Pipeline run
6a527afd-71fd-4a96-9b2a-d9da996821fc
Pipeline LLM cost (USD)
API 1: $0.0099
API 2: $0.0000
API 3: $0.0000
Total: $0.0099
Client output enrichment
v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA descriptionNature of work
· IT infrastructure / operations automation
Build automation for IT infrastructure ops, handle production/dev incidents and routine patching/monitoring, troubleshoot performance issues, and coordinate datacenter/server provisioning work with remote teams.
"“Design and development of automation toolsets to help drive efficiency in Agoda’s IT infrastructure”"
Tech stack maturity
Mainstream Modern
A DevOps Engineer focused on monitoring most commonly operates in contemporary production environments that use established cloud and observability tooling without necessarily implying cutting-edge or legacy systems.
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 (10)
Automation
IT infrastructure
Bare metal
Monitoring
Production environments
Development environments
Datacenter operations
Server provisioning
Power management
Temperature management
Skill cluster (2 dimension groups, role-scoped)
Observability and Incident Triage
Monitoring
Cross-cutting / unaligned
Automation
IT infrastructure
Bare metal
Production environments
Development environments
Datacenter operations
Server provisioning
Power management
Temperature management
Show KRA description ↓
• Design and development of automation toolsets to help drive efficiency in Agoda’s IT infrastructure (bare metal deployment, software installation/patching, monitoring and remediation, etc.)
• Manage incidents and daily operational tasks on production and development environments, occasionally outside of business hours
• Provide expert advice and guidance to other infrastructure team staff and software developers; can effectively mentor less experiences staff
• Lead and manage implementation projects from end to end, working across multiple team and departments
• Conducts performance tuning and troubleshooting investigations, working across the entire organization
• Coordinate datacenter operations tasks with remote DCOE staff (server/rack/row/cage provisioning, rolling replacements, power & temperature management, etc.)
Signals
Skill
devops-engineer
0.10
Alias
—
—
KRA
backend-engineer
0.54
Post-classification
Centroidupdated · n=75
Alias collision log—
New-role queue—
New skills captured9
New KRA captured—
Captured for admin review
Automation
primary
↔
DevOps Engineer
pending
IT infrastructure
primary
↔
DevOps Engineer
pending
Bare metal
primary
↔
DevOps Engineer
pending
Production environments
primary
↔
DevOps Engineer
pending
Development environments
primary
↔
DevOps Engineer
pending
Datacenter operations
primary
↔
DevOps Engineer
pending
Server provisioning
primary
↔
DevOps Engineer
pending
Power management
primary
↔
DevOps Engineer
pending
Temperature management
primary
↔
DevOps Engineer
pending
Status:
extract_from_jd_done
Created: 2026-05-27T15:21:56.235392Z
Updated: 2026-06-12T16:33:41.539285Z
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
About Agoda Agoda is an online travel booking platform for accommodations, flights, and more. We build and deploy cutting-edge technology that connects travelers with more than 2.5 million accommodations globally. Based in Asia and part of Booking Holdings, our 6,000+ employees representing 90+ nationalities foster a work environment rich in diversity, creativity, and collaboration. We innovate through a culture of experimentation and ownership, enhancing the ability for our customers to experience the world. Get to Know our Team: The IT Infrastructure team operates all networks, servers, and storage platforms used to deliver services to Agoda’s customers. We support every product within the company, working with a wide range of systems and technology stacks. As part of the IT Infrastructure team, you’ll be working with over 25,000 server instances, one of the largest OpenStack private clouds in Asia, sophisticated Kubernetes-based compute engines, and a data platform capable of transporting and ingesting millions of data messages per second. Each of these opportunities – coupled with an open work environment – are a great way to gain experience on a modern and dynamic platform, constantly evolving to adapt to changes in the business landscape. The Opportunity: Our infrastructure team in Bangkok is searching for an experienced Software Developer to help us build and manage our infrastructure. We are looking for somebody with hands-on experience in infrastructure system lifecycle management, writing scripts and tools to development to