Pipeline run
7482afa3-6701-4920-8368-d911dfc7b774
Client output enrichment
v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA descriptionvocab breakdown (legacy)
Signals
Post-classification
Captured for admin review
• Designing innovative commercial software and writing high-quality code to bring them into production. • Implementing new features on existing software products by solving complex implementation prob…
1 POST /skills/extract-from-jd
2 POST /skills/extract-details
3 POST /skills/final-role-output
Backend Developer
→.NET Backend Developer
sub-role · 0.98 domain · Software Engineering CASE DOMAINslug: backend-engineer · id: 1 · source: db · sub-role slug: dotnet-backend-developer
Domain=Software Engineering → sub-role dotnet-backend-developer; The JD is for a C# software developer focused on implementing features, fixing bugs, and solving complex technical issues in commercial products, which best matches backend/software engineering.
Matched skills
Matched dimensions
Matched KRAs
Resolution:
in_db
— role exists in library; skill↔dim and role↔dim links saved when applicable.
Job description
Crossover is the world's #1 source of full-time remote jobs. Our clients offer top-tier pay for top-tier talent. We're recruiting this role for our client, Trilogy. Have you got what it takes? “Coding competitions are for university students” - Wrong. “Competitive programming is a sport for your free time. Building a software development career is something completely different” - Incorrect. “Software developers work in Agile teams. You need to collaborate and participate in daily project and team meetings.” - Not when you are with us. Trilogy uses cloud-native technologies to improve software products for dozens of customers, and we are looking for veteran competitive programmers to help us. We have reinvented the software development process to break down product specs and milestones into individual code challenges with 4-8 hour SLAs, and your job is to crack the problem and beat the clock. It’s no different from a coding competition - except for the US$200k salary and the chance to double your compensation as you move up the Engineering ladder. The future of work started long ago with us. Home office twice a week? We have been working from wherever we want for the last fifteen years in our 100% remote model. While scrum rituals and daily standups are still dominating the rest of the industry, our team is already operating under a global asynchronous model where each developer follows 8-hour shifts three or four days a week, plans the rest of their workweek flexibly, and never exceeds 40 hours. The development operates 24x7, but you are free to choose your own schedule! What You Will Be Doing • Designing innovative commercial software and writing high-quality code to bring them into production. • Implementing new features on existing software products by solving complex implementation problems and making the appropriate technical decisions. • Fixing bugs to permanently eliminate defects that impair product functionality. What You Won’t Be Doing • Dealing with unclear expectations or non-technical managers. Every task will have a clear scope and objective for you to implement. • Executing repeated tasks for the same product using the same tech stack. Our portfolio of 60+ products ensures you are always tackling new challenges. • Non-technical tasks. This is a role for those who love coding and want to dedicate time to solving complex technical issues. C# Developer key responsibilities Solve the most difficult coding challenges and develop great software products that delight millions of customers. Basic Requirements • 5+ years of commercial software development experience • Experience in competitive programming proven by placement in ICPC, ICPF, TopCoder, or another renowned coding competition • Availability to work during US business hours About Trilogy Hundreds of software businesses run on the Trilogy Business Platform. For three decades, Trilogy has been known for 3 things: Relentlessly seeking top talent, Innovating new technology, and incubating new businesses. Our technological innovation is spearheaded by a passion for simple customer-facing designs. Our incubation of new businesses ranges from entirely new moon-shot ideas to rearchitecting existing projects for today's modern cloud-based stack. Trilogy is a place where you can be surrounded with great people, be proud of doing great work, and grow your career by leaps and bounds. There is so much to cover for this exciting role, and space here is limited. Hit the Apply button if you found this interesting and want to learn more. We look forward to meeting you! Working with Crossover This is a full-time (40 hours per week), long-term position. The position is immediately available and requires entering into an independent contractor agreement with Crossover. The compensation level for this role is $100 USD/hour, which equates to $200,000 USD/year assuming 40 hours per week and 50 weeks per year. The payment period is weekly. Consult www.crossover.com/help-and-faqs for more details on this topic. What to expect next: • You will receive an email with a link to start your self-paced, online job application. • Our hiring platform will guide you through a series of online “screening” assessments to check for basic job fit, job-related skills, and finally a few real-world job-specific assignments. Important! If you do not receive an email from us: • First, emails may take up to 15 minutes to send, refresh and check again. • Second, check your spam and junk folders for an email from Crossover.com, mark as “Not Spam” since you will receive other emails as well. • Third, we will send to whatever email account you indicated on the Apply form - by default, that is the email address you use as your LinkedIn username and it might be different than the one you have already checked. • If all else fails, just reset your password by visiting https://www.crossover.com/auth/password-recovery if you already applied using LinkedIn EasyApply. Crossover Job Code: LJ-4493-IN-Coimbato-C#Developer
Skills from this JD
Each row merges API 1 extraction, API 2 library match / v3 orchestration (dimensions + locked dims), and API 3 persistence tags.
