Pipeline run
15e2455e-07d0-475c-9116-acc7d8027ee1
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
Someone with • Bachelors/Master in Computer Science or equivalent. College is important, but your passion for computer science is most important • 3-6 years of experience the industry solving complex…
1 POST /skills/extract-from-jd
2 POST /skills/extract-details
3 POST /skills/final-role-output
Backend Developer
domain · Software Engineering CASE DOMAINslug: backend-engineer · id: 1 · source: db
Domain=Software Engineering; The JD emphasizes server-side architecture, APIs, databases, infrastructure, complex systems, and ownership of technical roadmaps, which best matches a backend engineering role.
Matched skills
Matched dimensions
Matched KRAs
Resolution:
in_db
— role exists in library; skill↔dim and role↔dim links saved when applicable.
Job description
About us: At its heart, Probo is an opinion trading platform building prediction markets for India. On Probo, users can find questions on many topics of their interest, like sports, news, finance and many more. Users can swipe yes or no to express their opinion and place trade(s), and by doing so they enter into an event contract with another user on the other side of the trade. Probo is a matching engine that enables the execution of this event contract. Each trade is INR 10, and at the end of the event contract, the user with the correct opinion wins the quantum at stake. We are also backed by the finest institutional investors in the form of Sequoia and Elevation (formerly SAIF Partners). New verticles: Novum: Who says options trading have to be boring? With this new verticle, we’re dedicated to bring novelty & simplicity to options trading product which doesn’t require any help or prior experience. DataMuni: Source of truth for public, media, community intelligence: We aim to create knowledge systems & interfaces from public, media, crowd sources that can lead us to insights, perhaps wisdom. Job Requirements Someone with • Bachelors/Master in Computer Science or equivalent. College is important, but your passion for computer science is most important • 3-6 years of experience the industry solving complex problems from scratch • Prior experience and comfort with handling complex systems • Ability to build scalable, sustainable, reliable and secure products that generate user love • Ability to bring new practices, architectural choices and new initiatives onto the table to make overall tech stack more robust • History and familiarity with server side architecture based on APIs, databases, infrastructure and systems. • Ability to own the technical road map for systems/components Next steps Finally, if this tickles your bones and you know what it takes to build magical user experiences, this is definitely the right place for you. Encouraging you to know more about us - Check out our app/trading platform : https://probo.in/ Engineering Principles: https://engineering.probo.in/probo-engineering-principles-67e2e6d55a81
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
- Concepts
- Sub-category
- general
- Skill nature
- CONCEPT
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Version strategy
- UNVERSIONED
Aliases — catalog
- APIs (CANONICAL)
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Protocol
- Sub-category
- Application Programming Interfaces
- Confidence
- 0.93
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: APIs are a hiring-pipeline staple across backend, mobile, and platform JDs; REST/GraphQL/API design appears in large volumes of job postings and vendor docs, indicating broad adoption.
Skill profile (library / DB)
- Skill nature
- PROTOCOL
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 10
- Sub-category id
- 902
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
React Frontend Development Catalog dimension db id 96
Library dimension (catalog)
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
React Frontend Development
d_init_01
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Databases
- 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
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Concepts
- Sub-category
- general
- Skill nature
- CONCEPT
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Version strategy
- UNVERSIONED
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 |
|---|---|---|---|---|---|---|
| APIs | in_db |
React Frontend Development
d_init_01
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Library artifacts (this run)
| Kind | Detail | DB id |
|---|---|---|
| canonical_skill_proposed | Computer Science | type=Concepts subtype=general nature=CONCEPT lifespan=EVERGREEN | |
| canonical_skill_proposed | databases | type=Databases subtype=general nature=CONCEPT lifespan=EVERGREEN | |
| canonical_skill_proposed | infrastructure | type=Infrastructure Tools subtype=general nature=CONCEPT lifespan=MULTI_YEAR | |
| canonical_skill_proposed | systems | type=Concepts subtype=general nature=CONCEPT lifespan=EVERGREEN |
nano JD Parser — gpt-4.1-nano click to toggle
Show raw JSON
{
"JD_type": "pass",
"about_company": {
"source_marker": {
"first_5_words": "At its heart, Probo is",
"last_5_words": "lead us to insights, perhaps wisdom."