interface with the system management APIs exposed by OpenStack, Ceph, Kubernetes, etc. Responsibilities/Key skills: • Design and development of automation toolsets to help drive efficiency in Agoda’s IT infrastructure (bare metal deployment, software installation/patching, monitoring and remediation, etc.) • Manage incidents and daily operational tasks on production and development environments, occasionally outside of business hours • Provide expert advice and guidance to other infrastructure team staff and software developers; can effectively mentor less experiences staff • Lead and manage implementation projects from end to end, working across multiple team and departments • Conducts performance tuning and troubleshooting investigations, working across the entire organization • Coordinate datacenter operations tasks with remote DCOE staff (server/rack/row/cage provisioning, rolling replacements, power & temperature management, etc.) Experience/Requirements: • At least 5 years of IT operations experience in LARGE heterogeneous environments • Competent in one or more common scripting/automation languages: Python (mandatory), Go (mandatory), ruby, JavaScript, bash, PowerShell, ansible-playbook • Expert in Grafana dashboard development and query languages (SQL, JQL, Elasticsearch) • Some experience in CI/CD, preferably form a DevOps background, gitlab (in dept is advantage) • Excellent troubleshooting skills, deep dive analysis, capable to break down issues into testable hypotheses and develop tools to assist during troubleshooting. Can troubleshoot “full stack” issues • Able to work under pressure and deliver projects on time • Practical knowledge of Kubernetes or Docker or OpenStack operations and APIs • High sense of ownership. Actively looks for lingering problems and proactively fixes them • Good knowledge of networking architecture within complex e-commerce environments • Good English skills, strong analytical skills, eager to learn new things • Self-motivated, approachable and adaptable, with good communication skills (working language is English) #singapore #seoul #tokyo #sydney #melbourne #dhaka #hcmc #kualalumpur #newdelhi #bengaluru #hyderabad #mumbai #chennai #kyiv #dubai #telaviv Equal Opportunity Employer At Agoda, we pride ourselves on being a company represented by people of all different backgrounds and orientations. We prioritize attracting diverse talent and cultivating an inclusive environment that encourages collaboration and innovation. Employment at Agoda is based solely on a person’s merit and qualifications. We are committed to providing equal employment opportunity regardless of sex, age, race, color, national origin, religion, marital status, pregnancy, sexual orientation, gender identity, disability, citizenship, veteran or military status, and other legally protected characteristics. We will keep your application on file so that we can consider you for future vacancies and you can always ask to have your details removed from the file. For more details please read our privacy policy . To all recruitment agencies: Agoda does not accept third party resumes. Please do not send resumes to our jobs alias, Agoda employees or any other organization location. Agoda is not responsible for any fees related to unsolicited resumes.
Skills from this JD
Each row merges API 1 extraction, API 2 library match / v3 orchestration (dimensions + locked dims), and API 3 persistence tags.
Automation
Primary
No API 2 row (run stopped after API 1 or history missing)
IT infrastructure
Primary
No API 2 row (run stopped after API 1 or history missing)
Bare metal
Primary
No API 2 row (run stopped after API 1 or history missing)
Monitoring
Primary
No API 2 row (run stopped after API 1 or history missing)
Production environments
Primary
No API 2 row (run stopped after API 1 or history missing)
Development environments
Primary
No API 2 row (run stopped after API 1 or history missing)
Datacenter operations
Primary
No API 2 row (run stopped after API 1 or history missing)
Server provisioning
Primary
No API 2 row (run stopped after API 1 or history missing)
Power management
Primary
No API 2 row (run stopped after API 1 or history missing)
Temperature management
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
RoleSoftware Developer
CompanyAgoda
ExperienceAt least 5 years of IT operations experience in LARGE heterogeneous environments
DomainIT Services & Consulting
Location
Bangkok, Thailand
(onsite)
JD type
pass
Show raw JSON
{
"JD_type": "pass",
"about_company": {
"source_marker": {
"first_5_words": "Agoda is an online travel",
"last_5_words": "experience the world."
