Pipeline run
5b241108-9555-4ad3-8ce4-8c8fed0b6a38
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
Under the general direction of senior team members, write Python code focused on scalability, testability, supportability, and maintainability Participate in design and code reviews Reliable Honest- …
1 POST /skills/extract-from-jd
2 POST /skills/extract-details
3 POST /skills/final-role-output
Fullstack Developer
domain · Software Engineering CASE DOMAINslug: full-stack-engineer · id: 15 · source: db
Domain=Software Engineering; The JD explicitly names a Full Stack Python/Flask Web Developer and emphasizes Python coding plus collaboration and code reviews, which best fits a full stack engineer 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
Internship - Seeking Full Stack Python/Flask Web Developer Intern that prioritizes work/life balance Did the pandemic change your career trajectory? We are looking to hire incredible Python Developers looking to get back into the workforce after facing the challenges of the Covid-19 pandemic. We understand that the pandemic forced parents from all walks of life to choose between their career and providing childcare to their families. We want to change that. By focusing on flexible hours, remote access and creating a work/life balance, we take pride in creating the ideal work environment for parents and those seeking a flexible lifestyle. Qualification/Experience: · Pre-final year student in Statistics/Math, Computer Science, Finance/Economics, Computer Engineering, or related quantitative fields (Ph.D. candidates encouraged to apply) · Proficient in Python Web Development – Flask · Knowledge of SQL, Unix, and relational Databases · Knowledge of Docker, Git and UNIX OS · Strong analytical, design, problem-solving, and troubleshooting/debugging skills · Sound knowledge of software design patterns and software engineering best practices Functions: · Under the general direction of senior team members, write Python code focused on scalability, testability, supportability, and maintainability · Participate in design and code reviews Who you are: · Reliable · Honest- we hold transparency with high regard · Independent- able to take on tasks with little supervision · Adaptable- able to wear multiple hats · Team Player- likes collaborating and working as a team · Communicative- can effectively translate goals to other team members · Self-Starter- able to take ownership of projects and identify what needs to be done Nice to Have · Pursuing/Completed MS/Ph.D. in Computing, Physics, or other STEM fields · Intellectually curious and eager to learn about Finance (Investments and Corporate Finance) · Prior internship experience in Financial Services Benefits: · Competitive Stipend/Salary · Flexible Hours · Remote First Company- 100% remote to work with your schedule · Options for Full Time (post internship based on performance) if applying for internship · Innovative Section- having the opportunity to work in ground-breaking Finance, Stats (AI/ML) and Computing · Growth Potential- working with a company slated for extreme growth over the next few years · Exceptional Leadership- opportunity to work with some of the leading minds in finance, statistics (machine learning) and econometrics If you’re looking for a job where you can work from anywhere- and we mean anywhere. Be it your next vacation spot or a farm out in the country, if you have internet, it’s fine by us! No long commutes or rushing to in-person meetings. We prioritize the work/life balance for everyone on our team. If this sounds like something you would like to be a part of, we want to hear from you. Preference will be given to candidates from top schools at Pune University, Mumbai University, NIT, IISER, TIFR, IIT and ISI
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
- Python (CANONICAL) primary
- Python 2 (VERSION)
- Python 2.x (VERSION)
- Python 3 (VERSION)
- Python 3.10 (VERSION)
- Python 3.11 (VERSION)
- Python 3.12 (VERSION)
- Python 3.x (VERSION)
- py (VERSION)
- py2 (VERSION)
- py3 (VERSION)
- python 3 (VERSION)
- python 3.x (VERSION)
- python2 (VERSION)
- python3 (VERSION)
- python3.x (VERSION)
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Language
- Sub-category
- Programming Language
- Vendor
- PSF
- License
- mit
- Year introduced
- 1991
- Confidence
- 0.99
- Version strategy
- SEPARATE_ENTITY
- Version tag
- 3
Maturity reasoning: Python appears in a very high volume of job descriptions across data, backend, automation, and ML roles, and remains a default hiring-pipeline language on major job boards and tech stacks.