Aliases — catalog
- C# (CANONICAL) primary
- C (CANONICAL)
- C# 1 (VERSION)
- C# 10 (VERSION)
- C# 11 (VERSION)
- C# 12 (VERSION)
- C# 13 (VERSION)
- C# 14 (VERSION)
- C# 2 (VERSION)
- C# 3 (VERSION)
- C# 4 (VERSION)
- C# 5 (VERSION)
- C# 6 (VERSION)
- C# 7 (VERSION)
- C# 8 (VERSION)
- C# 9 (VERSION)
- C# latest (VERSION)
- C#1 (VERSION)
- C#10 (VERSION)
- C#11 (VERSION)
- C#12 (VERSION)
- C#2 (VERSION)
- C#3 (VERSION)
- C#4 (VERSION)
- C#5 (VERSION)
- C#6 (VERSION)
- C#7 (VERSION)
- C#8 (VERSION)
- C#9 (VERSION)
- C++ (CANONICAL)
- C++03 (VERSION)
- C++11 (VERSION)
- C++14 (VERSION)
- C++17 (VERSION)
- C++20 (VERSION)
- C++23 (VERSION)
- C++26 (VERSION)
- C++98 (VERSION)
- c sharp (VERSION)
- c# (VERSION)
- cpp03 (VERSION)
- cpp11 (VERSION)
- cpp14 (VERSION)
- cpp17 (VERSION)
- cpp20 (VERSION)
- cpp23 (VERSION)
- cpp26 (VERSION)
- cpp98 (VERSION)
- csharp (VERSION)
- modern C++ (VERSION)
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Language
- Sub-category
- Programming Language
- Vendor
- Microsoft
- License
- mit
- Year introduced
- 2000
- Confidence
- 0.99
- Version strategy
- SEPARATE_ENTITY
- Version tag
- latest
Maturity reasoning: C# is a mainstream hiring staple with high JD volume across .NET, Azure, and enterprise roles; Microsoft continues active platform investment in .NET, reinforcing broad adoption.
Skill profile (library / DB)
- Skill nature
- LANGUAGE
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 6
- Sub-category id
- 96
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
C# and .NET Languages Catalog dimension db id 362
Library dimension (catalog)
Roles linked in library: .NET Backend Developer
-
Cross-Platform App Languages Catalog dimension db id 167
Library dimension (catalog)
Roles linked in library: Hybrid Mobile Developer
-
Programming Languages Catalog dimension db id 1
Library dimension (catalog)
Roles linked in library: Backend Developer, Fullstack Developer, Fullstack Developer
-
Programming Languages for ML Systems Catalog dimension db id 39
Library dimension (catalog)
Roles linked in library: ML Engineer, MLOps Engineer
-
Programming Languages for XR Catalog dimension db id 97
Library dimension (catalog)
Roles linked in library: AR/VR Engineer
-
React Frontend Development Catalog dimension db id 96
Library dimension (catalog)
-
Sitecore Development Languages Catalog dimension db id 438
Library dimension (catalog)
Roles linked in library: Sitecore Dev
-
Video Codec Languages and DSLs Catalog dimension db id 225
Library dimension (catalog)
Roles linked in library: Video Codec Engineer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
C# and .NET Languages
c-and-net-languages
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Cross-Platform App Languages
cross-platform-app-languages
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Programming Languages
programming-languages
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved |
|
Programming Languages for ML Systems
programming-languages-for-ml-systems
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Programming Languages for XR
programming-languages-for-xr
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
React Frontend Development
d_init_01
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Sitecore Development Languages
sitecore-development-languages
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Video Codec Languages and DSLs
video-codec-languages-and-dsls
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
All API 3 persistence rows
Same grid as the skill-extractor “Persistence items” table: one row per (skill × dimension) work item.
| Skill | Tag | Dimension | Skill↔dim | Role↔dim | Outcome | Notes |
|---|---|---|---|---|---|---|
| C# | in_db |
C# and .NET Languages
c-and-net-languages
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| C# | in_db |
Cross-Platform App Languages
cross-platform-app-languages
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| C# | in_db |
Programming Languages
programming-languages
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved | |
| C# | in_db |
Programming Languages for ML Systems
programming-languages-for-ml-systems
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| C# | in_db |
Programming Languages for XR
programming-languages-for-xr
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| C# | in_db |
React Frontend Development
d_init_01
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| C# | in_db |
Sitecore Development Languages
sitecore-development-languages
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| C# | in_db |
Video Codec Languages and DSLs
video-codec-languages-and-dsls
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Library artifacts (this run)
nano JD Parser — gpt-4.1-nano click to toggle
Show raw JSON
{
"JD_type": "pass",
"about_company": {
"source_marker": {
"first_5_words": "Hundreds of software businesses run",
"last_5_words": "grow your career by leaps and bounds."
