Pipeline run
cebe87d6-fa91-4c02-96de-a4febf12af4f
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
Lead projects with a fully distributed remote development team Upgrade quality of work produced by your subordinates by showing them, how to make it in better quality Developing and maintaining servic…
1 POST /skills/extract-from-jd
2 POST /skills/extract-details
3 POST /skills/final-role-output
Backend Developer
CASE Aslug: backend-engineer · id: 1 · source: db
Exact alias hit on backend-engineer (1.0) — no other alias at this confidence; skill_top absent does not contradict
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, IgniteTech. Have you got what it takes? Are you the best C/C++ developer in your company? Do you enjoy working on complex B2B applications, yet manage to simplify your codes by utilizing cutting-edge technologies? If so, we invite you to join our unique team of top-notch talent. In this role, you will be taking ownership of the big feature releases, starting with getting requirements from the stakeholders to releasing the end product to customers in a fast-paced agile environment besides maintaining mission-critical enterprise applications. If you are passionate about leading the path to creating the greatest products with the best cloud technologies in our industry, we would love to hear from you. At IgniteTech, we are reinventing the enterprise software industry. Our “Netflix for Enterprise Software” model is changing the game for how enterprises buy software, and a key element of our growth strategy is to drive great customer experiences across our broad and growing library of solutions. What You Will Be Doing Lead projects with a fully distributed remote development teamUpgrade quality of work produced by your subordinates by showing them, how to make it in better qualityDeveloping and maintaining services and enterprise applicationsImprove efficiency through introducing automation & new toolsDrive development/customizations of a large set of applications from our broad portfolio of B2B products What You Won’t Be Doing Managing people or getting stuck on long meetings discussing roadmaps and prioritiesStagnating on the same technology. You will be continuously expanding your knowledge and experience with new products.HR and recruitment Senior Software Engineer Key Responsibilities Designing and implementing new product features in the most efficient, effective, and maintainable wayBecoming the go-to expert on products to which you are assigned.Learning new products quickly and effectively when given access to user and developer documentation, knowledge base articles, source code, and infrastructure.Understand and interpret customer requests to suggest the best solution available and take responsibility for implementing the solution.Resolving complex technical issuesEffort Estimation Basic Requirements A degree in computer science or relevant experience.3+ years of C++ coding experience.C1 level English proficiency and the ability to write with a professional tone. Nice-to-have Requirements Experience working with C#, Java, or PythonHands-on cloud development experience.Experience with leading a team. About IgniteTech If you want to work hard at a company where you can grow and be a part of a dynamic team, join IgniteTech! Through our portfolio of leading enterprise software solutions, we ignite business performance for thousands of customers globally. We’re doing it in an entirely remote workplace that is focused on building teams of top talent and operating in a model that provides challenging opportunities and personal flexibility. A career with IgniteTech is challenging and fast-paced. We are always looking for energetic and enthusiastic employees to join our world-class team. We offer opportunities for personal contribution and promote career development. IgniteTech is an Affirmative Action, Equal Opportunity Employer that values the strength that diversity brings to the workplace. 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 $50 USD/hour, which equates to $100,000 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/reset-password if you already applied using LinkedIn EasyApply. Crossover Job Code: LJ-4723-IN-Chennai-SeniorSoftware.001
Skills from this JD
Each row merges API 1 extraction, API 2 library match / v3 orchestration (dimensions + locked dims), and API 3 persistence tags.
