Pipeline run
4a6722d7-44fe-432d-86f3-dae689461696
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
Write good quality application development code. Experiment with new technologies and libraries as per the product requirements. Owning a project from concept to production, including proposal, discus…
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
About Sapient AI Inc Sapient AI (www.sapient.ai) was founded by Rishi Singh, a serial entrepreneur who also founded Harness (www.harness.io) 6 years ago. He was responsible for building the team, building the product, defining the GTM in the Software Delivery Platform space and eventually taking the company to successful multi-billion dollar valuation. He is into another multi-billion dollar opportunity in the Software Developers Productivity space. Currently it's in stealth mode, but more details can be shared after signing the NDA. Looking for an experienced backend developer, who can work with the founder to do many POCs/experiments and help building the first version of the product. Candidates must have strong computer science fundamentals and deep understanding of server side technologies including micro-services architecture as well as development experience involving Java/Golang/Kotlin, MySQL Server and respective testing frameworks. This also provides an opportunity to work alongside an experienced entrepreneur and learn the art of company building. About the job Minimum qualifications:- Bachelor’s degree or equivalent practical experience. 4+ years of software development experience using Java, Kotlin, Python, GO and/or C++ Work experience in a good product based company. Good experience of working on distributed systems and developing scalable applications. Good understanding of computer science fundamentals ex: data structures or algorithms. Comfortable working in a highly agile, intensely iterative software development process. Entrepreneurial, positive and solution-oriented mindset. Responsibilities:- Write good quality application development code. Experiment with new technologies and libraries as per the product requirements. Owning a project from concept to production, including proposal, discussion, and execution. Review code developed by other developers and provide feedback to ensure best practices (e.g., style guidelines, checking code in, accuracy, testability, and efficiency). Participate in, or lead design reviews with peers and stakeholders to decide amongst available technologies. Triage product or system issues and debug/track/resolve by analyzing the sources of issues and the impact on hardware, network, or service operations and quality. Contribute to technical documentation of new and existing features of the product. Benefits:- Work directly with CEO and engineering leaders who have built successful startups in the past. Learn new technologies and apply them into product Learn on how startups are build from the ground up Work remotely from anywhere. Good equity grant.
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
- Other
- Sub-category
- general
- Skill nature
- TOOL
- 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
- Other
- Sub-category
- general
- Skill nature
- TOOL
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Library artifacts (this run)
| Kind | Detail | DB id |
|---|---|---|
| canonical_skill_proposed | hardware | type=Other subtype=general nature=TOOL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | network | type=Other subtype=general nature=TOOL 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": "Sapient AI (www.sapient.ai) was",
"last_5_words": "after signing the NDA."
},
"text": "Sapient AI (www.sapient.ai) was founded by Rishi Singh, a serial entrepreneur who also founded Harness (www.harness.io) 6 years ago. He was responsible for building the team, building the product, defining the GTM in the Software Delivery Platform space and eventually taking the company to successful multi-billion dollar valuation. He is into another multi-billion dollar opportunity in the Software Developers Productivity space. Currently it\u0027s in stealth mode, but more details can be shared after signing the NDA.",
"word_count": 84
},
"certifications": [],
"company_name": "Sapient AI Inc",
"ctc": null,
"domain": {
"primary": {
"aliases": [
"SaaS",
"Software Products"
],
"domain": "Software \u0026 SaaS Products"
},
"secondary": null
},
"education": [
{
"level": "Bachelor\u0027s",
"qualification": "BTECH/BE - Any Discipline",
"raw": "Bachelor\u2019s degree or equivalent practical experience.",
"requirement": "required"
}
],
"experience": {
"max": null,
"min": 4,
"raw": "4+ years of software development experience"
},
"job_locations": [
{
"aliases": [],
"city": null,
"country": null,
"state": null,
"work_mode": "remote"
}
],
"role": "Backend Developer",
"role_aliases": [
"Backend Engineer",
"Software Developer",
"Backend Developer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 7,
"heading": "Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Write good quality application development",
"last_5_words": "new and existing features of the product."