},
"text": "Hundreds of software businesses run on the Trilogy Business Platform. For three decades, Trilogy has been known for 3 things: Relentlessly seeking top talent, Innovating new technology, and incubating new businesses. Our technological innovation is spearheaded by a passion for simple customer-facing designs. Our incubation of new businesses ranges from entirely new moon-shot ideas to rearchitecting existing projects for today\u0027s modern cloud-based stack. Trilogy is a place where you can be surrounded with great people, be proud of doing great work, and grow your career by leaps and bounds.",
"word_count": 84
},
"certifications": [],
"company_name": "Trilogy",
"ctc": {
"currency": "USD",
"max": 200,
"min": 200,
"period": "annual",
"raw": "$200,000 USD/year"
},
"domain": {
"primary": {
"aliases": [
"SaaS",
"Software Products"
],
"domain": "Software \u0026 SaaS Products"
},
"secondary": null
},
"education": [],
"experience": {
"max": null,
"min": 5,
"raw": "5+ years of commercial software development experience"
},
"job_locations": [
{
"aliases": [
"CBE"
],
"city": "Coimbatore",
"country": "India",
"state": null,
"work_mode": "remote"
}
],
"role": "C# Developer",
"role_aliases": [
"C Sharp Developer",
"C# Engineer",
"Software Developer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 3,
"heading": "What You Will Be Doing",
"heading_was_present": true,
"source_marker": {
"first_5_words": "What You Will Be Doing",
"last_5_words": "defects that impair product functionality."
},
"text": "\u2022 Designing innovative commercial software and writing high-quality code to bring them into production.\n\u2022 Implementing new features on existing software products by solving complex implementation problems and making the appropriate technical decisions.\n\u2022 Fixing bugs to permanently eliminate defects that impair product functionality.",
"word_count": 45
},
{
"bullet_count": 3,
"heading": "What You Won\u2019t Be Doing",
"heading_was_present": true,
"source_marker": {
"first_5_words": "What You Won\u2019t Be Doing",
"last_5_words": "solving complex technical issues."
},
"text": "\u2022 Dealing with unclear expectations or non-technical managers. Every task will have a clear scope and objective for you to implement.\n\u2022 Executing repeated tasks for the same product using the same tech stack. Our portfolio of 60+ products ensures you are always tackling new challenges.\n\u2022 Non-technical tasks. This is a role for those who love coding and want to dedicate time to solving complex technical issues.",
"word_count": 56
},
{
"bullet_count": 0,
"heading": "C# Developer key responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "C# Developer key responsibilities",
"last_5_words": "delight millions of customers."
},
"text": "Solve the most difficult coding challenges and develop great software products that delight millions of customers.",
"word_count": 17
},
{
"bullet_count": 3,
"heading": "Basic Requirements",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Basic Requirements",
"last_5_words": "work during US business hours"
},
"text": "\u2022 5+ years of commercial software development experience\n\u2022 Experience in competitive programming proven by placement in ICPC, ICPF, TopCoder, or another renowned coding competition\n\u2022 Availability to work during US business hours",
"word_count": 36
}
],
"urls": [
{
"type": "website",
"url": "https://www.crossover.com/help-and-faqs"
},
{
"type": "website",
"url": "https://www.crossover.com/auth/password-recovery"
}
]
}
API 1 — extract-from-jd click to toggle
{
"final_skills": [
{
"is_primary": true,
"skill_name": "C#"
}
],
"jd_role": {
"display_name": "C# Developer",
"rationale": null,
"role_aliases": [
"C Sharp Developer",
"C# Engineer",
"Software Developer"
],
"role_archetype": "Engineering",
"slug": ""
},
"nano_parsed": {
"JD_type": "pass",
"about_company": {
"source_marker": {
"first_5_words": "Hundreds of software businesses run",
"last_5_words": "grow your career by leaps and bounds."
},
"text": "Hundreds of software businesses run on the Trilogy Business Platform. For three decades, Trilogy has been known for 3 things: Relentlessly seeking top talent, Innovating new technology, and incubating new businesses. Our technological innovation is spearheaded by a passion for simple customer-facing designs. Our incubation of new businesses ranges from entirely new moon-shot ideas to rearchitecting existing projects for today\u0027s modern cloud-based stack. Trilogy is a place where you can be surrounded with great people, be proud of doing great work, and grow your career by leaps and bounds.",
"word_count": 84
},
"certifications": [],
"company_name": "Trilogy",
"ctc": {
"currency": "USD",
"max": 200,
"min": 200,
"period": "annual",
"raw": "$200,000 USD/year"
},
"domain": {
"primary": {
"aliases": [
"SaaS",
"Software Products"
],
"domain": "Software \u0026 SaaS Products"
},
"secondary": null
},
"education": [],
"experience": {
"max": null,
"min": 5,
"raw": "5+ years of commercial software development experience"
},
"job_locations": [
{
"aliases": [
"CBE"
],
"city": "Coimbatore",
"country": "India",
"state": null,
"work_mode": "remote"
}
],
"role": "C# Developer",
"role_aliases": [
"C Sharp Developer",
"C# Engineer",
"Software Developer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 3,
"heading": "What You Will Be Doing",
"heading_was_present": true,
"source_marker": {
"first_5_words": "What You Will Be Doing",
"last_5_words": "defects that impair product functionality."
},
"text": "\u2022 Designing innovative commercial software and writing high-quality code to bring them into production.\n\u2022 Implementing new features on existing software products by solving complex implementation problems and making the appropriate technical decisions.\n\u2022 Fixing bugs to permanently eliminate defects that impair product functionality.",
"word_count": 45
},
{
"bullet_count": 3,
"heading": "What You Won\u2019t Be Doing",
"heading_was_present": true,
"source_marker": {
"first_5_words": "What You Won\u2019t Be Doing",
"last_5_words": "solving complex technical issues."