},
"text": "Agoda is an online travel booking platform for accommodations, flights, and more. We build and deploy cutting-edge technology that connects travelers with more than 2.5 million accommodations globally. Based in Asia and part of Booking Holdings, our 6,000+ employees representing 90+ nationalities foster a work environment rich in diversity, creativity, and collaboration. We innovate through a culture of experimentation and ownership, enhancing the ability for our customers to experience the world.",
"word_count": 64
},
"certifications": [],
"company_name": "Agoda",
"ctc": null,
"domain": {
"primary": {
"aliases": [
"ITES",
"BPO"
],
"domain": "IT Services \u0026 Consulting"
},
"secondary": null
},
"education": [],
"experience": {
"max": null,
"min": 5,
"raw": "At least 5 years of IT operations experience in LARGE heterogeneous environments"
},
"job_locations": [
{
"aliases": [],
"city": "Bangkok",
"country": "Thailand",
"state": null,
"work_mode": "onsite"
},
{
"aliases": [],
"city": "Singapore",
"country": "Singapore",
"state": null,
"work_mode": "null"
},
{
"aliases": [],
"city": "Seoul",
"country": "South Korea",
"state": null,
"work_mode": "null"
},
{
"aliases": [],
"city": "Tokyo",
"country": "Japan",
"state": null,
"work_mode": "null"
},
{
"aliases": [],
"city": "Sydney",
"country": "Australia",
"state": null,
"work_mode": "null"
},
{
"aliases": [],
"city": "Melbourne",
"country": "Australia",
"state": null,
"work_mode": "null"
},
{
"aliases": [],
"city": "Dhaka",
"country": "Bangladesh",
"state": null,
"work_mode": "null"
},
{
"aliases": [],
"city": "HCMC",
"country": "Vietnam",
"state": null,
"work_mode": "null"
},
{
"aliases": [],
"city": "Kuala Lumpur",
"country": "Malaysia",
"state": null,
"work_mode": "null"
},
{
"aliases": [],
"city": "New Delhi",
"country": "India",
"state": null,
"work_mode": "null"
},
{
"aliases": [],
"city": "Bengaluru",
"country": "India",
"state": null,
"work_mode": "null"
},
{
"aliases": [],
"city": "Hyderabad",
"country": "India",
"state": null,
"work_mode": "null"
},
{
"aliases": [],
"city": "Mumbai",
"country": "India",
"state": null,
"work_mode": "null"
},
{
"aliases": [],
"city": "Chennai",
"country": "India",
"state": null,
"work_mode": "null"
},
{
"aliases": [],
"city": "Kyiv",
"country": "Ukraine",
"state": null,
"work_mode": "null"
},
{
"aliases": [],
"city": "Dubai",
"country": "United Arab Emirates",
"state": null,
"work_mode": "null"
},
{
"aliases": [],
"city": "Tel Aviv",
"country": "Israel",
"state": null,
"work_mode": "null"
}
],
"role": "Software Developer",
"role_aliases": [
"Software Engineer",
"SWE",
"Infrastructure Developer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 6,
"heading": "Responsibilities/Key skills",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Design and development of",
"last_5_words": "power \u0026 temperature management, etc.)"
},
"text": "\u2022 Design and development of automation toolsets to help drive efficiency in Agoda\u2019s IT infrastructure (bare metal deployment, software installation/patching, monitoring and remediation, etc.)\n\u2022 Manage incidents and daily operational tasks on production and development environments, occasionally outside of business hours\n\u2022 Provide expert advice and guidance to other infrastructure team staff and software developers; can effectively mentor less experiences staff\n\u2022 Lead and manage implementation projects from end to end, working across multiple team and departments\n\u2022 Conducts performance tuning and troubleshooting investigations, working across the entire organization\n\u2022 Coordinate datacenter operations tasks with remote DCOE staff (server/rack/row/cage provisioning, rolling replacements, power \u0026 temperature management, etc.)",
"word_count": 90
}
],
"urls": []
}
API 1 — extract-from-jd click to toggle
{
"final_skills": [
{
"is_primary": true,
"skill_name": "Automation"
},
{
"is_primary": true,
"skill_name": "IT infrastructure"
},
{
"is_primary": true,
"skill_name": "Bare metal"
},
{
"is_primary": true,
"skill_name": "Monitoring"
},
{
"is_primary": true,
"skill_name": "Production environments"
},
{
"is_primary": true,
"skill_name": "Development environments"
},
{
"is_primary": true,
"skill_name": "Datacenter operations"
},
{
"is_primary": true,
"skill_name": "Server provisioning"
},
{
"is_primary": true,
"skill_name": "Power management"
},
{
"is_primary": true,
"skill_name": "Temperature management"
}
],
"jd_role": {
"display_name": "Software Developer",
"rationale": null,
"role_aliases": [
"Software Engineer",
"SWE",
"Infrastructure Developer"
],
"role_archetype": "Engineering",
"slug": ""
},
"nano_parsed": {
"JD_type": "pass",
"about_company": {
"source_marker": {
"first_5_words": "Agoda is an online travel",
"last_5_words": "experience the world."