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)
-
Cloud Security Scripting & DSL Languages Catalog dimension db id 248
Library dimension (catalog)
Roles linked in library: Cloud Security Engineer
-
Programming Languages Catalog dimension db id 1
Library dimension (catalog)
Roles linked in library: Backend Developer, Fullstack Developer, Fullstack Developer
-
Programming Languages & DSLs Catalog dimension db id 475
Library dimension (catalog)
Roles linked in library: Engineering Manager
-
Programming Languages and Scripting Catalog dimension db id 59
Library dimension (catalog)
Roles linked in library: Cyber Security Engineer
-
Programming Languages for Data Work Catalog dimension db id 21
Library dimension (catalog)
Roles linked in library: Data Engineer
-
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
-
Python Programming Catalog dimension db id 290
Library dimension (catalog)
Roles linked in library: Python Backend Developer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Cloud Security Scripting & DSL Languages
cloud-security-scripting-dsl-languages
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Programming Languages
programming-languages
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved |
|
Programming Languages & DSLs
programming-languages-dsls
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Programming Languages and Scripting
programming-languages-and-scripting
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Programming Languages for Data Work
programming-languages-for-data-work
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
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) |
|
Python Programming
python-programming
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Aliases — catalog
- Flask (CANONICAL) primary
- flask 2 (VERSION)
- flask 2.x (VERSION)
- flask 3 (VERSION)
- flask 3.x (VERSION)
- flask2 (VERSION)
- flask3 (VERSION)
- flask>=3 (VERSION)
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Framework
- Sub-category
- Web Framework
- Vendor
- Pallets Projects
- License
- bsd
- Year introduced
- 2010
- Confidence
- 0.99
- Version strategy
- SEPARATE_ENTITY
- Version tag
- 3.x
Maturity reasoning: Flask appears in many Python web developer job postings and remains a common lightweight framework in hiring pipelines, though often alongside Django/FastAPI rather than as a niche tool.
Skill profile (library / DB)
- Skill nature
- FRAMEWORK
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 5
- Sub-category id
- 35
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
React Frontend Development Catalog dimension db id 96
Library dimension (catalog)
-
Web Application Frameworks Catalog dimension db id 2
Library dimension (catalog)
Roles linked in library: Backend Developer, Fullstack Developer, Fullstack Developer, Java Backend Developer, Node.js Backend Developer, PHP Backend Developer, Python Backend Developer
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) |
|
Web Application Frameworks
web-application-frameworks
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved |
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 |
|---|---|---|---|---|---|---|
| Python | in_db |
Cloud Security Scripting & DSL Languages
cloud-security-scripting-dsl-languages
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Python | in_db |
Programming Languages
programming-languages
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved | |
| Python | in_db |
Programming Languages & DSLs
programming-languages-dsls
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Python | in_db |
Programming Languages and Scripting
programming-languages-and-scripting
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Python | in_db |
Programming Languages for Data Work
programming-languages-for-data-work
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Python | in_db |
Programming Languages for ML Systems
programming-languages-for-ml-systems
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Python | in_db |
Programming Languages for XR
programming-languages-for-xr
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Python | in_db |
Python Programming
python-programming
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Flask | in_db |
React Frontend Development
d_init_01
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Flask | in_db |
Web Application Frameworks
web-application-frameworks
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved |
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": "We are looking to hire",
"last_5_words": "seeking a flexible lifestyle."
},
"text": "We are looking to hire incredible Python Developers looking to get back into the workforce after facing the challenges of the Covid-19 pandemic. We understand that the pandemic forced parents from all walks of life to choose between their career and providing childcare to their families. We want to change that. By focusing on flexible hours, remote access and creating a work/life balance, we take pride in creating the ideal work environment for parents and those seeking a flexible lifestyle.",
"word_count": 64
},
"certifications": [],