},
"text": "\u2022 Dealing with unclear expectations or non-technical managers. Every task will have a clear scope and objective for you to implement.\n\u2022 Executing repeated tasks for the same product using the same tech stack. Our portfolio of 60+ products ensures you are always tackling new challenges.\n\u2022 Non-technical tasks. This is a role for those who love coding and want to dedicate time to solving complex technical issues.",
"word_count": 56
},
{
"bullet_count": 0,
"heading": "C# Developer key responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "C# Developer key responsibilities",
"last_5_words": "delight millions of customers."
},
"text": "Solve the most difficult coding challenges and develop great software products that delight millions of customers.",
"word_count": 17
},
{
"bullet_count": 3,
"heading": "Basic Requirements",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Basic Requirements",
"last_5_words": "work during US business hours"
},
"text": "\u2022 5+ years of commercial software development experience\n\u2022 Experience in competitive programming proven by placement in ICPC, ICPF, TopCoder, or another renowned coding competition\n\u2022 Availability to work during US business hours",
"word_count": 36
}
],
"urls": [
{
"type": "website",
"url": "https://www.crossover.com/help-and-faqs"
},
{
"type": "website",
"url": "https://www.crossover.com/auth/password-recovery"
}
]
},
"rejected": false,
"rejection_reason": null,
"run_id": "7482afa3-6701-4920-8368-d911dfc7b774",
"stage3_signals": {
"alias_found": true,
"alias_match_roles": [
{
"display_name": "Backend Developer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 1,
"score": 1.0,
"slug": "backend-engineer",
"total_count": null
},
{
"display_name": ".NET Backend Developer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 83,
"score": 1.0,
"slug": "dotnet-backend-developer",
"total_count": null
}
],
"kra_match_roles": [
{
"display_name": "Fullstack Developer",
"kra_matches": [
{
"kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
"sentence": "Implementing new features on existing software products by solving complex implementation problems and making the appropriate technical decisions.",
"similarity": 0.5564
},
{
"kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
"sentence": "Designing innovative commercial software and writing high-quality code to bring them into production.",
"similarity": 0.4695
},
{
"kra_text": "Delivers features through CI/CD pipelines using automated tests, staged rollouts, feature flags, and incremental deployments.",
"sentence": "Executing repeated tasks for the same product using the same tech stack.",
"similarity": 0.4673
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 15,
"score": 0.4977,
"slug": "full-stack-engineer",
"total_count": null
},
{
"display_name": "Scala Backend Developer",
"kra_matches": [
{
"kra_text": "defect investigation and fixes",
"sentence": "Fixing bugs to permanently eliminate defects that impair product functionality.",
"similarity": 0.6284
},
{
"kra_text": "backend workflow orchestration",
"sentence": "Executing repeated tasks for the same product using the same tech stack.",
"similarity": 0.4353
},
{
"kra_text": "Server-side feature implementation",
"sentence": "Implementing new features on existing software products by solving complex implementation problems and making the appropriate technical decisions.",
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}
],
"matched_count": null,
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"slug": "scala-backend-developer",
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},
{
"display_name": "Ruby Backend Developer",
"kra_matches": [
{
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"similarity": 0.6188
},
{
"kra_text": "Server-side feature implementation",
"sentence": "Implementing new features on existing software products by solving complex implementation problems and making the appropriate technical decisions.",
"similarity": 0.4208
},
{
"kra_text": "automated backend checks",
"sentence": "Executing repeated tasks for the same product using the same tech stack.",
"similarity": 0.3789
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 85,
"score": 0.4729,
"slug": "ruby-backend-developer",
"total_count": null
},
{
"display_name": "Angular Frontend Developer",
"kra_matches": [
{
"kra_text": "defect diagnosis and fixes",
"sentence": "Fixing bugs to permanently eliminate defects that impair product functionality.",
"similarity": 0.6087
},
{
"kra_text": "code review and refactoring",
"sentence": "Designing innovative commercial software and writing high-quality code to bring them into production.",
"similarity": 0.4453
},
{
"kra_text": "collaboration with design and QA",
"sentence": "Implementing new features on existing software products by solving complex implementation problems and making the appropriate technical decisions.",
"similarity": 0.3601
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 90,
"score": 0.4714,
"slug": "angular-frontend-developer",
"total_count": null
},
{
"display_name": "Pega Developer",
"kra_matches": [
{
"kra_text": "defect troubleshooting and resolution",
"sentence": "Fixing bugs to permanently eliminate defects that impair product functionality.",
"similarity": 0.5908
},
{
"kra_text": "external system integration implementation",
"sentence": "Implementing new features on existing software products by solving complex implementation problems and making the appropriate technical decisions.",
"similarity": 0.4505
},
{
"kra_text": "user interaction design and refinement",
"sentence": "Designing innovative commercial software and writing high-quality code to bring them into production.",
"similarity": 0.3642
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 24,
"score": 0.4685,
"slug": "pega-developer",
"total_count": null
}
],
"skill_match_roles": [
{
"display_name": "Fullstack Developer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"C#"
],
"role_id": 15,
"score": 1.0,
"slug": "full-stack-engineer",
"total_count": 1
},
{
"display_name": "Backend Developer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"C#"
],
"role_id": 1,
"score": 1.0,
"slug": "backend-engineer",
"total_count": 1
},
{
"display_name": "ML Engineer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"C#"