},
"text": "Agoda is an online travel booking platform for accommodations, flights, and more. We build and deploy cutting-edge technology that connects travelers with more than 2.5 million accommodations globally. Based in Asia and part of Booking Holdings, our 6,000+ employees representing 90+ nationalities foster a work environment rich in diversity, creativity, and collaboration. We innovate through a culture of experimentation and ownership, enhancing the ability for our customers to experience the world.",
"word_count": 64
},
"certifications": [],
"company_name": "Agoda",
"ctc": null,
"domain": {
"primary": {
"aliases": [
"ITES",
"BPO"
],
"domain": "IT Services \u0026 Consulting"
},
"secondary": null
},
"education": [],
"experience": {
"max": null,
"min": 5,
"raw": "At least 5 years of IT operations experience in LARGE heterogeneous environments"
},
"job_locations": [
{
"aliases": [],
"city": "Bangkok",
"country": "Thailand",
"state": null,
"work_mode": "onsite"
},
{
"aliases": [],
"city": "Singapore",
"country": "Singapore",
"state": null,
"work_mode": "null"
},
{
"aliases": [],
"city": "Seoul",
"country": "South Korea",
"state": null,
"work_mode": "null"
},
{
"aliases": [],
"city": "Tokyo",
"country": "Japan",
"state": null,
"work_mode": "null"
},
{
"aliases": [],
"city": "Sydney",
"country": "Australia",
"state": null,
"work_mode": "null"
},
{
"aliases": [],
"city": "Melbourne",
"country": "Australia",
"state": null,
"work_mode": "null"
},
{
"aliases": [],
"city": "Dhaka",
"country": "Bangladesh",
"state": null,
"work_mode": "null"
},
{
"aliases": [],
"city": "HCMC",
"country": "Vietnam",
"state": null,
"work_mode": "null"
},
{
"aliases": [],
"city": "Kuala Lumpur",
"country": "Malaysia",
"state": null,
"work_mode": "null"
},
{
"aliases": [],
"city": "New Delhi",
"country": "India",
"state": null,
"work_mode": "null"
},
{
"aliases": [],
"city": "Bengaluru",
"country": "India",
"state": null,
"work_mode": "null"
},
{
"aliases": [],
"city": "Hyderabad",
"country": "India",
"state": null,
"work_mode": "null"
},
{
"aliases": [],
"city": "Mumbai",
"country": "India",
"state": null,
"work_mode": "null"
},
{
"aliases": [],
"city": "Chennai",
"country": "India",
"state": null,
"work_mode": "null"
},
{
"aliases": [],
"city": "Kyiv",
"country": "Ukraine",
"state": null,
"work_mode": "null"
},
{
"aliases": [],
"city": "Dubai",
"country": "United Arab Emirates",
"state": null,
"work_mode": "null"
},
{
"aliases": [],
"city": "Tel Aviv",
"country": "Israel",
"state": null,
"work_mode": "null"
}
],
"role": "Software Developer",
"role_aliases": [
"Software Engineer",
"SWE",
"Infrastructure Developer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 6,
"heading": "Responsibilities/Key skills",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Design and development of",
"last_5_words": "power \u0026 temperature management, etc.)"
