Pipeline run

6202eace-b105-4657-94a9-f199cb62d673

Pipeline LLM cost (USD)

API 1: $0.0048 API 2: $0.0000 API 3: $0.0000 Total: $0.0048

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 API integration

Build and debug frontend features in React/JavaScript while also developing Java/Spring microservices and REST APIs, applying performance/reliability practices, testing, and supporting production in an Agile DevOps team.

"“Design, develop, debug, and implement software solutions using JavaScript, Java, Spring, and related technologies”"

Tech stack maturity

Modern Cloud Native cache hit

The skill mix centers on React/TypeScript frontend work with cloud platforms, Kubernetes, microservices, REST, and DevOps practices, which aligns best with a modern cloud-native stack.

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 (21)

Agile DevOps JavaScript TypeScript React BackboneJS Java Spring Microservices REST HTML CSS GCP AWS Azure SQL NoSQL Scrum Kubernetes SIP RTP

Skill cluster (9 dimension groups, role-scoped)

Cloud Provider Platforms

GCP AWS Azure

JavaScript and TypeScript

JavaScript TypeScript

CI/CD Pipeline Platforms

DevOps

CSS Architecture and Styling

CSS

Container Orchestration Platforms

Kubernetes

Integration Protocols & Standards

REST

Java Language and JVM

Java

UI Frameworks and Rendering

React

Cross-cutting / unaligned

Agile BackboneJS Spring Microservices HTML SQL NoSQL Scrum SIP RTP

Show KRA description ↓

• Contribute as a member of an agile team delivering a scalable, highly available global voice platform • Collaborate closely with Product Managers, Architects, Engineering Leaders, and Test Engineers • Apply performance, scalability, and reliability best practices throughout the software development lifecycle • Troubleshoot, maintain, and support the production environment in line with DevOps principles • Design, develop, debug, and implement software solutions using JavaScript, Java, Spring, and related technologies • Develop and maintain comprehensive unit and functional test coverage • Produce clear technical documentation and communicate effectively with stakeholders • 6+ years of industry experience in frontend development (JavaScript, TypeScript, React, BackboneJS) • 3+ years of industry experience in backend development (Java) • Deep knowledge and experience with frameworks such as Spring • Hands-on experience in designing and implementing scalable, high-performing Microservices providing REST APIs • Strong expertise in web development technologies, including HTML, CSS, and modern front-end frameworks. • Experience working with cloud platforms such as GCP, AWS, or Azure. • Expertise in server-side technologies and databases (SQL or NoSQL). • Experience working on complex problems spanning multiple products and systems • Experience working within an Agile/Scrum team • Hands-on experience with Kubernetes for container orchestration • Knowledge of real-time communications (SIP, RTP, etc.)

Signals

Skill backend-engineer

0.33

Alias frontend-engineer

0.44

KRA ar-vr-engineer

0.42

Post-classification

Centroidupdated · n=5

Alias collision log#37

New-role queue—

New skills captured5

New KRA capturedyes

Captured for admin review

BackboneJS primary ↔ Frontend Engineer pending

Spring primary ↔ Frontend Engineer pending

HTML primary ↔ Frontend Engineer pending

SIP primary ↔ Frontend Engineer pending

RTP primary ↔ Frontend Engineer pending

R&R fragment (sim 0.00) ↔ Frontend Engineer pending

Status: extract_from_jd_done Created: 2026-05-19T00:37:48.388708Z Updated: 2026-05-19T00:37:49.307360Z

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

No chosen role stored for this run.

Job description

Senior Full-Stack Developer (Front End oriented)

Company Description

Miratech helps visionaries change the world. We are a global IT services and consulting company that brings together enterprise and start-up innovation. Today, we support digital transformation for some of the world's largest enterprises. By partnering with both large and small players, we stay at the leading edge of technology, remain nimble even as a global leader, and create technology that helps our clients further enhance their business. We are a values driven organization and our culture of Relentless Performance has enabled over 99% of Miratech's engagements to succeed by meeting or exceeding our scope, schedule, and/or budget objectives since our inception in 1989.

Miratech has coverage across five continents and operates in 25 countries worldwide. Miratech retains over 1000 full-time professionals and has achieved sustained shareholder value growth exceeding 25% annually over many years.

Job Description

We are seeking a talented Senior Full Stack Developer to join our team and play a key role in developing and maintaining customer CRM integrations. In this role, you will support customers' existing codebase, resolve bugs, and implement new features to ensure compatibility with the latest CRM CTI APIs.