],
"role_id": 3,
"score": 1.0,
"slug": "ml-engineer",
"total_count": 1
},
{
"display_name": "AR/VR Engineer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"C#"
],
"role_id": 8,
"score": 1.0,
"slug": "ar-vr-engineer",
"total_count": 1
},
{
"display_name": "Hybrid Mobile Developer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"C#"
],
"role_id": 11,
"score": 1.0,
"slug": "hybrid-mobile-developer",
"total_count": 1
}
]
},
"stage4_decision": {
"alias_collision_detected": false,
"case": "DOMAIN",
"chosen_role": {
"display_name": "Backend Developer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 1,
"score": 0.98,
"slug": "backend-engineer",
"total_count": null
},
"confidence": 0.98,
"is_new_role": false,
"llm2_fired": false,
"llm2_reasoning": null,
"matched_dimensions": [
"Software Feature Development",
"Bug Fixing and Defect Elimination",
"Problem Solving",
"Commercial Product Engineering",
"Coding-Heavy Development"
],
"matched_kras": [
"Designing innovative commercial software",
"Writing high-quality code to bring them into production",
"Implementing new features on existing software products",
"Solving complex implementation problems",
"Making the appropriate technical decisions",
"Fixing bugs to permanently eliminate defects",
"Solve the most difficult coding challenges"
],
"matched_skills": [
"C#",
"commercial software development",
"high-quality code",
"implementation problems",
"technical decisions",
"bug fixing",
"competitive programming"
],
"new_role_display_name": null,
"new_role_slug": null,
"queued": false,
"reasoning": "Domain=Software Engineering \u2192 sub-role dotnet-backend-developer; The JD is for a C# software developer focused on implementing features, fixing bugs, and solving complex technical issues in commercial products, which best matches backend/software engineering.",
"sub_role": {
"confidence": 0.98,
"display_name": ".NET Backend Developer",
"reasoning": "The title is C# Developer, which strongly implies the .NET ecosystem, making dotnet-backend-developer the best match.",
"role_id": 83,
"slug": "dotnet-backend-developer"
}
},
"stage5_updates": {
"centroid_n_after": 1445,
"centroid_updated": true,
"collision_log_id": null,
"new_kra_attached": {
"best_kra_similarity": 0.0,
"queue_id": 1542,
"r_and_r_preview": "\u2022 Designing innovative commercial software and writing high-quality code to bring them into production.\n\u2022 Implementing new features on existing software products by solving complex implementation prob",
"role_display_name": "Backend Developer",
"role_slug": "backend-engineer",
"status": "pending"
},
"new_skills_attached": [],
"queue_entry_id": null,
"v3_pipeline_triggered": false,
"v3_role_slug": null,
"v3_run_id": null
}
}
API 2 — extract-details
{
"alias_matches": [
{
"alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
"alias_persisted": false,
"existing_alias_id": 52,
"existing_alias_text": "C#",
"input_term": "C#",
"matched_canonical": {
"category_id": 6,
"display_name": "C#",
"id": 4,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "LANGUAGE",
"slug": "c",
"sub_category_id": 96,
"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"matched_via": "alias"
}
],
"candidate_roles": [
{
"display_name": ".NET Backend Developer",
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"role_archetype": "Engineering",
"slug": "dotnet-backend-developer",
"source": "db"
},
{
"display_name": "Hybrid Mobile Developer",
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"role_archetype": null,
"slug": "hybrid-mobile-developer",
"source": "db"
},
{
"display_name": "Backend Developer",
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"slug": "backend-engineer",
"source": "db"
},
{
"display_name": "Fullstack Developer",
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"rationale": null,
"role_archetype": "Engineering",
"slug": "fullstack-developer",
"source": "db"
},
{
"display_name": "Fullstack Developer",
"id": 15,
"rationale": null,
"role_archetype": null,
"slug": "full-stack-engineer",
"source": "db"
},
{
"display_name": "ML Engineer",
"id": 3,
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"role_archetype": null,
"slug": "ml-engineer",
"source": "db"
},
{
"display_name": "MLOps Engineer",
"id": 16,
"rationale": null,
"role_archetype": null,
"slug": "ml-ops-engineer",
"source": "db"
},
{
"display_name": "AR/VR Engineer",
"id": 8,
"rationale": null,
"role_archetype": null,
"slug": "ar-vr-engineer",
"source": "db"
},
{
"display_name": "Sitecore Dev",
"id": 233,
"rationale": null,
"role_archetype": "Engineering",
"slug": "sitecore-dev",
"source": "db"
},
{
"display_name": "Video Codec Engineer",
"id": 22,
"rationale": null,
"role_archetype": null,
"slug": "video-codec-engineer",
"source": "db"
}
],
"chosen_role": {
"display_name": "Backend Developer",
"id": 1,
"rationale": "Domain=Software Engineering \u2192 sub-role dotnet-backend-developer; The JD is for a C# software developer focused on implementing features, fixing bugs, and solving complex technical issues in commercial products, which best matches backend/software engineering.",
"role_archetype": "A Backend Engineer designs, builds, and maintains the server-side logic and data handling that power applications and services. They focus on implementing reliable business functionality, integrating with other systems, and ensuring the backend is scalable, maintainable, and observable.",
"slug": "backend-engineer",
"source": "db"
},
"dimensions": [
{
"dimension": {
"difficulty_hint": "well_known",
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"id": 362,
"rationale": "Primary implementation languages and runtime features used to build backend service logic in the .NET ecosystem. This is the core coding surface for request handling, domain logic, and service internals.",
"slug": "c-and-net-languages",
"source": "db"
},
"input_skill": "C#",
"llm_role": null,
"roles_from_db": [
{
"display_name": ".NET Backend Developer",
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"role_archetype": "Engineering",
"slug": "dotnet-backend-developer",
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}
]
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Cross-Platform App Languages",
"id": 167,