"company_name": null,
"ctc": null,
"domain": {
"primary": {
"aliases": [
"Finance",
"Investments",
"Corporate Finance"
],
"domain": "Financial Services"
},
"secondary": null
},
"education": [
{
"level": "Bachelor\u0027s",
"qualification": "BTECH/BE/BSC - Statistics/Math, Computer Science, Finance/Economics, Computer Engineering (or related)",
"raw": "Pre-final year student in Statistics/Math, Computer Science, Finance/Economics, Computer Engineering, or related quantitative fields (Ph.D. candidates encouraged to apply)",
"requirement": "required"
},
{
"level": "Master\u0027s",
"qualification": "MS/Ph.D. - Computing, Physics, or other STEM fields",
"raw": "Pursuing/Completed MS/Ph.D. in Computing, Physics, or other STEM fields",
"requirement": "preferred"
}
],
"experience": {
"max": null,
"min": null,
"raw": null
},
"job_locations": [
{
"aliases": [],
"city": null,
"country": null,
"state": null,
"work_mode": "remote"
}
],
"role": "Full Stack Python/Flask Web Developer Intern",
"role_aliases": [
"Python Developer Intern",
"Web Developer Intern",
"Full Stack Developer Intern"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 2,
"heading": "Functions",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Under the general direction of",
"last_5_words": "design and code reviews"
},
"text": "Under the general direction of senior team members, write Python code focused on scalability, testability, supportability, and maintainability\nParticipate in design and code reviews",
"word_count": 24
},
{
"bullet_count": 7,
"heading": "Who you are",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Reliable\nHonest- we hold transparency",
"last_5_words": "ownership of projects and identify"
},
"text": "Reliable\nHonest- we hold transparency with high regard\nIndependent- able to take on tasks with little supervision\nAdaptable- able to wear multiple hats\nTeam Player- likes collaborating and working as a team\nCommunicative- can effectively translate goals to other team members\nSelf-Starter- able to take ownership of projects and identify what needs to be done",
"word_count": 56
},
{
"bullet_count": 3,
"heading": "Nice to Have",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Pursuing/Completed MS/Ph.D. in Computing",
"last_5_words": "experience in Financial Services"
},
"text": "Pursuing/Completed MS/Ph.D. in Computing, Physics, or other STEM fields\nIntellectually curious and eager to learn about Finance (Investments and Corporate Finance)\nPrior internship experience in Financial Services",
"word_count": 30
}
],
"urls": []
}
API 1 — extract-from-jd click to toggle
{
"final_skills": [
{
"is_primary": true,
"skill_name": "Python"
},
{
"is_primary": true,
"skill_name": "Flask"
}
],
"jd_role": {
"display_name": "Full Stack Python/Flask Web Developer Intern",
"rationale": null,
"role_aliases": [
"Python Developer Intern",
"Web Developer Intern",
"Full Stack Developer Intern"
],
"role_archetype": "Engineering",
"slug": ""
},
"nano_parsed": {
"JD_type": "pass",
"about_company": {
"source_marker": {
"first_5_words": "We are looking to hire",
"last_5_words": "seeking a flexible lifestyle."
},
"text": "We are looking to hire incredible Python Developers looking to get back into the workforce after facing the challenges of the Covid-19 pandemic. We understand that the pandemic forced parents from all walks of life to choose between their career and providing childcare to their families. We want to change that. By focusing on flexible hours, remote access and creating a work/life balance, we take pride in creating the ideal work environment for parents and those seeking a flexible lifestyle.",
"word_count": 64
},
"certifications": [],
"company_name": null,
"ctc": null,
"domain": {
"primary": {
"aliases": [
"Finance",
"Investments",
"Corporate Finance"
],
"domain": "Financial Services"
},
"secondary": null
},
"education": [
{
"level": "Bachelor\u0027s",
"qualification": "BTECH/BE/BSC - Statistics/Math, Computer Science, Finance/Economics, Computer Engineering (or related)",
"raw": "Pre-final year student in Statistics/Math, Computer Science, Finance/Economics, Computer Engineering, or related quantitative fields (Ph.D. candidates encouraged to apply)",
"requirement": "required"
},
{
"level": "Master\u0027s",
"qualification": "MS/Ph.D. - Computing, Physics, or other STEM fields",
"raw": "Pursuing/Completed MS/Ph.D. in Computing, Physics, or other STEM fields",
"requirement": "preferred"
}
],
"experience": {
"max": null,
"min": null,
"raw": null
},
"job_locations": [
{
"aliases": [],
"city": null,
"country": null,
"state": null,
"work_mode": "remote"
}
],
"role": "Full Stack Python/Flask Web Developer Intern",
"role_aliases": [
"Python Developer Intern",
"Web Developer Intern",
"Full Stack Developer Intern"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 2,
"heading": "Functions",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Under the general direction of",
"last_5_words": "design and code reviews"
},
"text": "Under the general direction of senior team members, write Python code focused on scalability, testability, supportability, and maintainability\nParticipate in design and code reviews",
