Pipeline run
bbe6eeab-a2ab-4845-87fb-5180d091ded5
Pipeline LLM cost (USD)
API 1: $0.0094
API 2: $0.0000
API 3: $0.0000
Total: $0.0094
Client output enrichment
v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA descriptionNature of work
· Developer Advocacy / Solution Architecture
Advise developers, architects, and CTOs on AWS app architecture, build reusable technical assets like demos/sample code, and represent AWS at events with talks, live demos, and hands-on developer enablement.
"“engaging in on-to-one and one-to-many application architecture and development discussions”"
Tech stack maturity
Mainstream Modern
The skill mix spans established mobile, cloud, and scripting technologies that are widely used and current, but not strongly indicative of cutting-edge cloud-native or legacy-only stacks.
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)
AWS
Node.js
JavaScript
Python
Ruby
Java
C#
C++
Xamarin
Objective-C
MQTT
iOS
Android
Linux
Windows
Mobile
Cloud
Web
System
Data
Skill cluster (6 dimension groups, role-scoped)
C# and .NET Languages
C#
C++
JavaScript and TypeScript
Node.js
JavaScript
Cloud Provider Platforms
AWS
Java Language and JVM
Java
Python Programming
Python
Cross-cutting / unaligned
Ruby
Xamarin
Objective-C
MQTT
iOS
Android
Linux
Windows
Mobile
Cloud
Web
System
Data
Show KRA description ↓
Be an active member of the AISPL Solution Architecture team by engaging in on-to-one and one-to-many application architecture and development discussions with developers, software engineers, enterprise/solution architects and CTOs
Accelerate adoption of AWS in the student, startup and professional developer communities by engaging through conferences, startup events, meetups, user groups and hackathons
Help lead the direction for AWS developer events to make them best-in-class from a developer’s perspective, representing AWS through speaking, doing live demos and interacting with attendees
Creating technical content such as reference apps, starter kits and patterns and practical guidance that will get developers excited about the potential of AWS as a development platform
Contributing to a library of highly-reusable developer-focused artefacts such as demonstrations, sample code, blog posts, tutorials, lunch & learns, webinars and other modes of technical enablement
Providing end-user feedback to AWS Product Management and Engineering teams based on the developer ‘voice of the customer‘. Participate in technical and design discussions with AWS technical teams to help speed customer adoption and ensure best practices during implementation
Background in Software development
Be highly technical and analytical
The right person will have passion for software development, application architecture and technology in general, as well as a desire to work with, educate and inspire a community of developers
Ability to work with all levels of customer engagement – start-ups, enterprises, mid-market, and the ability to organize and explain complex technical concepts to development teams and executive-level audiences
Outstanding verbal and written communications skills are a must, with the ability to communicate complex ideas and concepts clearly in one-to-one and one-to-many public presentations
Deep working knowledge of software development practices and technologies is a must
Experience designing, developing, refactoring or operating modern application solutions that take full advantage of the cloud
Experience and working knowledge architecting commercial application solutions, with expertise in Mobile/Cloud/Web/System/Data development for Linux/Windows and development on mobile platforms such as iOS/Android. High proficiency in web/scripting languages (NodeJS, JavaScript, Python, Ruby); back-end and system languages (Java, CSharp, C++); mobile languages (Xamarin, Java, Objective-C); IoT technologies (MQTT); enterprise application and database architecture a bonus.