"rationale": "Languages used to implement shared mobile features across iOS and Android from a common codebase. This is the primary coding surface for hybrid app logic, UI behavior, and platform-specific branching.",
"slug": "cross-platform-app-languages",
"source": "db"
},
"input_skill": "C#",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Hybrid Mobile Developer",
"id": 11,
"rationale": null,
"role_archetype": null,
"slug": "hybrid-mobile-developer",
"source": "db"
}
]
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Programming Languages",
"id": 1,
"rationale": "Primary implementation languages used to build client and server feature code. Full stack engineers need enough fluency to move across layers and implement product behavior end to end.",
"slug": "programming-languages",
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},
"input_skill": "C#",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Backend Developer",
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"rationale": null,
"role_archetype": "A Backend Engineer designs, builds, and maintains the server-side logic and data handling that power applications and services. They focus on implementing reliable business functionality, integrating with other systems, and ensuring the backend is scalable, maintainable, and observable.",
"slug": "backend-engineer",
"source": "db"
},
{
"display_name": "Fullstack Developer",
"id": 435,
"rationale": null,
"role_archetype": "Engineering",
"slug": "fullstack-developer",
"source": "db"
},
{
"display_name": "Fullstack Developer",
"id": 15,
"rationale": null,
"role_archetype": null,
"slug": "full-stack-engineer",
"source": "db"
}
]
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Programming Languages for ML Systems",
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"rationale": "Languages used to build training code, inference services, evaluation jobs, and ML glue code. This is the primary implementation surface for ML engineers across experimentation and productionization.",
"slug": "programming-languages-for-ml-systems",
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},
"input_skill": "C#",
"llm_role": null,
"roles_from_db": [
{
"display_name": "ML Engineer",
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},
{
"display_name": "MLOps Engineer",
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"role_archetype": null,
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}
]
},
{
"dimension": {
"difficulty_hint": "well_known",
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"id": 97,
"rationale": "Primary implementation languages used to build immersive client features, interaction logic, and device-specific runtime behavior. This is the core coding surface for AR/VR experiences.",
"slug": "programming-languages-for-xr",
"source": "db"
},
"input_skill": "C#",
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"roles_from_db": [
{
"display_name": "AR/VR Engineer",
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"slug": "ar-vr-engineer",
"source": "db"
}
]
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "React Frontend Development",
"id": 96,
"rationale": "Building interactive web user interfaces with React.js, including component composition, state management, hooks, and rendering patterns. React.js belongs here because it is a core library for client-side UI development in modern web applications.",
"slug": "d_init_01",
"source": "db"
},
"input_skill": "C#",
"llm_role": null,
"roles_from_db": []
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Sitecore Development Languages",
"id": 438,
"rationale": "Core implementation languages and markup used to build Sitecore customizations, rendering logic, and site behavior. This is the primary authoring surface for Sitecore-specific code and templates.",
"slug": "sitecore-development-languages",
"source": "db"
},
"input_skill": "C#",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Sitecore Dev",
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"source": "db"
}
]
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Video Codec Languages and DSLs",
"id": 225,
"rationale": "Implementation languages and codec-specific description languages used to build compression, decoding, and transform logic. This is the primary coding surface for codec behavior and bitstream manipulation.",
"slug": "video-codec-languages-and-dsls",
"source": "db"
},
"input_skill": "C#",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Video Codec Engineer",
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}
]
}
],
"input_final_skills": [
"C#"
],
"input_llm_skills": [
"C#"
],
"new_aliases_persisted": 0,
"run_id": "7482afa3-6701-4920-8368-d911dfc7b774",
"skills_detail": [
{
"aliases_in_db": [
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},
{
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},
{
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},
{
"alias_text": "C# 10",
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"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "C# 11",
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"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
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"is_primary": false,
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},
{
"alias_text": "C# 13",
"alias_type": "VERSION",
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"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "C# 14",
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"id": 66,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "C# 2",
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},
{
"alias_text": "C# 3",
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},
{
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},
{
"alias_text": "C# 5",
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"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "C# 6",
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},
{
"alias_text": "C# 7",
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},
{
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},
{
"alias_text": "C# 9",
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"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "C# latest",
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"id": 1655,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "C#1",
