitment to performance and innovation. As a new joiner, you can count on this hybrid model to accelerate your learning and onboarding experience here at BlackRock.

About BlackRock

At BlackRock, we are all connected by one mission: to help more and more people experience financial well-being. Our clients, and the people they serve, are saving for retirement, paying for their children’s educations, buying homes and starting businesses. Their investments also help to strengthen the global economy: support businesses small and large; finance infrastructure projects that connect and power cities; and facilitate innovations that drive progress.

This mission would not be possible without our smartest investment – the one we make in our employees. It’s why we’re dedicated to creating an environment where our colleagues feel welcomed, valued and supported with networks, benefits and development opportunities to help them thrive.

For additional information on BlackRock, please visit @blackrock | Twitter: @blackrock | LinkedIn: www.linkedin.com/company/blackrock

BlackRock is proud to be an Equal Opportunity Employer. We evaluate qualified applicants without regard to age, disability, family status, gender identity, race, religion, sex, sexual orientation and other protected attributes at law.

Skills from this JD

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

Agile Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Agile id=520 · agile

Aliases — catalog

  • Agile (CANONICAL) primary

Context tags (catalog)

Kanban SAFe Scrum backlog backlog grooming burndown burndown chart continuous delivery continuous improvement cross-functional daily standup epics incremental development iteration iteration planning lean product backlog product owner retrospective sprint sprint planning stand-up story points user stories velocity

Stored enrichment (catalog DB)

Category
Methodology
Sub-category
Agile
Confidence
0.99
Version strategy
NOT_APPLICABLE

Maturity reasoning: Agile appears in a large share of software job descriptions and is a standard hiring-pipeline requirement; Scrum/Kanban are commonly listed alongside it, showing broad market adoption.

Skill profile (library / DB)