Responsibilities:

• Contribute as a member of an agile team delivering a scalable, highly available global voice platform
• Collaborate closely with Product Managers, Architects, Engineering Leaders, and Test Engineers
• Apply performance, scalability, and reliability best practices throughout the software development lifecycle
• Troubleshoot, maintain, and support the production environment in line with DevOps principles
• Design, develop, debug, and implement software solutions using JavaScript, Java, Spring, and related technologies
• Develop and maintain comprehensive unit and functional test coverage
• Produce clear technical documentation and communicate effectively with stakeholders


Qualifications

• 6+ years of industry experience in frontend development (JavaScript, TypeScript, React, BackboneJS)
• 3+ years of industry experience in backend development (Java)
• Deep knowledge and experience with frameworks such as Spring
• Hands-on experience in designing and implementing scalable, high-performing Microservices providing REST APIs
• Strong expertise in web development technologies, including HTML, CSS, and modern front-end frameworks. 
• Experience working with cloud platforms such as GCP, AWS, or Azure. 
• Expertise in server-side technologies and databases (SQL or NoSQL). 
• Experience working on complex problems spanning multiple products and systems
• Experience working within an Agile/Scrum team


Nice to have:

• Hands-on experience with Kubernetes for container orchestration
• Knowledge of real-time communications (SIP, RTP, etc.)


Additional Information

We Offer

• Culture of Relentless Performance: join an unstoppable technology development team with a 99% project success rate and more than 30% year-over-year revenue growth. 
• Competitive Pay and Benefits: enjoy a comprehensive compensation and benefits package, including health insurance, language courses, and a relocation program. 
• Work From Anywhere Culture: make the most of the flexibility that comes with remote work. 
• Growth Mindset: reap the benefits of a range of professional development opportunities, including certification programs, mentorship and talent investment programs, internal mobility and internship opportunities. 
• Global Impact: collaborate on impactful projects for top global clients and shape the future of industries. 
• Welcoming Multicultural Environment: be a part of a dynamic, global team and thrive in an inclusive and supportive work environment with open communication and regular team-building company social events. 
• Social Sustainability Values: join our sustainable business practices focused on five pillars, including IT education, community empowerment, fair operating practices, environmental sustainability, and gender equality.


Miratech is an equal opportunity employer and does not discriminate against any employee or applicant for employment on the basis of race, color, religion, sex, national origin, age, disability, veteran status, sexual orientation, gender identity, or any other protected status under applicable 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 No API 2 row (run stopped after API 1 or history missing)

DevOps Primary No API 2 row (run stopped after API 1 or history missing)

JavaScript Primary No API 2 row (run stopped after API 1 or history missing)

TypeScript Primary No API 2 row (run stopped after API 1 or history missing)

React Primary No API 2 row (run stopped after API 1 or history missing)

BackboneJS Primary No API 2 row (run stopped after API 1 or history missing)

Java Primary No API 2 row (run stopped after API 1 or history missing)

Spring Primary No API 2 row (run stopped after API 1 or history missing)

Microservices Primary No API 2 row (run stopped after API 1 or history missing)

REST Primary No API 2 row (run stopped after API 1 or history missing)

HTML Primary No API 2 row (run stopped after API 1 or history missing)

CSS Primary No API 2 row (run stopped after API 1 or history missing)

GCP Primary No API 2 row (run stopped after API 1 or history missing)

AWS Primary No API 2 row (run stopped after API 1 or history missing)

Azure Primary No API 2 row (run stopped after API 1 or history missing)

SQL Primary No API 2 row (run stopped after API 1 or history missing)

NoSQL Primary No API 2 row (run stopped after API 1 or history missing)

Scrum Primary No API 2 row (run stopped after API 1 or history missing)

Kubernetes Primary No API 2 row (run stopped after API 1 or history missing)

SIP Primary No API 2 row (run stopped after API 1 or history missing)

RTP Primary No API 2 row (run stopped after API 1 or history missing)

Library artifacts (this run)

No artifact rows for this run.