},
"text": "Write good quality application development code.\nExperiment with new technologies and libraries as per the product requirements.\nOwning a project from concept to production, including proposal, discussion, and execution.\nReview code developed by other developers and provide feedback to ensure best practices (e.g., style guidelines, checking code in, accuracy, testability, and efficiency).\nParticipate in, or lead design reviews with peers and stakeholders to decide amongst available technologies.\nTriage product or system issues and debug/track/resolve by analyzing the sources of issues and the impact on hardware, network, or service operations and quality.\nContribute to technical documentation of new and existing features of the product.",
"word_count": 104
}
],
"urls": [
{
"type": "website",
"url": "http://www.sapient.ai"
},
{
"type": "website",
"url": "http://www.harness.io"
}
]
}
API 1 — extract-from-jd click to toggle
{
"final_skills": [
{
"is_primary": false,
"skill_name": "hardware"
},
{
"is_primary": false,
"skill_name": "network"
}
],
"jd_role": {
"display_name": "Backend Developer",
"rationale": null,
"role_aliases": [
"Backend Engineer",
"Software Developer",
"Backend Developer"
],
"role_archetype": "Engineering",
"slug": ""
},
"nano_parsed": {
"JD_type": "pass",
"about_company": {
"source_marker": {
"first_5_words": "Sapient AI (www.sapient.ai) was",
"last_5_words": "after signing the NDA."
},
"text": "Sapient AI (www.sapient.ai) was founded by Rishi Singh, a serial entrepreneur who also founded Harness (www.harness.io) 6 years ago. He was responsible for building the team, building the product, defining the GTM in the Software Delivery Platform space and eventually taking the company to successful multi-billion dollar valuation. He is into another multi-billion dollar opportunity in the Software Developers Productivity space. Currently it\u0027s in stealth mode, but more details can be shared after signing the NDA.",
"word_count": 84
},
"certifications": [],
"company_name": "Sapient AI Inc",
"ctc": null,
"domain": {
"primary": {
"aliases": [
"SaaS",
"Software Products"
],
"domain": "Software \u0026 SaaS Products"
},
"secondary": null
},
"education": [
{
"level": "Bachelor\u0027s",
"qualification": "BTECH/BE - Any Discipline",
"raw": "Bachelor\u2019s degree or equivalent practical experience.",
"requirement": "required"
}
],
"experience": {
"max": null,
"min": 4,
"raw": "4+ years of software development experience"
},
"job_locations": [
{
"aliases": [],
"city": null,
"country": null,
"state": null,
"work_mode": "remote"
}
],
"role": "Backend Developer",
"role_aliases": [
"Backend Engineer",
"Software Developer",
"Backend Developer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 7,
"heading": "Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Write good quality application development",
"last_5_words": "new and existing features of the product."
},
"text": "Write good quality application development code.\nExperiment with new technologies and libraries as per the product requirements.\nOwning a project from concept to production, including proposal, discussion, and execution.\nReview code developed by other developers and provide feedback to ensure best practices (e.g., style guidelines, checking code in, accuracy, testability, and efficiency).\nParticipate in, or lead design reviews with peers and stakeholders to decide amongst available technologies.\nTriage product or system issues and debug/track/resolve by analyzing the sources of issues and the impact on hardware, network, or service operations and quality.\nContribute to technical documentation of new and existing features of the product.",
"word_count": 104
}
],
"urls": [
{
"type": "website",
"url": "http://www.sapient.ai"
},
{
"type": "website",
"url": "http://www.harness.io"
}
]
},
"rejected": false,
"rejection_reason": null,
"run_id": "4a6722d7-44fe-432d-86f3-dae689461696",
"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": "React Native Developer",
"kra_matches": [
{
"kra_text": "maintain code quality",
"sentence": "Write good quality application development code.",
"similarity": 0.6631
},
{
"kra_text": "maintain code quality",
"sentence": "Review code developed by other developers and provide feedback to ensure best practices (e.g. , style guidelines, checking code in, accuracy, testability, and efficiency).",
"similarity": 0.6164
},
{
"kra_text": "maintain code quality",
"sentence": "Experiment with new technologies and libraries as per the product requirements.",
"similarity": 0.3839
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 73,
"score": 0.5545,
"slug": "react-native-developer",
"total_count": null
},
{
"display_name": "Go Backend Developer",
"kra_matches": [
{
"kra_text": "code review and testing support",
"sentence": "Review code developed by other developers and provide feedback to ensure best practices (e.g. , style guidelines, checking code in, accuracy, testability, and efficiency).",