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Soft Skills
- Sub-category
- general
- Skill nature
- PRACTICE
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Platforms
- Sub-category
- general
- Skill nature
- CONCEPT
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Development
- Sub-category
- general
- Skill nature
- CONCEPT
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Infrastructure Tools
- Sub-category
- general
- Skill nature
- CONCEPT
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Library artifacts (this run)
| Kind | Detail | DB id |
|---|---|---|
| canonical_skill_proposed | Automation | type=Soft Skills subtype=general nature=PRACTICE lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Enterprise Applications | type=Platforms subtype=general nature=CONCEPT lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Source Code | type=Development subtype=general nature=CONCEPT lifespan=EVERGREEN | |
| canonical_skill_proposed | Infrastructure | type=Infrastructure Tools subtype=general nature=CONCEPT lifespan=MULTI_YEAR |
nano JD Parser — gpt-4.1-nano click to toggle
Show raw JSON
{
"JD_type": "pass",
"about_company": {
"source_marker": {
"first_5_words": "If you want to work",
"last_5_words": "strength that diversity brings"
},
"text": "If you want to work hard at a company where you can grow and be a part of a dynamic team, join IgniteTech!\n\nThrough our portfolio of leading enterprise software solutions, we ignite business performance for thousands of customers globally. We\u2019re doing it in an entirely remote workplace that is focused on building teams of top talent and operating in a model that provides challenging opportunities and personal flexibility.\n\nA career with IgniteTech is challenging and fast-paced. We are always looking for energetic and enthusiastic employees to join our world-class team.\n\nWe offer opportunities for personal contribution and promote career development. IgniteTech is an Affirmative Action, Equal Opportunity Employer that values the strength that diversity brings to the workplace.",
"word_count": 104
},
"certifications": [],
"company_name": "IgniteTech",
"ctc": {
"currency": "USD",
"max": 100,
"min": 100,
"period": "annual",
"raw": "$100,000 USD/year"
},
"domain": {
"primary": {
"aliases": [
"SaaS",
"Enterprise Software"
],
"domain": "Software \u0026 SaaS Products"
},
"secondary": null
},
"education": [
{
"level": "Bachelor\u0027s",
"qualification": "Bachelor\u0027s - Computer Science (or relevant)",
"raw": "A degree in computer science or relevant experience.",
"requirement": "required"
}
],
"experience": {
"max": null,
"min": 3,
"raw": "3+ years of C++ coding experience"
},
"job_locations": [
{
"aliases": [
"Chennai, TN"
],
"city": "Chennai",
"country": "India",
"state": null,
"work_mode": "remote"
}
],
"role": "Senior Software Engineer",
"role_aliases": [
"Software Engineer",
"C/C++ Developer",
"Senior Developer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 5,
"heading": "What You Will Be Doing",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Lead projects with a fully",
"last_5_words": "portfolio of B2B products"
},
"text": "Lead projects with a fully distributed remote development team\nUpgrade quality of work produced by your subordinates by showing them, how to make it in better quality\nDeveloping and maintaining services and enterprise applications\nImprove efficiency through introducing automation \u0026 new tools\nDrive development/customizations of a large set of applications from our broad portfolio of B2B products",
"word_count": 51
},
{
"bullet_count": 3,
"heading": "What You Won\u2019t Be Doing",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Managing people or getting stuck",
"last_5_words": "and recruitment"
},
"text": "Managing people or getting stuck on long meetings discussing roadmaps and priorities\nStagnating on the same technology. You will be continuously expanding your knowledge and experience with new products.\nHR and recruitment",
"word_count": 36
},
{
"bullet_count": 6,
"heading": "Senior Software Engineer Key Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Designing and implementing new product",
"last_5_words": "and Effort Estimation"
},
"text": "Designing and implementing new product features in the most efficient, effective, and maintainable way\nBecoming the go-to expert on products to which you are assigned.\nLearning new products quickly and effectively when given access to user and developer documentation, knowledge base articles, source code, and infrastructure.\nUnderstand and interpret customer requests to suggest the best solution available and take responsibility for implementing the solution.\nResolving complex technical issues\nEffort Estimation",