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

RoleSenior Full-Stack Developer (Front End oriented)

CompanyMiratech

Experience6+ years of industry experience in frontend development

DomainIT Services & Consulting

JD type pass

Show raw JSON

{
  "JD_type": "pass",
  "about_company": {
    "source_marker": {
      "first_5_words": "Miratech helps visionaries change the",
      "last_5_words": "scope, schedule, and/or budget objectives since"
    },
    "text": "Miratech helps visionaries change the world. We are a global IT services and consulting company that brings together enterprise and start-up innovation. Today, we support digital transformation for some of the world\u0027s largest enterprises. By partnering with both large and small players, we stay at the leading edge of technology, remain nimble even as a global leader, and create technology that helps our clients further enhance their business. We are a values driven organization and our culture of Relentless Performance has enabled over 99% of Miratech\u0027s engagements to succeed by meeting or exceeding our scope, schedule, and/or budget objectives since our inception in 1989.",
    "word_count": 84
  },
  "certifications": [],
  "company_name": "Miratech",
  "ctc": null,
  "domain": {
    "primary": {
      "aliases": [
        "IT Consulting",
        "Technology Services"
      ],
      "domain": "IT Services \u0026 Consulting"
    },
    "secondary": null
  },
  "education": [],
  "experience": {
    "max": null,
    "min": 6,
    "raw": "6+ years of industry experience in frontend development"
  },
  "job_locations": [],
  "role": "Senior Full-Stack Developer (Front End oriented)",
  "role_archetype": "Engineering",
  "roles_and_responsibilities": [
    {
      "bullet_count": 7,
      "heading": "Responsibilities",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "\u2022 Contribute as a member",
        "last_5_words": "and communicate effectively with stakeholders"
      },
      "text": "\u2022 Contribute as a member of an agile team delivering a scalable, highly available global voice platform\n\u2022 Collaborate closely with Product Managers, Architects, Engineering Leaders, and Test Engineers\n\u2022 Apply performance, scalability, and reliability best practices throughout the software development lifecycle\n\u2022 Troubleshoot, maintain, and support the production environment in line with DevOps principles\n\u2022 Design, develop, debug, and implement software solutions using JavaScript, Java, Spring, and related technologies\n\u2022 Develop and maintain comprehensive unit and functional test coverage\n\u2022 Produce clear technical documentation and communicate effectively with stakeholders",
      "word_count": 92
    },
    {
      "bullet_count": 9,
      "heading": "Qualifications",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "\u2022 6+ years of industry experience",
        "last_5_words": "working within an Agile/Scrum team"
      },
      "text": "\u2022 6+ years of industry experience in frontend development (JavaScript, TypeScript, React, BackboneJS)\n\u2022 3+ years of industry experience in backend development (Java)\n\u2022 Deep knowledge and experience with frameworks such as Spring\n\u2022 Hands-on experience in designing and implementing scalable, high-performing Microservices providing REST APIs\n\u2022 Strong expertise in web development technologies, including HTML, CSS, and modern front-end frameworks.\n\u2022 Experience working with cloud platforms such as GCP, AWS, or Azure.\n\u2022 Expertise in server-side technologies and databases (SQL or NoSQL).\n\u2022 Experience working on complex problems spanning multiple products and systems\n\u2022 Experience working within an Agile/Scrum team",
      "word_count": 104
    },
    {
      "bullet_count": 2,
      "heading": "Nice to have",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "\u2022 Hands-on experience with Kubernetes",
        "last_5_words": "communications (SIP, RTP, etc.)"
      },
      "text": "\u2022 Hands-on experience with Kubernetes for container orchestration\n\u2022 Knowledge of real-time communications (SIP, RTP, etc.)",
      "word_count": 20
    }
  ],
  "urls": []
}