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"id": 2228,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "C#10",
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},
{
"alias_text": "C#11",
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},
{
"alias_text": "C#12",
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},
{
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},
{
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},
{
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},
{
"alias_text": "C#5",
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},
{
"alias_text": "C#6",
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},
{
"alias_text": "C#7",
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},
{
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},
{
"alias_text": "C#9",
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},
{
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},
{
"alias_text": "C++03",
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},
{
"alias_text": "C++11",
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},
{
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},
{
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},
{
"alias_text": "C++20",
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},
{
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},
{
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},
{
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},
{
"alias_text": "c sharp",
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{
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{
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{
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],
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},
"dimensions": [
{
"dimension": {
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]
},
{
"dimension": {
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},
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]
},
{
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{
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{
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]
},
{
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},
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{
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}
]
},
{
"dimension": {
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"source": "db"
},
"input_skill": "C#",
"llm_role": null,
"roles_from_db": [
{
"display_name": "AR/VR Engineer",
"id": 8,
"rationale": null,
"role_archetype": null,
"slug": "ar-vr-engineer",
"source": "db"
}
]
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "React Frontend Development",
"id": 96,
"rationale": "Building interactive web user interfaces with React.js, including component composition, state management, hooks, and rendering patterns. React.js belongs here because it is a core library for client-side UI development in modern web applications.",
"slug": "d_init_01",
"source": "db"
},
"input_skill": "C#",
"llm_role": null,
"roles_from_db": []
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Sitecore Development Languages",
"id": 438,
"rationale": "Core implementation languages and markup used to build Sitecore customizations, rendering logic, and site behavior. This is the primary authoring surface for Sitecore-specific code and templates.",
"slug": "sitecore-development-languages",
"source": "db"
},
"input_skill": "C#",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Sitecore Dev",
"id": 233,
"rationale": null,
"role_archetype": "Engineering",
"slug": "sitecore-dev",
"source": "db"
}
]
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Video Codec Languages and DSLs",
"id": 225,
"rationale": "Implementation languages and codec-specific description languages used to build compression, decoding, and transform logic. This is the primary coding surface for codec behavior and bitstream manipulation.",
"slug": "video-codec-languages-and-dsls",
"source": "db"
},
"input_skill": "C#",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Video Codec Engineer",
"id": 22,
"rationale": null,
"role_archetype": null,
"slug": "video-codec-engineer",
"source": "db"
}
]
}
],
"input_skill": "C#",
"matched_via": "alias",
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": null,
"source_tag": "db",
"was_in_llm_skills": true
}
],
"unmatched_skills": []
}
API 3 — final-role-output
{
"chosen_role": {
"display_name": "Backend Developer",
"id": 1,
"rationale": "Domain=Software Engineering \u2192 sub-role dotnet-backend-developer; The JD is for a C# software developer focused on implementing features, fixing bugs, and solving complex technical issues in commercial products, which best matches backend/software engineering.",
"role_archetype": "A Backend Engineer designs, builds, and maintains the server-side logic and data handling that power applications and services. They focus on implementing reliable business functionality, integrating with other systems, and ensuring the backend is scalable, maintainable, and observable.",
"slug": "backend-engineer",
"source": "db"
},
"chosen_role_resolution": "in_db",
"final_input_skills": [
{
"skill": "C#",
"tag": "in_db"
}
],
"llm_cost_api1_usd": null,
"llm_cost_api2_usd": null,
"llm_cost_api3_usd": null,
"llm_cost_total_usd": null,
"persistence": {
"items": [
{
"chosen_role_id": 1,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "C# and .NET Languages",
"id": 362,
"rationale": "Primary implementation languages and runtime features used to build backend service logic in the .NET ecosystem. This is the core coding surface for request handling, domain logic, and service internals.",
"slug": "c-and-net-languages",
"source": "db"
},
"dimension_id": 362,
"input_skill": "C#",
"llm_role": null,
"matched_chosen_role": false,
"outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
"role_dimension_saved": false,
"roles_from_db": [
{
"display_name": ".NET Backend Developer",
"id": 83,
"rationale": null,
"role_archetype": "Engineering",
"slug": "dotnet-backend-developer",
"source": "db"
}
],
"skill_dimension_saved": true,
"skill_id": 4,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 1,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Cross-Platform App Languages",
"id": 167,