},
"text": "At its heart, Probo is an opinion trading platform building prediction markets for India. On Probo, users can find questions on many topics of their interest, like sports, news, finance and many more. Users can swipe yes or no to express their opinion and place trade(s), and by doing so they enter into an event contract with another user on the other side of the trade. Probo is a matching engine that enables the execution of this event contract. Each trade is INR 10, and at the end of the event contract, the user with the correct opinion wins the quantum at stake.\n\nWe are also backed by the finest institutional investors in the form of Sequoia and Elevation (formerly SAIF Partners).\n\nNew verticles:\n\nNovum: Who says options trading have to be boring? With this new verticle, we\u2019re dedicated to bring novelty \u0026 simplicity to options trading product which doesn\u2019t require any help or prior experience.\n\nDataMuni: Source of truth for public, media, community intelligence: We aim to create knowledge systems \u0026 interfaces from public, media, crowd sources that can lead us to insights, perhaps wisdom.",
"word_count": 211
},
"archetype_override_applied": true,
"archetype_override_matched_skills": [
"Make",
"APIs",
"Express",
"components"
],
"certifications": [],
"company_name": "Probo",
"ctc": null,
"domain": {
"primary": {
"aliases": [],
"domain": "Other"
},
"secondary": null
},
"education": [
{
"level": "Bachelor\u0027s",
"qualification": "BTECH/BE/MTECH/ME - Computer Science (or equivalent)",
"raw": "Bachelors/Master in Computer Science or equivalent. College is important, but your passion for computer science is most important",
"requirement": "required"
}
],
"experience": {
"max": 6,
"min": 3,
"raw": "3-6 years of experience the industry solving complex problems from scratch"
},
"job_locations": [],
"role": null,
"role_aliases": [],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 6,
"heading": "Job Requirements",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Someone with Bachelors/Master in",
"last_5_words": "road map for systems/components"
},
"text": "Someone with\n\n\u2022 Bachelors/Master in Computer Science or equivalent. College is important, but your passion for computer science is most important\n\u2022 3-6 years of experience the industry solving complex problems from scratch\n\u2022 Prior experience and comfort with handling complex systems\n\u2022 Ability to build scalable, sustainable, reliable and secure products that generate user love\n\u2022 Ability to bring new practices, architectural choices and new initiatives onto the table to make overall tech stack more robust\n\u2022 History and familiarity with server side architecture based on APIs, databases, infrastructure and systems.\n\u2022 Ability to own the technical road map for systems/components",
"word_count": 92
}
],
"urls": [
{
"type": "website",
"url": "https://probo.in/"
},
{
"type": "other",
"url": "https://engineering.probo.in/probo-engineering-principles-67e2e6d55a81"
}
]
}
API 1 — extract-from-jd click to toggle
{
"final_skills": [
{
"is_primary": true,
"skill_name": "Computer Science"
},
{
"is_primary": true,
"skill_name": "APIs"
},
{
"is_primary": true,
"skill_name": "databases"
},
{
"is_primary": true,
"skill_name": "infrastructure"
},
{
"is_primary": true,
"skill_name": "systems"
}
],
"jd_role": null,
"nano_parsed": {
"JD_type": "pass",
"about_company": {
"source_marker": {
"first_5_words": "At its heart, Probo is",
"last_5_words": "lead us to insights, perhaps wisdom."