API 1 — extract-from-jd click to toggle

{
  "final_skills": [
    {
      "is_primary": true,
      "skill_name": "Agile"
    },
    {
      "is_primary": true,
      "skill_name": "DevOps"
    },
    {
      "is_primary": true,
      "skill_name": "JavaScript"
    },
    {
      "is_primary": true,
      "skill_name": "TypeScript"
    },
    {
      "is_primary": true,
      "skill_name": "React"
    },
    {
      "is_primary": true,
      "skill_name": "BackboneJS"
    },
    {
      "is_primary": true,
      "skill_name": "Java"
    },
    {
      "is_primary": true,
      "skill_name": "Spring"
    },
    {
      "is_primary": true,
      "skill_name": "Microservices"
    },
    {
      "is_primary": true,
      "skill_name": "REST"
    },
    {
      "is_primary": true,
      "skill_name": "HTML"
    },
    {
      "is_primary": true,
      "skill_name": "CSS"
    },
    {
      "is_primary": true,
      "skill_name": "GCP"
    },
    {
      "is_primary": true,
      "skill_name": "AWS"
    },
    {
      "is_primary": true,
      "skill_name": "Azure"
    },
    {
      "is_primary": true,
      "skill_name": "SQL"
    },
    {
      "is_primary": true,
      "skill_name": "NoSQL"
    },
    {
      "is_primary": true,
      "skill_name": "Scrum"
    },
    {
      "is_primary": true,
      "skill_name": "Kubernetes"
    },
    {
      "is_primary": true,
      "skill_name": "SIP"
    },
    {
      "is_primary": true,
      "skill_name": "RTP"
    }
  ],
  "jd_role": {
    "display_name": "Senior Full-Stack Developer (Front End oriented)",
    "rationale": null,
    "role_archetype": "Engineering",
    "slug": ""
  },
  "nano_parsed": {
    "JD_type": "pass",
    "about_company": {
      "source_marker": {
        "first_5_words": "Miratech helps visionaries change the",
        "last_5_words": "scope, schedule, and/or budget objectives since"
      },
      "text": "Miratech helps visionaries change the world. We are a global IT services and consulting company that brings together enterprise and start-up innovation. Today, we support digital transformation for some of the world\u0027s largest enterprises. By partnering with both large and small players, we stay at the leading edge of technology, remain nimble even as a global leader, and create technology that helps our clients further enhance their business. We are a values driven organization and our culture of Relentless Performance has enabled over 99% of Miratech\u0027s engagements to succeed by meeting or exceeding our scope, schedule, and/or budget objectives since our inception in 1989.",
      "word_count": 84
    },
    "certifications": [],
    "company_name": "Miratech",
    "ctc": null,
    "domain": {
      "primary": {
        "aliases": [
          "IT Consulting",
          "Technology Services"
        ],
        "domain": "IT Services \u0026 Consulting"
      },
      "secondary": null
    },
    "education": [],
    "experience": {
      "max": null,
      "min": 6,
      "raw": "6+ years of industry experience in frontend development"
    },
    "job_locations": [],
    "role": "Senior Full-Stack Developer (Front End oriented)",
    "role_archetype": "Engineering",
    "roles_and_responsibilities": [
      {
        "bullet_count": 7,
        "heading": "Responsibilities",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "\u2022 Contribute as a member",
          "last_5_words": "and communicate effectively with stakeholders"
        },
        "text": "\u2022 Contribute as a member of an agile team delivering a scalable, highly available global voice platform\n\u2022 Collaborate closely with Product Managers, Architects, Engineering Leaders, and Test Engineers\n\u2022 Apply performance, scalability, and reliability best practices throughout the software development lifecycle\n\u2022 Troubleshoot, maintain, and support the production environment in line with DevOps principles\n\u2022 Design, develop, debug, and implement software solutions using JavaScript, Java, Spring, and related technologies\n\u2022 Develop and maintain comprehensive unit and functional test coverage\n\u2022 Produce clear technical documentation and communicate effectively with stakeholders",
        "word_count": 92
      },
      {
        "bullet_count": 9,
        "heading": "Qualifications",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "\u2022 6+ years of industry experience",
          "last_5_words": "working within an Agile/Scrum team"
        },
        "text": "\u2022 6+ years of industry experience in frontend development (JavaScript, TypeScript, React, BackboneJS)\n\u2022 3+ years of industry experience in backend development (Java)\n\u2022 Deep knowledge and experience with frameworks such as Spring\n\u2022 Hands-on experience in designing and implementing scalable, high-performing Microservices providing REST APIs\n\u2022 Strong expertise in web development technologies, including HTML, CSS, and modern front-end frameworks.\n\u2022 Experience working with cloud platforms such as GCP, AWS, or Azure.\n\u2022 Expertise in server-side technologies and databases (SQL or NoSQL).\n\u2022 Experience working on complex problems spanning multiple products and systems\n\u2022 Experience working within an Agile/Scrum team",
        "word_count": 104
      },
      {
        "bullet_count": 2,