"word_count": 66
}
],
"urls": [
{
"type": "website",
"url": "https://www.crossover.com/help-and-faqs"
},
{
"type": "website",
"url": "https://www.crossover.com/auth/reset-password"
}
]
}
API 1 — extract-from-jd click to toggle
{
"final_skills": [
{
"is_primary": true,
"skill_name": "Automation"
},
{
"is_primary": true,
"skill_name": "Enterprise Applications"
},
{
"is_primary": true,
"skill_name": "Source Code"
},
{
"is_primary": true,
"skill_name": "Infrastructure"
}
],
"jd_role": {
"display_name": "Senior Software Engineer",
"rationale": null,
"role_aliases": [
"Software Engineer",
"C/C++ Developer",
"Senior Developer"
],
"role_archetype": "Engineering",
"slug": ""
},
"nano_parsed": {
"JD_type": "pass",
"about_company": {
"source_marker": {
"first_5_words": "If you want to work",
"last_5_words": "strength that diversity brings"
},
"text": "If you want to work hard at a company where you can grow and be a part of a dynamic team, join IgniteTech!\n\nThrough our portfolio of leading enterprise software solutions, we ignite business performance for thousands of customers globally. We\u2019re doing it in an entirely remote workplace that is focused on building teams of top talent and operating in a model that provides challenging opportunities and personal flexibility.\n\nA career with IgniteTech is challenging and fast-paced. We are always looking for energetic and enthusiastic employees to join our world-class team.\n\nWe offer opportunities for personal contribution and promote career development. IgniteTech is an Affirmative Action, Equal Opportunity Employer that values the strength that diversity brings to the workplace.",
"word_count": 104
},
"certifications": [],
"company_name": "IgniteTech",
"ctc": {
"currency": "USD",
"max": 100,
"min": 100,
"period": "annual",
"raw": "$100,000 USD/year"
},
"domain": {
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"SaaS",
"Enterprise Software"
],
"domain": "Software \u0026 SaaS Products"
},
"secondary": null
},
"education": [
{
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"qualification": "Bachelor\u0027s - Computer Science (or relevant)",
"raw": "A degree in computer science or relevant experience.",
"requirement": "required"
}
],
"experience": {
"max": null,
"min": 3,
"raw": "3+ years of C++ coding experience"
},
"job_locations": [
{
"aliases": [
"Chennai, TN"
],
"city": "Chennai",
"country": "India",
"state": null,
"work_mode": "remote"
}
],
"role": "Senior Software Engineer",
"role_aliases": [
"Software Engineer",
"C/C++ Developer",
"Senior Developer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 5,
"heading": "What You Will Be Doing",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Lead projects with a fully",
"last_5_words": "portfolio of B2B products"
},
"text": "Lead projects with a fully distributed remote development team\nUpgrade quality of work produced by your subordinates by showing them, how to make it in better quality\nDeveloping and maintaining services and enterprise applications\nImprove efficiency through introducing automation \u0026 new tools\nDrive development/customizations of a large set of applications from our broad portfolio of B2B products",
"word_count": 51
},
{
"bullet_count": 3,
"heading": "What You Won\u2019t Be Doing",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Managing people or getting stuck",
"last_5_words": "and recruitment"
},
"text": "Managing people or getting stuck on long meetings discussing roadmaps and priorities\nStagnating on the same technology. You will be continuously expanding your knowledge and experience with new products.\nHR and recruitment",
"word_count": 36
},
{
"bullet_count": 6,
"heading": "Senior Software Engineer Key Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Designing and implementing new product",
"last_5_words": "and Effort Estimation"
},
"text": "Designing and implementing new product features in the most efficient, effective, and maintainable way\nBecoming the go-to expert on products to which you are assigned.\nLearning new products quickly and effectively when given access to user and developer documentation, knowledge base articles, source code, and infrastructure.\nUnderstand and interpret customer requests to suggest the best solution available and take responsibility for implementing the solution.\nResolving complex technical issues\nEffort Estimation",
"word_count": 66
}
],
"urls": [
{
"type": "website",
"url": "https://www.crossover.com/help-and-faqs"
},
{
"type": "website",
"url": "https://www.crossover.com/auth/reset-password"
}
]
},
"rejected": false,
"rejection_reason": null,