Skill nature
METHODOLOGY
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
8
Sub-category id
367
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)
Order & Execution Management System 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
Trading Platforms
Sub-category
general
Skill nature
PLATFORM
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Algorithmic Trading 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
Trading Concepts
Sub-category
general
Skill nature
CONCEPT
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Smart Order Routing 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
Trading Concepts
Sub-category
general
Skill nature
CONCEPT
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Market Data Pipelines 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
Data Engineering Tools
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Trade Analytics 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
Analytics Tools
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
TCA 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
Analytics Tools
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
Agile 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 Order & Execution Management System | type=Trading Platforms subtype=general nature=PLATFORM lifespan=MULTI_YEAR
canonical_skill_proposed Algorithmic Trading | type=Trading Concepts subtype=general nature=CONCEPT lifespan=MULTI_YEAR
canonical_skill_proposed Smart Order Routing | type=Trading Concepts subtype=general nature=CONCEPT lifespan=MULTI_YEAR
canonical_skill_proposed Market Data Pipelines | type=Data Engineering Tools subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed Trade Analytics | type=Analytics Tools subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed TCA | type=Analytics Tools subtype=general nature=CONCEPT lifespan=MULTI_YEAR
nano JD Parser — gpt-4.1-nano click to toggle
RoleSenior Software Engineer – Trading
CompanyBlackRock
Experience8 + years hands-on experience in Java.
DomainFinancial Services
Location New York, United States (hybrid)
JD type pass
Show raw JSON
{
  "JD_type": "pass",
  "about_company": {
    "source_marker": {
      "first_5_words": "At BlackRock, we are all",
      "last_5_words": "and development opportunities to help them thrive."
    },
    "text": "At BlackRock, we are all connected by one mission: to help more and more people experience financial well-being. Our clients, and the people they serve, are saving for retirement, paying for their children\u2019s educations, buying homes and starting businesses. Their investments also help to strengthen the global economy: support businesses small and large; finance infrastructure projects that connect and power cities; and facilitate innovations that drive progress.\n\nThis mission would not be possible without our smartest investment \u2013 the one we make in our employees. It\u2019s why we\u2019re dedicated to creating an environment where our colleagues feel welcomed, valued and supported with networks, benefits and development opportunities to help them thrive.",
    "word_count": 84
  },
  "certifications": [],
  "company_name": "BlackRock",
  "ctc": null,
  "domain": {
    "primary": {
      "aliases": [
        "FinTech",
        "Trading"
      ],
      "domain": "Financial Services"
    },
    "secondary": null
  },
  "education": [
    {
      "level": "Bachelor\u0027s",
      "qualification": "BTECH/BE/BSC - Computer Science or Engineering",
      "raw": "Bachelor\u2019s or Master\u2019s degree in Computer Science or engineering preferred.",
      "requirement": "preferred"
    }
  ],
  "experience": {
    "max": null,
    "min": 8,
    "raw": "8 + years hands-on experience in Java."
  },
  "job_locations": [
    {
      "aliases": [
        "NYC"
      ],
      "city": "New York",
      "country": "United States",
      "state": "New York",
      "work_mode": "hybrid"
    },
    {
      "aliases": [],
      "city": "London",
      "country": "United Kingdom",
      "state": "England",
      "work_mode": "hybrid"
    },
    {
      "aliases": [],
      "city": "San Francisco",
      "country": "United States",
      "state": "California",
      "work_mode": "hybrid"
    },
    {
      "aliases": [
        "Gurugram"
      ],
      "city": "Gurgaon",
      "country": "India",
      "state": "Haryana",
      "work_mode": "hybrid"
    },
    {
      "aliases": [],
      "city": "Budapest",
      "country": "Hungary",
      "state": "Budapest",
      "work_mode": "hybrid"
    }
  ],
  "role": "Senior Software Engineer \u2013 Trading",
  "role_aliases": [
    "Software Engineer",
    "Senior Software Engineer",
    "Trading Software Engineer"
  ],
  "role_archetype": "Engineering",
  "roles_and_responsibilities": [
    {
      "bullet_count": 8,
      "heading": "Responsibilities",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "\u2022 Lead individual projects priorities,",
        "last_5_words": "and hiring new developers"
      },
      "text": "\u2022 Lead individual projects priorities, deadlines and deliverables using AGILE methodologies\n\u2022 Deliver high throughput, scalable, highly available, concurrent and fault tolerant software systems\n\u2022 Significantly contribute to development of Aladdin\u2019s global, multi-asset trading platform\n\u2022 Provide impact and expertise as a senior individual contributor in building various capabilities of the OEMS (Order \u0026 Execution Management System) like real-time market data pipelines, algorithmic trading, trade analytics, pre \u0026 post-trade TCA, smart order routing and integrated news feeds\n\u2022 Guide and mentor team members in order to build a highly performant team\n\u2022 Work with product management and business users to define the roadmap for the product\n\u2022 Design and develop innovative solutions to complex problems, identifying issues and roadblocks\n\u2022 Be a leader with vision and a partner in brainstorming solutions for team productivity, efficiency, training and motivating developers, and hiring new developers",