},
"text": "At its heart, Probo is an opinion trading platform building prediction markets for India. On Probo, users can find questions on many topics of their interest, like sports, news, finance and many more. Users can swipe yes or no to express their opinion and place trade(s), and by doing so they enter into an event contract with another user on the other side of the trade. Probo is a matching engine that enables the execution of this event contract. Each trade is INR 10, and at the end of the event contract, the user with the correct opinion wins the quantum at stake.\n\nWe are also backed by the finest institutional investors in the form of Sequoia and Elevation (formerly SAIF Partners).\n\nNew verticles:\n\nNovum: Who says options trading have to be boring? With this new verticle, we\u2019re dedicated to bring novelty \u0026 simplicity to options trading product which doesn\u2019t require any help or prior experience.\n\nDataMuni: Source of truth for public, media, community intelligence: We aim to create knowledge systems \u0026 interfaces from public, media, crowd sources that can lead us to insights, perhaps wisdom.",
"word_count": 211
},
"archetype_override_applied": true,
"archetype_override_matched_skills": [
"Make",
"APIs",
"Express",
"components"
],
"certifications": [],
"company_name": "Probo",
"ctc": null,
"domain": {
"primary": {
"aliases": [],
"domain": "Other"
},
"secondary": null
},
"education": [
{
"level": "Bachelor\u0027s",
"qualification": "BTECH/BE/MTECH/ME - Computer Science (or equivalent)",
"raw": "Bachelors/Master in Computer Science or equivalent. College is important, but your passion for computer science is most important",
"requirement": "required"
}
],
"experience": {
"max": 6,
"min": 3,
"raw": "3-6 years of experience the industry solving complex problems from scratch"
},
"job_locations": [],
"role": null,
"role_aliases": [],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 6,
"heading": "Job Requirements",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Someone with Bachelors/Master in",
"last_5_words": "road map for systems/components"
},
"text": "Someone with\n\n\u2022 Bachelors/Master in Computer Science or equivalent. College is important, but your passion for computer science is most important\n\u2022 3-6 years of experience the industry solving complex problems from scratch\n\u2022 Prior experience and comfort with handling complex systems\n\u2022 Ability to build scalable, sustainable, reliable and secure products that generate user love\n\u2022 Ability to bring new practices, architectural choices and new initiatives onto the table to make overall tech stack more robust\n\u2022 History and familiarity with server side architecture based on APIs, databases, infrastructure and systems.\n\u2022 Ability to own the technical road map for systems/components",
"word_count": 92
}
],
"urls": [
{
"type": "website",
"url": "https://probo.in/"
},
{
"type": "other",
"url": "https://engineering.probo.in/probo-engineering-principles-67e2e6d55a81"
}
]
},
"rejected": false,
"rejection_reason": null,
"run_id": "15e2455e-07d0-475c-9116-acc7d8027ee1",
"stage3_signals": {
"alias_found": false,
"alias_match_roles": [],
"kra_match_roles": [
{
"display_name": "Flutter Developer",
"kra_matches": [
{
"kra_text": "collaborate with design, product, and backend teams",
"sentence": "Ability to bring new practices, architectural choices and new initiatives onto the table to make overall tech stack more robust",
"similarity": 0.4809
},
{
"kra_text": "collaborate with design, product, and backend teams",
"sentence": "Ability to build scalable, sustainable, reliable and secure products that generate user love",
"similarity": 0.457
},
{
"kra_text": "collaborate with design, product, and backend teams",
"sentence": "Ability to own the technical road map for systems/components",
"similarity": 0.4025
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 74,
"score": 0.4468,
"slug": "flutter-developer",
"total_count": null
},
{
"display_name": "Fullstack Developer",
"kra_matches": [
{
"kra_text": "Builds and integrates client-side React or Vue components with server-side Node.js or Django APIs, managing bidirectional data flow across frontend and backend layers.",
"sentence": "History and familiarity with server side architecture based on APIs, databases, infrastructure and systems.",
"similarity": 0.4557
},
{
"kra_text": "Delivers features through CI/CD pipelines using automated tests, staged rollouts, feature flags, and incremental deployments.",