"word_count": 24
},
{
"bullet_count": 7,
"heading": "Who you are",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Reliable\nHonest- we hold transparency",
"last_5_words": "ownership of projects and identify"
},
"text": "Reliable\nHonest- we hold transparency with high regard\nIndependent- able to take on tasks with little supervision\nAdaptable- able to wear multiple hats\nTeam Player- likes collaborating and working as a team\nCommunicative- can effectively translate goals to other team members\nSelf-Starter- able to take ownership of projects and identify what needs to be done",
"word_count": 56
},
{
"bullet_count": 3,
"heading": "Nice to Have",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Pursuing/Completed MS/Ph.D. in Computing",
"last_5_words": "experience in Financial Services"
},
"text": "Pursuing/Completed MS/Ph.D. in Computing, Physics, or other STEM fields\nIntellectually curious and eager to learn about Finance (Investments and Corporate Finance)\nPrior internship experience in Financial Services",
"word_count": 30
}
],
"urls": []
},
"rejected": false,
"rejection_reason": null,
"run_id": "5b241108-9555-4ad3-8ce4-8c8fed0b6a38",
"stage3_signals": {
"alias_found": false,
"alias_match_roles": [],
"kra_match_roles": [
{
"display_name": "Engineering Manager",
"kra_matches": [
{
"kra_text": "Set team goals and delivery plans",
"sentence": "Communicative- can effectively translate goals to other team members",
"similarity": 0.4958
},
{
"kra_text": "Set team goals and delivery plans",
"sentence": "Team Player- likes collaborating and working as a team",
"similarity": 0.4091
},
{
"kra_text": "Set team goals and delivery plans",
"sentence": "Under the general direction of senior team members, write Python code focused on scalability, testability, supportability, and maintainability",
"similarity": 0.3884
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 121,
"score": 0.4311,
"slug": "engineering-manager",
"total_count": null
},
{
"display_name": "Flutter Developer",
"kra_matches": [
{
"kra_text": "translate product and design requirements",
"sentence": "Communicative- can effectively translate goals to other team members",
"similarity": 0.4184
},
{
"kra_text": "collaborate with design, product, and backend teams",
"sentence": "Team Player- likes collaborating and working as a team",
"similarity": 0.4165
},
{
"kra_text": "collaborate with design, product, and backend teams",
"sentence": "Under the general direction of senior team members, write Python code focused on scalability, testability, supportability, and maintainability",
"similarity": 0.3949
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 74,
"score": 0.4099,
"slug": "flutter-developer",
"total_count": null
},
{
"display_name": ".NET Backend Developer",
"kra_matches": [
{
"kra_text": "backend code refactoring and maintenance",
"sentence": "Under the general direction of senior team members, write Python code focused on scalability, testability, supportability, and maintainability",
"similarity": 0.4775
},
{
"kra_text": "service-level technical collaboration",
"sentence": "Communicative- can effectively translate goals to other team members",
"similarity": 0.3883
},
{
"kra_text": "service-level technical collaboration",
"sentence": "Team Player- likes collaborating and working as a team",
"similarity": 0.3612
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 83,
"score": 0.409,
"slug": "dotnet-backend-developer",
"total_count": null
},
{
"display_name": "Python Backend Developer",
"kra_matches": [
{
"kra_text": "Refactor existing Python backend code",
"sentence": "Under the general direction of senior team members, write Python code focused on scalability, testability, supportability, and maintainability",
"similarity": 0.5281
},
{
"kra_text": "Maintain data access and persistence",
"sentence": "Honest- we hold transparency with high regard",
"similarity": 0.2902
},
{
"kra_text": "Build service and external integrations",
"sentence": "Self-Starter- able to take ownership of projects and identify what needs to be done",
"similarity": 0.28
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 80,
"score": 0.3661,
"slug": "python-backend-developer",
"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": "Under the general direction of senior team members, write Python code focused on scalability, testability, supportability, and maintainability",
"similarity": 0.3851
},
{
"kra_text": "Collaborates with development teams to improve build processes, reduce deployment friction, containerize applications, and adopt DevOps best practices.",
"sentence": "Team Player- likes collaborating and working as a team",
"similarity": 0.3744
},
{
"kra_text": "Collaborates with development teams to improve build processes, reduce deployment friction, containerize applications, and adopt DevOps best practices.",
"sentence": "Communicative- can effectively translate goals to other team members",
"similarity": 0.3335
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 10,
"score": 0.3643,
"slug": "devops-engineer",
"total_count": null
}
],
"skill_match_roles": [
{
"display_name": "Fullstack Developer",
"kra_matches": null,