Signals
Skill
full-stack-engineer
0.35
Alias
cloud-architect
1.00
KRA
cloud-architect
0.55
Post-classification
Centroidupdated · n=2
Alias collision log—
New-role queue—
New skills captured7
New KRA capturedyes
Captured for admin review
Xamarin
primary
↔
Developer Advocate / DevRel
pending
Linux
primary
↔
Developer Advocate / DevRel
pending
Windows
primary
↔
Developer Advocate / DevRel
pending
Mobile
primary
↔
Developer Advocate / DevRel
pending
Web
primary
↔
Developer Advocate / DevRel
pending
System
primary
↔
Developer Advocate / DevRel
pending
Data
primary
↔
Developer Advocate / DevRel
pending
R&R fragment (sim 0.00)
↔
Developer Advocate / DevRel
pending
Be an active member of the AISPL Solution Architecture team by engaging in on-to-one and one-to-many application architecture and development discussions with developers, software engineers, enterpris…
Status:
extract_from_jd_done
Created: 2026-05-27T15:39:42.683552Z
Updated: 2026-06-12T16:07:16.730237Z
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
Description Amazon Internet Services Private Limited (AISP) seeks a Solution Architect, Developer Specialist who thrives in a dynamic, fast-paced environment and has a passion solving business problems through highly scalable, event-driven, cloud-based applications. This person will work with developers, helping them understand distributed infrastructure & application architectures such as microservices; technologies in the application integration, containerization and serverless space; and patterns and practices, frameworks and best-practices used in the design, build and deployment of modern applications. The Developer Specialist Solutions Architect in AISPL is a highly technical individual who can dive deep when designing and building cloud-optimized application architectures, help develop a go-to-market strategy with AISPL marketing and business development teams, and influence product roadmap by working closely with AWS customers and product teams, helping to establish AWS as a leading technology platform for developers. The role’s mission is to engage and inspire the broad developer community and foster adoption of the AWS platform, SDKs, development tools and technologies for the creation of full-stack applications and systems on AWS. This person must be as comfortable whiteboarding complex application architectures with software engineers and other developer stakeholders, as they are briefing an executive audience on the benefits of modern application development techniques on AWS; and be skilled in microservice architecture design, DevOps, networking and continuous integration/deployment automation. The role’s mission is to engage and inspire the broad developer community and foster adoption of the AWS platform, SDKs, development tools and technologies for the creation of full-stack applications and systems on AWS. Experience working directly with customers in India, engaging in one-to-one and one-to-many forums is essential. Strong public speaking and writing skills are required, and previous AWS experience is preferred but not required. Key Responsibilities Include, But Are Not Limited To Be an active member of the AISPL Solution Architecture team by engaging in on-to-one and one-to-many application architecture and development discussions with developers, software engineers, enterprise/solution architects and CTOs Accelerate adoption of AWS in the student, startup and professional developer communities by engaging through conferences, startup events, meetups, user groups and hackathons Help lead the direction for AWS developer events to make them best-in-class from a developer’s perspective, representing AWS through speaking, doing live demos and interacting with attendees Creating technical content such as reference apps, starter kits and patterns and practical guidance that will get developers excited about the potential of AWS as a development platform Contributing to a library of highly-reusable developer-focused artefacts such as demonstrations, sample code, blog posts, tutorials, lunch & learns, webinars and other modes of technical enablement Providing end-user feedback to AWS Product Management and Engineering teams based on the developer ‘voice of the customer‘. Participate in technical and design discussions with AWS technical teams to help speed customer adoption and ensure best practices during implementation Basic Qualifications Background in Software development Be highly technical and analytical The right person will have passion for software development, application architecture and technology in general, as well as a desire to work with, educate and inspire a community of developers Ability to work with all levels of customer engagement – start-ups, enterprises, mid-market, and the ability to organize and explain complex technical concepts to development teams and executive-level audiences Outstanding verbal and written communications skills are a must, with the ability to communicate complex ideas and concepts clearly in one-to-one and one-to-many public presentations Deep working knowledge of software development practices and technologies is a must Preferred Qualifications Experience designing, developing, refactoring or operating modern application solutions that take full advantage of the cloud Experience and working knowledge architecting commercial application solutions, with expertise in Mobile/Cloud/Web/System/Data development for Linux/Windows and development on mobile platforms such as iOS/Android. High proficiency in web/scripting languages (NodeJS, JavaScript, Python, Ruby); back-end and system languages (Java, CSharp, C++); mobile languages (Xamarin, Java, Objective-C); IoT technologies (MQTT); enterprise application and database architecture a bonus. Company - AISPL - Tamil Nadu Job ID: A1275828
Skills from this JD
Each row merges API 1 extraction, API 2 library match / v3 orchestration (dimensions + locked dims), and API 3 persistence tags.
