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Pipeline run

739afdad-fabb-4c09-9340-5815ede4dd95

Pipeline LLM cost (USD)
API 1: $0.0039 API 2: $0.0000 API 3: $0.0000 Total: $0.0039

Client output enrichment

v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA description
Nature of work
no_db_connection
Tech stack maturity
Mainstream Modern
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 (20)
Agile DevOps JavaScript Java Spring TypeScript React Backbone.js Microservices REST HTML CSS GCP AWS Azure SQL NoSQL Kubernetes SIP RTP
Skill cluster (0 dimension groups, role-scoped)
No dimension groups computed for this JD.
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
0.35
Alias frontend-engineer
0.44
KRA ar-vr-engineer
0.42

Post-classification

Centroid
Alias collision log
New-role queue#33
New skills captured0
New KRA captured
Status: extract_from_jd_done Created: 2026-05-19T00:06:43.381762Z Updated: 2026-05-19T00:06:43.936735Z
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)
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)
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)
Backbone.js 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 Secondary No API 2 row (run stopped after API 1 or history missing)
AWS Secondary No API 2 row (run stopped after API 1 or history missing)
Azure Secondary No API 2 row (run stopped after API 1 or history missing)
SQL Secondary No API 2 row (run stopped after API 1 or history missing)
NoSQL Secondary No API 2 row (run stopped after API 1 or history missing)
Kubernetes Secondary No API 2 row (run stopped after API 1 or history missing)
SIP Secondary No API 2 row (run stopped after API 1 or history missing)
RTP Secondary 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",
      "last_5_words": "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": "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": "Java"
    },
    {
      "is_primary": true,
      "skill_name": "Spring"
    },
    {
      "is_primary": true,
      "skill_name": "TypeScript"
    },
    {
      "is_primary": true,
      "skill_name": "React"
    },
    {
      "is_primary": true,
      "skill_name": "Backbone.js"
    },
    {
      "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": false,
      "skill_name": "GCP"
    },
    {
      "is_primary": false,
      "skill_name": "AWS"
    },
    {
      "is_primary": false,
      "skill_name": "Azure"
    },
    {
      "is_primary": false,
      "skill_name": "SQL"
    },
    {
      "is_primary": false,
      "skill_name": "NoSQL"
    },
    {
      "is_primary": false,
      "skill_name": "Kubernetes"
    },
    {
      "is_primary": false,
      "skill_name": "SIP"
    },
    {
      "is_primary": false,
      "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",
        "last_5_words": "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": "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": "739afdad-fabb-4c09-9340-5815ede4dd95",
  "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": 0.35,
        "slug": "backend-engineer",
        "total_count": 20
      },
      {
        "display_name": "Data Engineer",
        "matched_count": 5,
        "role_id": 2,
        "score": 0.25,
        "slug": "data-engineer",
        "total_count": 20
      },
      {
        "display_name": "DevOps Engineer",
        "matched_count": 5,
        "role_id": 10,
        "score": 0.25,
        "slug": "devops-engineer",
        "total_count": 20
      },
      {
        "display_name": "Frontend Engineer",
        "matched_count": 4,
        "role_id": 7,
        "score": 0.2,
        "slug": "frontend-engineer",
        "total_count": 20
      },
      {
        "display_name": "Cloud Architect",
        "matched_count": 4,
        "role_id": 9,
        "score": 0.2,
        "slug": "cloud-architect",
        "total_count": 20
      }
    ],
    "stage35_ran": false
  },
  "stage4_decision": {
    "alias_collision_detected": false,
    "case": "F",
    "chosen_role": null,
    "confidence": 0.2,
    "llm2_fired": true,
    "llm2_reasoning": "Among the options, only the DevOps Engineer role aligns at all with the production support, container orchestration, cloud platform, and DevOps principles described in the responsibilities.",
    "queued": true,
    "reasoning": "LLM2 unsure (confidence 0.20 \u003c 0.7); queueing"
  },
  "stage5_updates": {
    "centroid_n_after": null,
    "centroid_updated": false,
    "collision_log_id": null,
    "new_kra_attached": null,
    "new_skills_attached": [],
    "queue_entry_id": 33,
    "v3_pipeline_triggered": false,
    "v3_role_slug": "senior-full-stack-developer-(front-end-oriented)",
    "v3_run_id": "DRY_RUN"
  }
}
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.

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