"run_id": "cebe87d6-fa91-4c02-96de-a4febf12af4f",
"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
}
],
"kra_match_roles": [
{
"display_name": "Python Backend Developer",
"kra_matches": [
{
"kra_text": "Build service and external integrations",
"sentence": "Drive development/customizations of a large set of applications from our broad portfolio of B2B products",
"similarity": 0.5314
},
{
"kra_text": "Build service and external integrations",
"sentence": "Developing and maintaining services and enterprise applications",
"similarity": 0.5043
},
{
"kra_text": "Write backend-focused automated checks",
"sentence": "Improve efficiency through introducing automation \u0026 new tools",
"similarity": 0.4513
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 80,
"score": 0.4957,
"slug": "python-backend-developer",
"total_count": null
},
{
"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": "Designing and implementing new product features in the most efficient, effective, and maintainable way",
"similarity": 0.5597
},
{
"kra_text": "Writes application logic across the presentation layer, service layer, and data access layer of web applications following MVC or clean architecture patterns.",
"sentence": "Developing and maintaining services and enterprise applications",
"similarity": 0.4585
},
{
"kra_text": "Delivers features through CI/CD pipelines using automated tests, staged rollouts, feature flags, and incremental deployments.",
"sentence": "Drive development/customizations of a large set of applications from our broad portfolio of B2B products",
"similarity": 0.4423
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 15,
"score": 0.4868,
"slug": "full-stack-engineer",
"total_count": null
},
{
"display_name": "DevOps Engineer",
"kra_matches": [
{
"kra_text": "Collaborates with development teams to improve build processes, reduce deployment friction, containerize applications, and adopt DevOps best practices.",
"sentence": "Developing and maintaining services and enterprise applications",
"similarity": 0.4908
},
{
"kra_text": "Collaborates with development teams to improve build processes, reduce deployment friction, containerize applications, and adopt DevOps best practices.",
"sentence": "Drive development/customizations of a large set of applications from our broad portfolio of B2B products",
"similarity": 0.4832
},
{
"kra_text": "Writes runbooks, deployment guides, incident playbooks, and infrastructure documentation to support operations and knowledge sharing.",
"sentence": "Learning new products quickly and effectively when given access to user and developer documentation, knowledge base articles, source code, and infrastructure.",
"similarity": 0.4638
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 10,
"score": 0.4793,
"slug": "devops-engineer",
"total_count": null
},
{
"display_name": "Flutter Developer",
"kra_matches": [
{
"kra_text": "collaborate with design, product, and backend teams",
"sentence": "Lead projects with a fully distributed remote development team",
"similarity": 0.4886
},
{
"kra_text": "optimize responsiveness and performance",
"sentence": "Designing and implementing new product features in the most efficient, effective, and maintainable way",
"similarity": 0.4885
},
{
"kra_text": "collaborate with design, product, and backend teams",
"sentence": "Drive development/customizations of a large set of applications from our broad portfolio of B2B products",
"similarity": 0.4293
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 74,
"score": 0.4688,
"slug": "flutter-developer",
"total_count": null
},
{
"display_name": "Vue Frontend Developer",
"kra_matches": [
{
"kra_text": "connect UI to application services",
"sentence": "Developing and maintaining services and enterprise applications",
"similarity": 0.4908
},
{
"kra_text": "improve usability and responsiveness",
"sentence": "Improve efficiency through introducing automation \u0026 new tools",
"similarity": 0.4487
},
{
"kra_text": "connect UI to application services",
"sentence": "Drive development/customizations of a large set of applications from our broad portfolio of B2B products",
"similarity": 0.4443
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 91,
"score": 0.4612,
"slug": "vue-frontend-developer",
"total_count": null
}
],
"skill_match_roles": []
},
"stage4_decision": {
"alias_collision_detected": false,
"case": "A",
"chosen_role": {
"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
},
"confidence": 1.0,
"is_new_role": false,
"llm2_fired": false,
"llm2_reasoning": null,
"matched_dimensions": [],
"matched_kras": [],
"matched_skills": [],
"new_role_display_name": null,
"new_role_slug": null,
"queued": false,