"matched_count": 2,
"matched_skills": [
"Flask",
"Python"
],
"role_id": 435,
"score": 1.0,
"slug": "fullstack-developer",
"total_count": 2
},
{
"display_name": "Fullstack Developer",
"kra_matches": null,
"matched_count": 2,
"matched_skills": [
"Flask",
"Python"
],
"role_id": 15,
"score": 1.0,
"slug": "full-stack-engineer",
"total_count": 2
},
{
"display_name": "Python Backend Developer",
"kra_matches": null,
"matched_count": 2,
"matched_skills": [
"Flask",
"Python"
],
"role_id": 80,
"score": 1.0,
"slug": "python-backend-developer",
"total_count": 2
},
{
"display_name": "Backend Developer",
"kra_matches": null,
"matched_count": 2,
"matched_skills": [
"Flask",
"Python"
],
"role_id": 1,
"score": 1.0,
"slug": "backend-engineer",
"total_count": 2
},
{
"display_name": "ML Engineer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"Python"
],
"role_id": 3,
"score": 0.5,
"slug": "ml-engineer",
"total_count": 2
}
]
},
"stage4_decision": {
"alias_collision_detected": false,
"case": "DOMAIN",
"chosen_role": {
"display_name": "Fullstack Developer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 15,
"score": 0.96,
"slug": "full-stack-engineer",
"total_count": null
},
"confidence": 0.96,
"is_new_role": false,
"llm2_fired": false,
"llm2_reasoning": null,
"matched_dimensions": [
"Full Stack Web Development",
"Backend Python Development",
"Code Quality and Review",
"Software Maintainability",
"Team Collaboration",
"Financial Domain Exposure"
],
"matched_kras": [
"write Python code focused on scalability, testability, supportability, and maintainability",
"participate in design and code reviews",
"take on tasks with little supervision",
"take ownership of projects and identify what needs to be done",
"effectively translate goals to other team members"
],
"matched_skills": [
"Python",
"Flask",
"design and code reviews",
"scalability",
"testability",
"supportability",
"maintainability",
"Financial Services"
],
"new_role_display_name": null,
"new_role_slug": null,
"queued": false,
"reasoning": "Domain=Software Engineering; The JD explicitly names a Full Stack Python/Flask Web Developer and emphasizes Python coding plus collaboration and code reviews, which best fits a full stack engineer role.",
"sub_role": null
},
"stage5_updates": {
"centroid_n_after": 353,
"centroid_updated": true,
"collision_log_id": null,
"new_kra_attached": {
"best_kra_similarity": 0.0,
"queue_id": 813,
"r_and_r_preview": "Under the general direction of senior team members, write Python code focused on scalability, testability, supportability, and maintainability\nParticipate in design and code reviews\n\nReliable\nHonest- ",
"role_display_name": "Fullstack Developer",
"role_slug": "full-stack-engineer",
"status": "pending"
},
"new_skills_attached": [],
"queue_entry_id": null,
"v3_pipeline_triggered": false,
"v3_role_slug": null,
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}
}
API 2 — extract-details
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"is_extractable": true,
"skill_nature": "FRAMEWORK",
"slug": "flask",
"sub_category_id": 35,
"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": "Flask",
"llm_role": null,
"roles_from_db": []
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Web Application Frameworks",
"id": 2,
"rationale": "Server frameworks and runtimes used to build HTTP services, controllers, middleware, and request pipelines. These frameworks shape how backend endpoints are structured and delivered.",
"slug": "web-application-frameworks",
"source": "db"
},
"input_skill": "Flask",
"llm_role": null,
"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"
},
{
"display_name": "Java Backend Developer",
"id": 79,
"rationale": null,
"role_archetype": "Engineering",
"slug": "java-backend-developer",
"source": "db"
},
{
"display_name": "Node.js Backend Developer",
"id": 82,
"rationale": null,
"role_archetype": "Engineering",
"slug": "node-backend-developer",
"source": "db"
},
{
"display_name": "PHP Backend Developer",
"id": 86,
"rationale": null,
"role_archetype": "Engineering",
"slug": "php-backend-developer",
"source": "db"
},
{
"display_name": "Python Backend Developer",
"id": 80,
"rationale": null,
"role_archetype": "Engineering",
"slug": "python-backend-developer",
"source": "db"
}
]
}
],
"input_skill": "Flask",
"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": "Fullstack Developer",
"id": 15,
"rationale": "Domain=Software Engineering; The JD explicitly names a Full Stack Python/Flask Web Developer and emphasizes Python coding plus collaboration and code reviews, which best fits a full stack engineer role.",
"role_archetype": null,
"slug": "full-stack-engineer",
"source": "db"
},
"chosen_role_resolution": "in_db",
"final_input_skills": [
{
"skill": "Python",
"tag": "in_db"
},
{
"skill": "Flask",
"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": 15,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Cloud Security Scripting \u0026 DSL Languages",
"id": 248,
"rationale": "Proficiency in programming and domain-specific languages used to automate and script cloud security controls.",
"slug": "cloud-security-scripting-dsl-languages",
"source": "db"
},
"dimension_id": 248,