      "word_count": 134
    }
  ],
  "urls": [
    {
      "type": "linkedin",
      "url": "https://www.linkedin.com/company/blackrock"
    },
    {
      "type": "twitter",
      "url": "https://twitter.com/blackrock"
    }
  ]
}
API 1 — extract-from-jd click to toggle
{
  "final_skills": [
    {
      "is_primary": true,
      "skill_name": "Agile"
    },
    {
      "is_primary": true,
      "skill_name": "Order \u0026 Execution Management System"
    },
    {
      "is_primary": true,
      "skill_name": "Algorithmic Trading"
    },
    {
      "is_primary": true,
      "skill_name": "Smart Order Routing"
    },
    {
      "is_primary": true,
      "skill_name": "Market Data Pipelines"
    },
    {
      "is_primary": true,
      "skill_name": "Trade Analytics"
    },
    {
      "is_primary": true,
      "skill_name": "TCA"
    }
  ],
  "jd_role": {
    "display_name": "Senior Software Engineer \u2013 Trading",
    "rationale": null,
    "role_aliases": [
      "Software Engineer",
      "Senior Software Engineer",
      "Trading Software Engineer"
    ],
    "role_archetype": "Engineering",
    "slug": ""
  },
  "nano_parsed": {
    "JD_type": "pass",
    "about_company": {
      "source_marker": {
        "first_5_words": "At BlackRock, we are all",
        "last_5_words": "and development opportunities to help them thrive."
      },
      "text": "At BlackRock, we are all connected by one mission: to help more and more people experience financial well-being. Our clients, and the people they serve, are saving for retirement, paying for their children\u2019s educations, buying homes and starting businesses. Their investments also help to strengthen the global economy: support businesses small and large; finance infrastructure projects that connect and power cities; and facilitate innovations that drive progress.\n\nThis mission would not be possible without our smartest investment \u2013 the one we make in our employees. It\u2019s why we\u2019re dedicated to creating an environment where our colleagues feel welcomed, valued and supported with networks, benefits and development opportunities to help them thrive.",
      "word_count": 84
    },
    "certifications": [],
    "company_name": "BlackRock",
    "ctc": null,
    "domain": {
      "primary": {
        "aliases": [
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        "domain": "Financial Services"
      },
      "secondary": null
    },
    "education": [
      {
        "level": "Bachelor\u0027s",
        "qualification": "BTECH/BE/BSC - Computer Science or Engineering",
        "raw": "Bachelor\u2019s or Master\u2019s degree in Computer Science or engineering preferred.",
        "requirement": "preferred"
      }
    ],
    "experience": {
      "max": null,
      "min": 8,
      "raw": "8 + years hands-on experience in Java."
    },
    "job_locations": [
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        "aliases": [
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        "city": "New York",
        "country": "United States",
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      {
        "aliases": [],
        "city": "London",
        "country": "United Kingdom",
        "state": "England",
        "work_mode": "hybrid"
      },
      {
        "aliases": [],
        "city": "San Francisco",
        "country": "United States",
        "state": "California",
        "work_mode": "hybrid"
      },
      {
        "aliases": [
          "Gurugram"
        ],
        "city": "Gurgaon",
        "country": "India",
        "state": "Haryana",
        "work_mode": "hybrid"
      },
      {
        "aliases": [],
        "city": "Budapest",
        "country": "Hungary",
        "state": "Budapest",
        "work_mode": "hybrid"
      }
    ],
    "role": "Senior Software Engineer \u2013 Trading",
    "role_aliases": [
      "Software Engineer",
      "Senior Software Engineer",
      "Trading Software Engineer"
    ],
    "role_archetype": "Engineering",
    "roles_and_responsibilities": [
      {
        "bullet_count": 8,
        "heading": "Responsibilities",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "\u2022 Lead individual projects priorities,",
          "last_5_words": "and hiring new developers"
        },
        "text": "\u2022 Lead individual projects priorities, deadlines and deliverables using AGILE methodologies\n\u2022 Deliver high throughput, scalable, highly available, concurrent and fault tolerant software systems\n\u2022 Significantly contribute to development of Aladdin\u2019s global, multi-asset trading platform\n\u2022 Provide impact and expertise as a senior individual contributor in building various capabilities of the OEMS (Order \u0026 Execution Management System) like real-time market data pipelines, algorithmic trading, trade analytics, pre \u0026 post-trade TCA, smart order routing and integrated news feeds\n\u2022 Guide and mentor team members in order to build a highly performant team\n\u2022 Work with product management and business users to define the roadmap for the product\n\u2022 Design and develop innovative solutions to complex problems, identifying issues and roadblocks\n\u2022 Be a leader with vision and a partner in brainstorming solutions for team productivity, efficiency, training and motivating developers, and hiring new developers",
        "word_count": 134
      }
    ],
    "urls": [
      {
        "type": "linkedin",
        "url": "https://www.linkedin.com/company/blackrock"
      },
      {
        "type": "twitter",
        "url": "https://twitter.com/blackrock"
      }
    ]
  },
  "rejected": false,
  "rejection_reason": null,
  "run_id": "2427642c-8a0f-4b71-b0bc-b65705562502",
  "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": "Flutter Developer",
        "kra_matches": [
          {
            "kra_text": "collaborate with design, product, and backend teams",