},
"text": "\u2022 Design and development of automation toolsets to help drive efficiency in Agoda\u2019s IT infrastructure (bare metal deployment, software installation/patching, monitoring and remediation, etc.)\n\u2022 Manage incidents and daily operational tasks on production and development environments, occasionally outside of business hours\n\u2022 Provide expert advice and guidance to other infrastructure team staff and software developers; can effectively mentor less experiences staff\n\u2022 Lead and manage implementation projects from end to end, working across multiple team and departments\n\u2022 Conducts performance tuning and troubleshooting investigations, working across the entire organization\n\u2022 Coordinate datacenter operations tasks with remote DCOE staff (server/rack/row/cage provisioning, rolling replacements, power \u0026 temperature management, etc.)",
"word_count": 90
}
],
"urls": []
},
"rejected": false,
"rejection_reason": null,
"run_id": "6a527afd-71fd-4a96-9b2a-d9da996821fc",
"stage3_signals": {
"alias_found": false,
"alias_match_roles": [],
"kra_match_roles": [
{
"display_name": "Backend Developer",
"kra_matches": [
{
"kra_text": "Investigates and resolves production incidents, API bugs, and service degradation through root cause analysis, hotfixes, and post-mortems.",
"sentence": "Manage incidents and daily operational tasks on production and development environments, occasionally outside of business hours",
"similarity": 0.6069
},
{
"kra_text": "Identifies and resolves backend performance bottlenecks through query optimization, indexing strategies, connection pooling, and distributed caching with Redis.",
"sentence": "Conducts performance tuning and troubleshooting investigations, working across the entire organization",
"similarity": 0.5567
},
{
"kra_text": "Investigates and resolves production incidents, API bugs, and service degradation through root cause analysis, hotfixes, and post-mortems.",
"sentence": "Design and development of automation toolsets to help drive efficiency in Agoda\u2019s IT infrastructure (bare metal deployment, software installation/patching, monitoring and remediation, etc. )",
"similarity": 0.4514
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 1,
"score": 0.5383,
"slug": "backend-engineer",
"total_count": null
},
{
"display_name": "DevOps Engineer",
"kra_matches": [
{
"kra_text": "Responds to deployment failures, infrastructure incidents, and environment misconfiguration issues to restore service availability and prevent recurrence.",
"sentence": "Manage incidents and daily operational tasks on production and development environments, occasionally outside of business hours",
"similarity": 0.5704
},
{
"kra_text": "Sets up and maintains development, staging, and production environments with consistent configuration management using Ansible, Puppet, or Chef.",
"sentence": "Design and development of automation toolsets to help drive efficiency in Agoda\u2019s IT infrastructure (bare metal deployment, software installation/patching, monitoring and remediation, etc. )",
"similarity": 0.5083
},
{
"kra_text": "Collaborates with development teams to improve build processes, reduce deployment friction, containerize applications, and adopt DevOps best practices.",
"sentence": "Provide expert advice and guidance to other infrastructure team staff and software developers; can effectively mentor less experiences staff",
"similarity": 0.4724
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 10,
"score": 0.517,
"slug": "devops-engineer",
"total_count": null
},
{
"display_name": "Cloud Architect",
"kra_matches": [
{
"kra_text": "Conducts architecture reviews, approves technical design documents, and guides engineering teams through cloud migration and modernization projects.",
"sentence": "Provide expert advice and guidance to other infrastructure team staff and software developers; can effectively mentor less experiences staff",
"similarity": 0.5285
},
{
"kra_text": "Conducts architecture reviews, approves technical design documents, and guides engineering teams through cloud migration and modernization projects.",
"sentence": "Conducts performance tuning and troubleshooting investigations, working across the entire organization",
"similarity": 0.4959
},
{
"kra_text": "Designs backup policies, cross-region replication, and disaster recovery runbooks to meet defined RTO and RPO targets for critical workloads.",
"sentence": "Coordinate datacenter operations tasks with remote DCOE staff (server/rack/row/cage provisioning, rolling replacements, power \u0026 temperature management, etc. )",
"similarity": 0.4726
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 9,
"score": 0.499,
"slug": "cloud-architect",
"total_count": null
},
{
"display_name": "Drupal Dev",
"kra_matches": [
{
"kra_text": "site troubleshooting and defect fixes",
"sentence": "Conducts performance tuning and troubleshooting investigations, working across the entire organization",
"similarity": 0.5339
},
{
"kra_text": "site troubleshooting and defect fixes",
"sentence": "Design and development of automation toolsets to help drive efficiency in Agoda\u2019s IT infrastructure (bare metal deployment, software installation/patching, monitoring and remediation, etc. )",
"similarity": 0.4806
},
{