        "heading": "Nice to have",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "\u2022 Hands-on experience with Kubernetes",
          "last_5_words": "communications (SIP, RTP, etc.)"
        },
        "text": "\u2022 Hands-on experience with Kubernetes for container orchestration\n\u2022 Knowledge of real-time communications (SIP, RTP, etc.)",
        "word_count": 20
      }
    ],
    "urls": []
  },
  "rejected": false,
  "rejection_reason": null,
  "run_id": "6202eace-b105-4657-94a9-f199cb62d673",
  "stage3_signals": {
    "alias_match_roles": [
      {
        "display_name": "Frontend Engineer",
        "matched_count": null,
        "role_id": 7,
        "score": 0.4444,
        "slug": "frontend-engineer",
        "total_count": null
      }
    ],
    "kra_match_roles": [
      {
        "display_name": "AR/VR Engineer",
        "matched_count": null,
        "role_id": 8,
        "score": 0.4166,
        "slug": "ar-vr-engineer",
        "total_count": null
      },
      {
        "display_name": "Android Engineer",
        "matched_count": null,
        "role_id": 4,
        "score": 0.4093,
        "slug": "android-engineer",
        "total_count": null
      },
      {
        "display_name": "DevOps Engineer",
        "matched_count": null,
        "role_id": 10,
        "score": 0.4066,
        "slug": "devops-engineer",
        "total_count": null
      },
      {
        "display_name": "Backend Engineer",
        "matched_count": null,
        "role_id": 1,
        "score": 0.3763,
        "slug": "backend-engineer",
        "total_count": null
      },
      {
        "display_name": "Cloud Architect",
        "matched_count": null,
        "role_id": 9,
        "score": 0.3733,
        "slug": "cloud-architect",
        "total_count": null
      }
    ],
    "skill_match_roles": [
      {
        "display_name": "Backend Engineer",
        "matched_count": 7,
        "role_id": 1,
        "score": 0.3333,
        "slug": "backend-engineer",
        "total_count": 21
      },
      {
        "display_name": "Data Engineer",
        "matched_count": 5,
        "role_id": 2,
        "score": 0.2381,
        "slug": "data-engineer",
        "total_count": 21
      },
      {
        "display_name": "DevOps Engineer",
        "matched_count": 5,
        "role_id": 10,
        "score": 0.2381,
        "slug": "devops-engineer",
        "total_count": 21
      },
      {
        "display_name": "Frontend Engineer",
        "matched_count": 4,
        "role_id": 7,
        "score": 0.1905,
        "slug": "frontend-engineer",
        "total_count": 21
      },
      {
        "display_name": "Cloud Architect",
        "matched_count": 4,
        "role_id": 9,
        "score": 0.1905,
        "slug": "cloud-architect",
        "total_count": 21
      }
    ],
    "stage35_ran": false
  },
  "stage4_decision": {
    "alias_collision_detected": true,
    "case": "D",
    "chosen_role": {
      "display_name": "Frontend Engineer",
      "matched_count": null,
      "role_id": 7,
      "score": 1.0,
      "slug": "frontend-engineer",
      "total_count": null
    },
    "confidence": 0.8,
    "llm2_fired": true,
    "llm2_reasoning": "The role\u2019s heavy emphasis on JavaScript/TypeScript front-end frameworks (React, Backbone) combined with backend microservices aligns much more closely with a frontend engineer than an AR/VR engineer.",
    "queued": false,
    "reasoning": "LLM2 picked frontend-engineer (confidence 0.80)"
  },
  "stage5_updates": {
    "centroid_n_after": 5,
    "centroid_updated": true,
    "collision_log_id": 37,
    "new_kra_attached": {
      "best_kra_similarity": 0.0,
      "queue_id": 17,
      "r_and_r_preview": "\u2022 Contribute as a member of an agile team delivering a scalable, highly available global voice platform\n\u2022 Collaborate closely with Product Managers, Architects, Engineering Leaders, and Test Engineers",
      "role_display_name": "Frontend Engineer",
      "role_slug": "frontend-engineer",
      "status": "pending"
    },
    "new_skills_attached": [
      {
        "is_primary": true,
        "queue_id": 708,
        "role_display_name": "Frontend Engineer",
        "role_slug": "frontend-engineer",
        "skill_name": "BackboneJS",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 709,
        "role_display_name": "Frontend Engineer",
        "role_slug": "frontend-engineer",
        "skill_name": "Spring",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 710,
        "role_display_name": "Frontend Engineer",
        "role_slug": "frontend-engineer",
        "skill_name": "HTML",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 711,
        "role_display_name": "Frontend Engineer",
        "role_slug": "frontend-engineer",
        "skill_name": "SIP",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 712,
        "role_display_name": "Frontend Engineer",
        "role_slug": "frontend-engineer",
        "skill_name": "RTP",
        "status": "pending"
      }
    ],
    "queue_entry_id": null,
    "v3_pipeline_triggered": false,
    "v3_role_slug": null,
    "v3_run_id": null
  }
}

API 2 — extract-details

{}

API 3 — final-role-output

{}

LLM Calls

Every model call made for this run, in pipeline order. Click a card to see the model's response.

Loading…