AWS
Primary
No API 2 row (run stopped after API 1 or history missing)
Node.js
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)
Python
Primary
No API 2 row (run stopped after API 1 or history missing)
Ruby
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)
C#
Primary
No API 2 row (run stopped after API 1 or history missing)
C++
Primary
No API 2 row (run stopped after API 1 or history missing)
Xamarin
Primary
No API 2 row (run stopped after API 1 or history missing)
Objective-C
Primary
No API 2 row (run stopped after API 1 or history missing)
MQTT
Primary
No API 2 row (run stopped after API 1 or history missing)
iOS
Primary
No API 2 row (run stopped after API 1 or history missing)
Android
Primary
No API 2 row (run stopped after API 1 or history missing)
Linux
Primary
No API 2 row (run stopped after API 1 or history missing)
Windows
Primary
No API 2 row (run stopped after API 1 or history missing)
Mobile
Primary
No API 2 row (run stopped after API 1 or history missing)
Cloud
Primary
No API 2 row (run stopped after API 1 or history missing)
Web
Primary
No API 2 row (run stopped after API 1 or history missing)
System
Primary
No API 2 row (run stopped after API 1 or history missing)
Data
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
RoleSolution Architect, Developer Specialist
CompanyAmazon Internet Services Private Limited
DomainIT Services & Consulting
Location
India
JD type
pass
Show raw JSON
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API 1 — extract-from-jd click to toggle
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"role_id": 5,
"score": 0.2,
"slug": "cybersecurity-engineer",
"total_count": 20
}
]
},
"stage4_decision": {
"alias_collision_detected": false,
"case": "DOMAIN",
"chosen_role": {
"display_name": "Developer Advocate / DevRel",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 128,
"score": 0.97,
"slug": "developer-advocate-devrel",
"total_count": null
},
"confidence": 0.97,
"is_new_role": false,
"llm2_fired": false,
"llm2_reasoning": null,
"matched_dimensions": [
"Developer community engagement",
"Technical evangelism",
"Application architecture guidance",
"Cloud application development",
"Developer enablement content creation",
"Cross-functional technical communication",
"Commercial application architecture"
],
"matched_kras": [
"Engage in architecture and development discussions",
"Accelerate adoption of AWS in developer communities",
"Lead AWS developer events direction",
"Represent AWS through speaking and live demos",
"Create reference apps, starter kits and patterns",
"Contribute reusable developer-focused artefacts",
"Provide end-user feedback to Product Management and Engineering",
"Participate in technical and design discussions"
],
"matched_skills": [
"AWS",
"application architecture",
"software development",
"NodeJS",
"JavaScript",
"Python",
"Ruby",
"Java",
"CSharp",
"C++",
"Xamarin",
"iOS",
"Android",
"Linux",
"Windows"
],
"new_role_display_name": null,
"new_role_slug": null,
"queued": false,
"reasoning": "Domain=Tech-Adjacent; The JD is centered on developer community engagement, technical evangelism, speaking/demos, and creating enablement content, which best matches Developer Advocate / DevRel.",
"sub_role": null
},
"stage5_updates": {
"centroid_n_after": 2,
"centroid_updated": true,
"collision_log_id": null,
"new_kra_attached": {
"best_kra_similarity": 0.0,
"queue_id": 1091,
"r_and_r_preview": "Be an active member of the AISPL Solution Architecture team by engaging in on-to-one and one-to-many application architecture and development discussions with developers, software engineers, enterpris",
"role_display_name": "Developer Advocate / DevRel",
"role_slug": "developer-advocate-devrel",
"status": "pending"
},
"new_skills_attached": [
{
"is_primary": true,
"queue_id": 15643,
"role_display_name": "Developer Advocate / DevRel",
"role_slug": "developer-advocate-devrel",
"skill_name": "Xamarin",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 15644,
"role_display_name": "Developer Advocate / DevRel",
"role_slug": "developer-advocate-devrel",
"skill_name": "Linux",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 15645,
"role_display_name": "Developer Advocate / DevRel",
"role_slug": "developer-advocate-devrel",
"skill_name": "Windows",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 15646,
"role_display_name": "Developer Advocate / DevRel",
"role_slug": "developer-advocate-devrel",
"skill_name": "Mobile",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 15647,
"role_display_name": "Developer Advocate / DevRel",
"role_slug": "developer-advocate-devrel",
"skill_name": "Web",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 15648,
"role_display_name": "Developer Advocate / DevRel",
"role_slug": "developer-advocate-devrel",
"skill_name": "System",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 15649,
"role_display_name": "Developer Advocate / DevRel",
"role_slug": "developer-advocate-devrel",
"skill_name": "Data",
"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.
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