            "sentence": "Work with product management and business users to define the roadmap for the product",
            "similarity": 0.5516
          },
          {
            "kra_text": "collaborate with design, product, and backend teams",
            "sentence": "Be a leader with vision and a partner in brainstorming solutions for team productivity, efficiency, training and motivating developers, and hiring new developers",
            "similarity": 0.5388
          },
          {
            "kra_text": "collaborate with design, product, and backend teams",
            "sentence": "Design and develop innovative solutions to complex problems, identifying issues and roadblocks",
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          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 74,
        "score": 0.5298,
        "slug": "flutter-developer",
        "total_count": null
      },
      {
        "display_name": "Fullstack Developer",
        "kra_matches": [
          {
            "kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
            "sentence": "Work with product management and business users to define the roadmap for the product",
            "similarity": 0.5961
          },
          {
            "kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
            "sentence": "Design and develop innovative solutions to complex problems, identifying issues and roadblocks",
            "similarity": 0.4755
          },
          {
            "kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
            "sentence": "Lead individual projects priorities, deadlines and deliverables using AGILE methodologies",
            "similarity": 0.4559
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 15,
        "score": 0.5092,
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        "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": "Be a leader with vision and a partner in brainstorming solutions for team productivity, efficiency, training and motivating developers, and hiring new developers",
            "similarity": 0.4986
          },
          {
            "kra_text": "Collaborates with development teams to improve build processes, reduce deployment friction, containerize applications, and adopt DevOps best practices.",
            "sentence": "Lead individual projects priorities, deadlines and deliverables using AGILE methodologies",
            "similarity": 0.4444
          },
          {
            "kra_text": "Monitors CI/CD pipeline reliability, identifies bottlenecks in delivery workflows, and improves deployment frequency, lead time, and failure recovery rate.",
            "sentence": "Deliver high throughput, scalable, highly available, concurrent and fault tolerant software systems",
            "similarity": 0.4378
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 10,
        "score": 0.4603,
        "slug": "devops-engineer",
        "total_count": null
      },
      {
        "display_name": "Cloud Architect",
        "kra_matches": [
          {
            "kra_text": "Designs multi-region and multi-availability-zone cloud infrastructure architectures for high availability, fault tolerance, and horizontal scalability.",
            "sentence": "Deliver high throughput, scalable, highly available, concurrent and fault tolerant software systems",
            "similarity": 0.4865
          },
          {
            "kra_text": "Conducts architecture reviews, approves technical design documents, and guides engineering teams through cloud migration and modernization projects.",
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            "similarity": 0.453
          },
          {
            "kra_text": "Conducts architecture reviews, approves technical design documents, and guides engineering teams through cloud migration and modernization projects.",
            "sentence": "Be a leader with vision and a partner in brainstorming solutions for team productivity, efficiency, training and motivating developers, and hiring new developers",
            "similarity": 0.4241
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 9,
        "score": 0.4545,
        "slug": "cloud-architect",
        "total_count": null
      },
      {
        "display_name": "Angular Frontend Developer",
        "kra_matches": [
          {
            "kra_text": "collaboration with design and QA",
            "sentence": "Design and develop innovative solutions to complex problems, identifying issues and roadblocks",
            "similarity": 0.4367
          },
          {
            "kra_text": "collaboration with design and QA",
            "sentence": "Work with product management and business users to define the roadmap for the product",
            "similarity": 0.4319
          },
          {
            "kra_text": "collaboration with design and QA",
            "sentence": "Lead individual projects priorities, deadlines and deliverables using AGILE methodologies",
            "similarity": 0.426
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 90,
        "score": 0.4316,
        "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": 374,
    "centroid_updated": true,
    "collision_log_id": null,
    "new_kra_attached": {
      "best_kra_similarity": 0.0,
      "queue_id": 415,
      "r_and_r_preview": "\u2022 Lead individual projects priorities, deadlines and deliverables using AGILE methodologies\n\u2022 Deliver high throughput, scalable, highly available, concurrent and fault tolerant software systems\n\u2022 Sign",
      "role_display_name": "Backend Developer",
      "role_slug": "backend-engineer",
      "status": "pending"
    },
    "new_skills_attached": [
      {
        "is_primary": true,
        "queue_id": 7610,
        "role_display_name": "Backend Developer",
        "role_slug": "backend-engineer",
        "skill_name": "Order \u0026 Execution Management System",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 7611,