"reasoning": "Exact alias hit on backend-engineer (1.0) \u2014 no other alias at this confidence; skill_top absent does not contradict",
"sub_role": null
},
"stage5_updates": {
"centroid_n_after": 1726,
"centroid_updated": true,
"collision_log_id": null,
"new_kra_attached": {
"best_kra_similarity": 0.0,
"queue_id": 1902,
"r_and_r_preview": "Lead projects with a fully distributed remote development team\nUpgrade quality of work produced by your subordinates by showing them, how to make it in better quality\nDeveloping and maintaining servic",
"role_display_name": "Backend Developer",
"role_slug": "backend-engineer",
"status": "pending"
},
"new_skills_attached": [
{
"is_primary": true,
"queue_id": 24618,
"role_display_name": "Backend Developer",
"role_slug": "backend-engineer",
"skill_name": "Automation",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 24619,
"role_display_name": "Backend Developer",
"role_slug": "backend-engineer",
"skill_name": "Enterprise Applications",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 24620,
"role_display_name": "Backend Developer",
"role_slug": "backend-engineer",
"skill_name": "Source Code",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 24621,
"role_display_name": "Backend Developer",
"role_slug": "backend-engineer",
"skill_name": "Infrastructure",
"status": "pending"
}
],
"queue_entry_id": null,
"v3_pipeline_triggered": false,
"v3_role_slug": null,
"v3_run_id": null
}
}
API 2 — extract-details
{
"alias_matches": [],
"candidate_roles": [],
"chosen_role": {
"display_name": "Backend Developer",
"id": 1,
"rationale": "Exact alias hit on backend-engineer (1.0) \u2014 no other alias at this confidence; skill_top absent does not contradict",
"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": [],
"input_final_skills": [
"Automation",
"Enterprise Applications",
"Source Code",
"Infrastructure"
],
"input_llm_skills": [
"Automation",
"Enterprise Applications",
"Source Code",
"Infrastructure"
],
"new_aliases_persisted": 0,
"run_id": "cebe87d6-fa91-4c02-96de-a4febf12af4f",
"skills_detail": [
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "Automation",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Soft Skills",
"skill_nature": "PRACTICE",
"sub_category": "general",
"typical_lifespan": "MULTI_YEAR",
"version_strategy": "UNVERSIONED",
"volatility": "MEDIUM"
},
"enrichment": null,
"keep_log": [],
"locked_dimensions": [],
"merge_log": [],
"placed": null,
"relationships": null,
"skill_id": "automation",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "Enterprise Applications",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Platforms",
"skill_nature": "CONCEPT",
"sub_category": "general",
"typical_lifespan": "MULTI_YEAR",
"version_strategy": "UNVERSIONED",
"volatility": "MEDIUM"
},
"enrichment": null,
"keep_log": [],
"locked_dimensions": [],
"merge_log": [],
"placed": null,
"relationships": null,
"skill_id": "enterprise-applications",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "Source Code",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Development",
"skill_nature": "CONCEPT",
"sub_category": "general",
"typical_lifespan": "EVERGREEN",
"version_strategy": "UNVERSIONED",
"volatility": "STABLE"
},
"enrichment": null,
"keep_log": [],
"locked_dimensions": [],
"merge_log": [],
"placed": null,
"relationships": null,
"skill_id": "source-code",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "Infrastructure",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Infrastructure Tools",
"skill_nature": "CONCEPT",
"sub_category": "general",
"typical_lifespan": "MULTI_YEAR",
"version_strategy": "UNVERSIONED",
"volatility": "MEDIUM"
},
"enrichment": null,
"keep_log": [],
"locked_dimensions": [],
"merge_log": [],
"placed": null,
"relationships": null,
"skill_id": "infrastructure",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
}
],
"unmatched_skills": [
"Automation",
"Enterprise Applications",
"Source Code",
"Infrastructure"
]
}
API 3 — final-role-output
{
"chosen_role": {
"display_name": "Backend Developer",
"id": 1,
"rationale": "Exact alias hit on backend-engineer (1.0) \u2014 no other alias at this confidence; skill_top absent does not contradict",
"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": "Automation",
"tag": "new"
},
{
"skill": "Enterprise Applications",
"tag": "new"
},
{
"skill": "Source Code",
"tag": "new"
},
{
"skill": "Infrastructure",
"tag": "new"
}
],
"llm_cost_api1_usd": null,
"llm_cost_api2_usd": null,
"llm_cost_api3_usd": null,
"llm_cost_total_usd": null,
"persistence": {
"items": [],
"new_skills_created": 0,
"role_dimension_saved": 0,
"skill_dimension_saved": 0,
"skipped": 0
},
"planner_output": null,
"run_id": "cebe87d6-fa91-4c02-96de-a4febf12af4f"
}