"sentence": "Ability to bring new practices, architectural choices and new initiatives onto the table to make overall tech stack more robust",
"similarity": 0.4492
},
{
"kra_text": "Implements complete product features end-to-end from database schema design through backend API to frontend UI using JavaScript, TypeScript, Python, or Ruby on Rails.",
"sentence": "Ability to build scalable, sustainable, reliable and secure products that generate user love",
"similarity": 0.4326
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 15,
"score": 0.4458,
"slug": "full-stack-engineer",
"total_count": null
},
{
"display_name": "Cloud Architect",
"kra_matches": [
{
"kra_text": "Conducts architecture reviews, approves technical design documents, and guides engineering teams through cloud migration and modernization projects.",
"sentence": "Ability to bring new practices, architectural choices and new initiatives onto the table to make overall tech stack more robust",
"similarity": 0.4908
},
{
"kra_text": "Conducts architecture reviews, approves technical design documents, and guides engineering teams through cloud migration and modernization projects.",
"sentence": "Ability to own the technical road map for systems/components",
"similarity": 0.4144
},
{
"kra_text": "Conducts architecture reviews, approves technical design documents, and guides engineering teams through cloud migration and modernization projects.",
"sentence": "History and familiarity with server side architecture based on APIs, databases, infrastructure and systems.",
"similarity": 0.4096
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 9,
"score": 0.4383,
"slug": "cloud-architect",
"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": "Ability to bring new practices, architectural choices and new initiatives onto the table to make overall tech stack more robust",
"similarity": 0.519
},
{
"kra_text": "Collaborates with development teams to improve build processes, reduce deployment friction, containerize applications, and adopt DevOps best practices.",
"sentence": "Ability to build scalable, sustainable, reliable and secure products that generate user love",
"similarity": 0.3842
},
{
"kra_text": "Provisions and manages cloud infrastructure on AWS, Azure, or GCP using Terraform or CloudFormation to enforce infrastructure-as-code standards.",
"sentence": "History and familiarity with server side architecture based on APIs, databases, infrastructure and systems.",
"similarity": 0.3573
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 10,
"score": 0.4202,
"slug": "devops-engineer",
"total_count": null
},
{
"display_name": "Sitecore Dev",
"kra_matches": [
{
"kra_text": "integration with adjacent systems",
"sentence": "Prior experience and comfort with handling complex systems",
"similarity": 0.4475
},
{
"kra_text": "integration with adjacent systems",
"sentence": "Ability to own the technical road map for systems/components",
"similarity": 0.4074
},
{
"kra_text": "refactoring for maintainability",
"sentence": "Ability to bring new practices, architectural choices and new initiatives onto the table to make overall tech stack more robust",
"similarity": 0.3913
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 233,
"score": 0.4154,
"slug": "sitecore-dev",
"total_count": null
}
],
"skill_match_roles": []
},
"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": 0.97,
"slug": "backend-engineer",
"total_count": null
},
"confidence": 0.97,
"is_new_role": false,
"llm2_fired": false,
"llm2_reasoning": null,
"matched_dimensions": [
"Backend System Architecture",
"Scalable Product Engineering",
"Technical Roadmap Ownership",
"Distributed/Complex Systems Design",
"Infrastructure and Reliability"
],
"matched_kras": [
"solve complex problems from scratch",
"handle complex systems",
"build scalable, sustainable, reliable and secure products",
"bring new practices, architectural choices and new initiatives",
"make overall tech stack more robust",
"own the technical road map for systems/components"
],
"matched_skills": [
"Computer Science",
"server side architecture",
"APIs",
"databases",
"infrastructure",
"systems",
"scalable",
"sustainable",
"reliable",
"secure products"
],
"new_role_display_name": null,
"new_role_slug": null,
"queued": false,
"reasoning": "Domain=Software Engineering; The JD emphasizes server-side architecture, APIs, databases, infrastructure, complex systems, and ownership of technical roadmaps, which best matches a backend engineering role.",
"sub_role": null
},
"stage5_updates": {
"centroid_n_after": 122,
"centroid_updated": true,
"collision_log_id": null,
"new_kra_attached": {
"best_kra_similarity": 0.0,