"rationale": "Languages used to implement shared mobile features across iOS and Android from a common codebase. This is the primary coding surface for hybrid app logic, UI behavior, and platform-specific branching.",
"slug": "cross-platform-app-languages",
"source": "db"
},
"dimension_id": 167,
"input_skill": "C#",
"llm_role": null,
"matched_chosen_role": false,
"outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
"role_dimension_saved": false,
"roles_from_db": [
{
"display_name": "Hybrid Mobile Developer",
"id": 11,
"rationale": null,
"role_archetype": null,
"slug": "hybrid-mobile-developer",
"source": "db"
}
],
"skill_dimension_saved": true,
"skill_id": 4,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 1,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Programming Languages",
"id": 1,
"rationale": "Primary implementation languages used to build client and server feature code. Full stack engineers need enough fluency to move across layers and implement product behavior end to end.",
"slug": "programming-languages",
"source": "db"
},
"dimension_id": 1,
"input_skill": "C#",
"llm_role": null,
"matched_chosen_role": true,
"outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension saved",
"role_dimension_saved": true,
"roles_from_db": [
{
"display_name": "Backend Developer",
"id": 1,
"rationale": null,
"role_archetype": "A Backend Engineer designs, builds, and maintains the server-side logic and data handling that power applications and services. They focus on implementing reliable business functionality, integrating with other systems, and ensuring the backend is scalable, maintainable, and observable.",
"slug": "backend-engineer",
"source": "db"
},
{
"display_name": "Fullstack Developer",
"id": 435,
"rationale": null,
"role_archetype": "Engineering",
"slug": "fullstack-developer",
"source": "db"
},
{
"display_name": "Fullstack Developer",
"id": 15,
"rationale": null,
"role_archetype": null,
"slug": "full-stack-engineer",
"source": "db"
}
],
"skill_dimension_saved": true,
"skill_id": 4,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 1,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Programming Languages for ML Systems",
"id": 39,
"rationale": "Languages used to build training code, inference services, evaluation jobs, and ML glue code. This is the primary implementation surface for ML engineers across experimentation and productionization.",
"slug": "programming-languages-for-ml-systems",
"source": "db"
},
"dimension_id": 39,
"input_skill": "C#",
"llm_role": null,
"matched_chosen_role": false,
"outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
"role_dimension_saved": false,
"roles_from_db": [
{
"display_name": "ML Engineer",
"id": 3,
"rationale": null,
"role_archetype": null,
"slug": "ml-engineer",
"source": "db"
},
{
"display_name": "MLOps Engineer",
"id": 16,
"rationale": null,
"role_archetype": null,
"slug": "ml-ops-engineer",
"source": "db"
}
],
"skill_dimension_saved": true,
"skill_id": 4,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 1,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Programming Languages for XR",
"id": 97,
"rationale": "Primary implementation languages used to build immersive client features, interaction logic, and device-specific runtime behavior. This is the core coding surface for AR/VR experiences.",
"slug": "programming-languages-for-xr",
"source": "db"
},
"dimension_id": 97,
"input_skill": "C#",
"llm_role": null,
"matched_chosen_role": false,
"outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
"role_dimension_saved": false,
"roles_from_db": [
{
"display_name": "AR/VR Engineer",
"id": 8,
"rationale": null,
"role_archetype": null,
"slug": "ar-vr-engineer",
"source": "db"
}
],
"skill_dimension_saved": true,
"skill_id": 4,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 1,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "React Frontend Development",
"id": 96,
"rationale": "Building interactive web user interfaces with React.js, including component composition, state management, hooks, and rendering patterns. React.js belongs here because it is a core library for client-side UI development in modern web applications.",
"slug": "d_init_01",
"source": "db"
},
"dimension_id": 96,
"input_skill": "C#",
"llm_role": null,
"matched_chosen_role": false,
"outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
"role_dimension_saved": false,
"roles_from_db": [],
"skill_dimension_saved": true,
"skill_id": 4,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 1,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Sitecore Development Languages",
"id": 438,
"rationale": "Core implementation languages and markup used to build Sitecore customizations, rendering logic, and site behavior. This is the primary authoring surface for Sitecore-specific code and templates.",
"slug": "sitecore-development-languages",
"source": "db"
},
"dimension_id": 438,
"input_skill": "C#",
"llm_role": null,
"matched_chosen_role": false,
"outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
"role_dimension_saved": false,
"roles_from_db": [
{
"display_name": "Sitecore Dev",
"id": 233,
"rationale": null,
"role_archetype": "Engineering",
"slug": "sitecore-dev",
"source": "db"
}
],
"skill_dimension_saved": true,
"skill_id": 4,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 1,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Video Codec Languages and DSLs",
"id": 225,
"rationale": "Implementation languages and codec-specific description languages used to build compression, decoding, and transform logic. This is the primary coding surface for codec behavior and bitstream manipulation.",
"slug": "video-codec-languages-and-dsls",
"source": "db"
},
"dimension_id": 225,
"input_skill": "C#",
"llm_role": null,
"matched_chosen_role": false,
"outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
"role_dimension_saved": false,
"roles_from_db": [
{
"display_name": "Video Codec Engineer",
"id": 22,
"rationale": null,
"role_archetype": null,
"slug": "video-codec-engineer",
"source": "db"
}
],
"skill_dimension_saved": true,
"skill_id": 4,
"skill_tag": "in_db",
"skipped_reason": null
}
],
"new_skills_created": 0,
"role_dimension_saved": 0,
"skill_dimension_saved": 0,
"skipped": 0
},
"planner_output": null,
"run_id": "7482afa3-6701-4920-8368-d911dfc7b774"
}