"similarity": 0.6747
},
{
"kra_text": "defect investigation and resolution",
"sentence": "Triage product or system issues and debug/track/resolve by analyzing the sources of issues and the impact on hardware, network, or service operations and quality.",
"similarity": 0.5008
},
{
"kra_text": "code review and testing support",
"sentence": "Write good quality application development code.",
"similarity": 0.4723
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 81,
"score": 0.5493,
"slug": "go-backend-developer",
"total_count": null
},
{
"display_name": "Node.js Backend Developer",
"kra_matches": [
{
"kra_text": "code review and refactoring",
"sentence": "Review code developed by other developers and provide feedback to ensure best practices (e.g. , style guidelines, checking code in, accuracy, testability, and efficiency).",
"similarity": 0.6438
},
{
"kra_text": "code review and refactoring",
"sentence": "Write good quality application development code.",
"similarity": 0.5139
},
{
"kra_text": "defect diagnosis and performance tuning",
"sentence": "Triage product or system issues and debug/track/resolve by analyzing the sources of issues and the impact on hardware, network, or service operations and quality.",
"similarity": 0.488
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 82,
"score": 0.5485,
"slug": "node-backend-developer",
"total_count": null
},
{
"display_name": "Angular Frontend Developer",
"kra_matches": [
{
"kra_text": "code review and refactoring",
"sentence": "Review code developed by other developers and provide feedback to ensure best practices (e.g. , style guidelines, checking code in, accuracy, testability, and efficiency).",
"similarity": 0.6438
},
{
"kra_text": "code review and refactoring",
"sentence": "Write good quality application development code.",
"similarity": 0.5139
},
{
"kra_text": "collaboration with design and QA",
"sentence": "Participate in, or lead design reviews with peers and stakeholders to decide amongst available technologies.",
"similarity": 0.4622
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 90,
"score": 0.54,
"slug": "angular-frontend-developer",
"total_count": null
},
{
"display_name": ".NET Backend Developer",
"kra_matches": [
{
"kra_text": "backend code refactoring and maintenance",
"sentence": "Review code developed by other developers and provide feedback to ensure best practices (e.g. , style guidelines, checking code in, accuracy, testability, and efficiency).",
"similarity": 0.5582
},
{
"kra_text": "defect investigation and resolution",
"sentence": "Triage product or system issues and debug/track/resolve by analyzing the sources of issues and the impact on hardware, network, or service operations and quality.",
"similarity": 0.5009
},
{
"kra_text": "backend code refactoring and maintenance",
"sentence": "Write good quality application development code.",
"similarity": 0.4896
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 83,
"score": 0.5162,
"slug": "dotnet-backend-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": 630,
"centroid_updated": true,
"collision_log_id": null,
"new_kra_attached": {
"best_kra_similarity": 0.0,
"queue_id": 677,
"r_and_r_preview": "Write good quality application development code.\nExperiment with new technologies and libraries as per the product requirements.\nOwning a project from concept to production, including proposal, discus",
"role_display_name": "Backend Developer",
"role_slug": "backend-engineer",
"status": "pending"
},
"new_skills_attached": [
{
"is_primary": false,
"queue_id": 10492,
"role_display_name": "Backend Developer",
"role_slug": "backend-engineer",
"skill_name": "hardware",
"status": "pending"
},
{
"is_primary": false,
"queue_id": 10493,
"role_display_name": "Backend Developer",
"role_slug": "backend-engineer",
"skill_name": "network",
"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": [
"hardware",
"network"
],
"input_llm_skills": [
"hardware",
"network"
],
"new_aliases_persisted": 0,
"run_id": "4a6722d7-44fe-432d-86f3-dae689461696",
"skills_detail": [
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "hardware",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Other",
"skill_nature": "TOOL",
"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": "hardware",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "network",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Other",
"skill_nature": "TOOL",
"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": "network",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
}
],
"unmatched_skills": [
"hardware",
"network"
]
}
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": "hardware",
"tag": "new"
},
{
"skill": "network",
"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": "4a6722d7-44fe-432d-86f3-dae689461696"
}
LLM Calls
Every model call made for this run, in pipeline order. Click a card to see the model's response.