"kra_text": "site troubleshooting and defect fixes",
"sentence": "Manage incidents and daily operational tasks on production and development environments, occasionally outside of business hours",
"similarity": 0.4754
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 228,
"score": 0.4966,
"slug": "drupal-dev",
"total_count": null
},
{
"display_name": "MLOps Engineer",
"kra_matches": [
{
"kra_text": "Maintains ML platform runbooks, on-call escalation playbooks, and deployment procedure documentation for production operations teams.",
"sentence": "Manage incidents and daily operational tasks on production and development environments, occasionally outside of business hours",
"similarity": 0.5608
},
{
"kra_text": "Automates ML platform operations including scheduled retraining triggers, pipeline orchestration, evaluation workflows, and alerting configuration.",
"sentence": "Design and development of automation toolsets to help drive efficiency in Agoda\u2019s IT infrastructure (bare metal deployment, software installation/patching, monitoring and remediation, etc. )",
"similarity": 0.4605
},
{
"kra_text": "Coordinates model promotion workflows across development, staging, and production environments including integration testing and data contract validation.",
"sentence": "Coordinate datacenter operations tasks with remote DCOE staff (server/rack/row/cage provisioning, rolling replacements, power \u0026 temperature management, etc. )",
"similarity": 0.4515
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 16,
"score": 0.4909,
"slug": "ml-ops-engineer",
"total_count": null
}
],
"skill_match_roles": [
{
"display_name": "DevOps Engineer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"Monitoring"
],
"role_id": 10,
"score": 0.1,
"slug": "devops-engineer",
"total_count": 10
}
]
},
"stage4_decision": {
"alias_collision_detected": false,
"case": "DOMAIN",
"chosen_role": {
"display_name": "DevOps Engineer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 10,
"score": 0.9,
"slug": "devops-engineer",
"total_count": null
},
"confidence": 0.9,
"is_new_role": false,
"llm2_fired": false,
"llm2_reasoning": null,
"matched_dimensions": [
"Infrastructure Automation",
"Production Operations",
"Incident Management",
"Cross-functional Implementation",
"Performance Optimization",
"Datacenter Operations",
"Mentoring and Technical Guidance"
],
"matched_kras": [
"Design and development of automation toolsets",
"Manage incidents and daily operational tasks",
"Provide expert advice and guidance",
"Lead and manage implementation projects from end to end",
"Conducts performance tuning and troubleshooting investigations",
"Coordinate datacenter operations tasks"
],
"matched_skills": [
"automation toolsets",
"bare metal deployment",
"software installation/patching",
"monitoring",
"remediation",
"incident management",
"performance tuning",
"troubleshooting",
"datacenter operations"
],
"new_role_display_name": null,
"new_role_slug": null,
"queued": false,
"reasoning": "Domain=DevOps \u0026 Platform \u2192 sub-role infrastructure-automation-engineer; The JD centers on infrastructure automation, production operations, incident handling, deployment/patching, and cross-team implementation work, which best matches DevOps Engineer.",
"sub_role": {
"confidence": 0.92,
"display_name": "Infrastructure Automation Engineer",
"reasoning": "The JD centers on automation for IT infrastructure, deployment/patching, monitoring/remediation, and datacenter operational tasks, which most strongly matches infrastructure automation rather than CI/CD or network-specific DevOps.",
"role_id": 367,
"slug": "infrastructure-automation-engineer"
}
},
"stage5_updates": {
"centroid_n_after": 75,
"centroid_updated": true,
"collision_log_id": null,
"new_kra_attached": null,
"new_skills_attached": [
{
"is_primary": true,
"queue_id": 13928,
"role_display_name": "DevOps Engineer",
"role_slug": "devops-engineer",
"skill_name": "Automation",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 13929,
"role_display_name": "DevOps Engineer",
"role_slug": "devops-engineer",
"skill_name": "IT infrastructure",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 13930,
"role_display_name": "DevOps Engineer",
"role_slug": "devops-engineer",
"skill_name": "Bare metal",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 13932,
"role_display_name": "DevOps Engineer",
"role_slug": "devops-engineer",
"skill_name": "Production environments",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 13933,
"role_display_name": "DevOps Engineer",
"role_slug": "devops-engineer",
"skill_name": "Development environments",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 13934,
"role_display_name": "DevOps Engineer",
"role_slug": "devops-engineer",
"skill_name": "Datacenter operations",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 13935,
"role_display_name": "DevOps Engineer",
"role_slug": "devops-engineer",
"skill_name": "Server provisioning",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 13936,
"role_display_name": "DevOps Engineer",
"role_slug": "devops-engineer",
"skill_name": "Power management",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 13937,
"role_display_name": "DevOps Engineer",
"role_slug": "devops-engineer",
"skill_name": "Temperature management",
"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…