        "role_display_name": "Backend Developer",
        "role_slug": "backend-engineer",
        "skill_name": "Algorithmic Trading",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 7612,
        "role_display_name": "Backend Developer",
        "role_slug": "backend-engineer",
        "skill_name": "Smart Order Routing",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 7613,
        "role_display_name": "Backend Developer",
        "role_slug": "backend-engineer",
        "skill_name": "Market Data Pipelines",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 7614,
        "role_display_name": "Backend Developer",
        "role_slug": "backend-engineer",
        "skill_name": "Trade Analytics",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 7615,
        "role_display_name": "Backend Developer",
        "role_slug": "backend-engineer",
        "skill_name": "TCA",
        "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": 868,
      "existing_alias_text": "Agile",
      "input_term": "Agile",
      "matched_canonical": {
        "category_id": 8,
        "display_name": "Agile",
        "id": 520,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "METHODOLOGY",
        "slug": "agile",
        "sub_category_id": 367,
        "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": "Agile",
      "llm_role": null,
      "roles_from_db": []
    }
  ],
  "input_final_skills": [
    "Agile",
    "Order \u0026 Execution Management System",
    "Algorithmic Trading",
    "Smart Order Routing",
    "Market Data Pipelines",
    "Trade Analytics",
    "TCA"
  ],
  "input_llm_skills": [
    "Agile",
    "Order \u0026 Execution Management System",
    "Algorithmic Trading",
    "Smart Order Routing",
    "Market Data Pipelines",
    "Trade Analytics",
    "TCA"
  ],
  "new_aliases_persisted": 0,
  "run_id": "2427642c-8a0f-4b71-b0bc-b65705562502",
  "skills_detail": [
    {
      "aliases_in_db": [
        {
          "alias_text": "Agile",
          "alias_type": "CANONICAL",
          "id": 868,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        }
      ],
      "canonical": {
        "category_id": 8,
        "display_name": "Agile",
        "id": 520,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "METHODOLOGY",
        "slug": "agile",
        "sub_category_id": 367,
        "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": "Agile",
          "llm_role": null,
          "roles_from_db": []
        }
      ],
      "input_skill": "Agile",
      "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": "Order \u0026 Execution Management System",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Trading Platforms",
          "skill_nature": "PLATFORM",
          "sub_category": "general",
          "typical_lifespan": "MULTI_YEAR",
          "version_strategy": "UNVERSIONED",
          "volatility": "MEDIUM"
        },
        "enrichment": null,
        "keep_log": [],
        "locked_dimensions": [],
        "merge_log": [],
        "placed": null,
        "relationships": null,
        "skill_id": "order-execution-management-system",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Algorithmic Trading",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Trading 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": "algorithmic-trading",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Smart Order Routing",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Trading 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": "smart-order-routing",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Market Data Pipelines",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Data Engineering Tools",
          "skill_nature": "TOOL",
          "sub_category": "general",
          "typical_lifespan": "MULTI_YEAR",
          "version_strategy": "UNVERSIONED",
          "volatility": "MEDIUM"
        },
        "enrichment": null,
        "keep_log": [],
        "locked_dimensions": [],
        "merge_log": [],
        "placed": null,
        "relationships": null,
        "skill_id": "market-data-pipelines",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Trade Analytics",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Analytics Tools",
          "skill_nature": "TOOL",
          "sub_category": "general",
          "typical_lifespan": "MULTI_YEAR",
          "version_strategy": "UNVERSIONED",
          "volatility": "MEDIUM"
        },
        "enrichment": null,
        "keep_log": [],
        "locked_dimensions": [],
        "merge_log": [],
        "placed": null,
        "relationships": null,
        "skill_id": "trade-analytics",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "TCA",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Analytics Tools",
          "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": "tca",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    }
  ],
  "unmatched_skills": [
    "Order \u0026 Execution Management System",
    "Algorithmic Trading",
    "Smart Order Routing",
    "Market Data Pipelines",
    "Trade Analytics",
    "TCA"
  ]
}
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": "Agile",
      "tag": "in_db"
    },
    {
      "skill": "Order \u0026 Execution Management System",
      "tag": "new"
    },
    {
      "skill": "Algorithmic Trading",
      "tag": "new"
    },
    {
      "skill": "Smart Order Routing",
      "tag": "new"
    },
    {
      "skill": "Market Data Pipelines",
      "tag": "new"
    },
    {
      "skill": "Trade Analytics",
      "tag": "new"
    },
    {
      "skill": "TCA",
      "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": "Agile",
        "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": 520,
        "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": "2427642c-8a0f-4b71-b0bc-b65705562502"
}

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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