"queue_id": 164,
"r_and_r_preview": "Someone with\n\n\u2022 Bachelors/Master in Computer Science or equivalent. College is important, but your passion for computer science is most important\n\u2022 3-6 years of experience the industry solving complex",
"role_display_name": "Backend Developer",
"role_slug": "backend-engineer",
"status": "pending"
},
"new_skills_attached": [
{
"is_primary": true,
"queue_id": 4097,
"role_display_name": "Backend Developer",
"role_slug": "backend-engineer",
"skill_name": "Computer Science",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 4098,
"role_display_name": "Backend Developer",
"role_slug": "backend-engineer",
"skill_name": "databases",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 4099,
"role_display_name": "Backend Developer",
"role_slug": "backend-engineer",
"skill_name": "infrastructure",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 4100,
"role_display_name": "Backend Developer",
"role_slug": "backend-engineer",
"skill_name": "systems",
"status": "pending"
}
],
"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": 1828,
"existing_alias_text": "APIs",
"input_term": "APIs",
"matched_canonical": {
"category_id": 10,
"display_name": "APIs",
"id": 1192,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "PROTOCOL",
"slug": "apis",
"sub_category_id": 902,
"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"matched_via": "alias"
}
],
"candidate_roles": [],
"chosen_role": {
"display_name": "Backend Developer",
"id": 1,
"rationale": "Domain=Software Engineering; The JD emphasizes server-side architecture, APIs, databases, infrastructure, complex systems, and ownership of technical roadmaps, which best matches a backend engineering role.",
"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",
"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": "APIs",
"llm_role": null,
"roles_from_db": []
}
],
"input_final_skills": [
"Computer Science",
"APIs",
"databases",
"infrastructure",
"systems"
],
"input_llm_skills": [
"Computer Science",
"APIs",
"databases",
"infrastructure",
"systems"
],
"new_aliases_persisted": 0,
"run_id": "15e2455e-07d0-475c-9116-acc7d8027ee1",
"skills_detail": [
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "Computer Science",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Concepts",
"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": "computer-science",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [
{
"alias_text": "APIs",
"alias_type": "CANONICAL",
"id": 1828,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
}
],
"canonical": {
"category_id": 10,
"display_name": "APIs",
"id": 1192,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "PROTOCOL",
"slug": "apis",
"sub_category_id": 902,
"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"dimensions": [
{
"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": "APIs",
"llm_role": null,
"roles_from_db": []
}
],
"input_skill": "APIs",
"matched_via": "alias",
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": null,
"source_tag": "db",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "databases",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Databases",
"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": "databases",
"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
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "systems",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Concepts",
"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": "systems",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
}
],
"unmatched_skills": [
"Computer Science",
"databases",
"infrastructure",
"systems"
]
}
API 3 — final-role-output
{
"chosen_role": {
"display_name": "Backend Developer",
"id": 1,
"rationale": "Domain=Software Engineering; The JD emphasizes server-side architecture, APIs, databases, infrastructure, complex systems, and ownership of technical roadmaps, which best matches a backend engineering role.",
"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": "Computer Science",
"tag": "new"
},
{
"skill": "APIs",
"tag": "in_db"
},
{
"skill": "databases",
"tag": "new"
},
{
"skill": "infrastructure",
"tag": "new"
},
{
"skill": "systems",
"tag": "new"
}
],
"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": "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": "APIs",
"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": 1192,
"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": "15e2455e-07d0-475c-9116-acc7d8027ee1"
}
LLM Calls
Every model call made for this run, in pipeline order. Click a card to see the model's response.