"input_skill": "Python",
"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": "Cloud Security Engineer",
"id": 23,
"rationale": null,
"role_archetype": null,
"slug": "cloud-security-engineer",
"source": "db"
}
],
"skill_dimension_saved": true,
"skill_id": 5,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 15,
"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": "Python",
"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": 15,
"rationale": null,
"role_archetype": null,
"slug": "full-stack-engineer",
"source": "db"
},
{
"display_name": "Fullstack Developer",
"id": 435,
"rationale": null,
"role_archetype": "Engineering",
"slug": "fullstack-developer",
"source": "db"
}
],
"skill_dimension_saved": true,
"skill_id": 5,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 15,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Programming Languages \u0026 DSLs",
"id": 475,
"rationale": "Oversee and guide the selection and effective use of programming and domain\u2010specific languages in software projects.",
"slug": "programming-languages-dsls",
"source": "db"
},
"dimension_id": 475,
"input_skill": "Python",
"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": "Engineering Manager",
"id": 121,
"rationale": null,
"role_archetype": null,
"slug": "engineering-manager",
"source": "db"
}
],
"skill_dimension_saved": true,
"skill_id": 5,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 15,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Programming Languages and Scripting",
"id": 59,
"rationale": "Languages used to write security automation, analysis scripts, detection logic, and remediation helpers. This is the primary implementation surface for a cybersecurity engineer across tooling and response workflows.",
"slug": "programming-languages-and-scripting",
"source": "db"
},
"dimension_id": 59,
"input_skill": "Python",
"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": "Cyber Security Engineer",
"id": 5,
"rationale": null,
"role_archetype": null,
"slug": "cybersecurity-engineer",
"source": "db"
}
],
"skill_dimension_saved": true,
"skill_id": 5,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 15,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Programming Languages for Data Work",
"id": 21,
"rationale": "Languages used to implement data pipelines, transformations, and operational glue. This is the primary coding surface for building ingestion, enrichment, and automation logic in data engineering.",
"slug": "programming-languages-for-data-work",
"source": "db"
},
"dimension_id": 21,
"input_skill": "Python",
"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": "Data Engineer",
"id": 2,
"rationale": null,
"role_archetype": null,
"slug": "data-engineer",
"source": "db"
}
],
"skill_dimension_saved": true,
"skill_id": 5,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 15,
"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": "Python",
"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": 5,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 15,
"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": "Python",
"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": 5,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 15,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Python Programming",
"id": 290,
"rationale": "Core Python language skills used to implement backend business logic, request handlers, integrations, and service internals. This is the primary coding surface for the role.",
"slug": "python-programming",
"source": "db"
},
"dimension_id": 290,
"input_skill": "Python",
"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": "Python Backend Developer",
"id": 80,
"rationale": null,
"role_archetype": "Engineering",
"slug": "python-backend-developer",
"source": "db"
}
],
"skill_dimension_saved": true,
"skill_id": 5,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 15,
"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": "Flask",
"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": 1344,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 15,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Web Application Frameworks",
"id": 2,
"rationale": "Server frameworks and runtimes used to build HTTP services, controllers, middleware, and request pipelines. These frameworks shape how backend endpoints are structured and delivered.",
"slug": "web-application-frameworks",
"source": "db"
},
"dimension_id": 2,
"input_skill": "Flask",
"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"
},
{
"display_name": "Java Backend Developer",
"id": 79,
"rationale": null,
"role_archetype": "Engineering",
"slug": "java-backend-developer",
"source": "db"
},
{
"display_name": "Node.js Backend Developer",
"id": 82,
"rationale": null,
"role_archetype": "Engineering",
"slug": "node-backend-developer",
"source": "db"
},
{
"display_name": "PHP Backend Developer",
"id": 86,
"rationale": null,
"role_archetype": "Engineering",
"slug": "php-backend-developer",
"source": "db"
},
{
"display_name": "Python Backend Developer",
"id": 80,
"rationale": null,
"role_archetype": "Engineering",
"slug": "python-backend-developer",
"source": "db"
}
],
"skill_dimension_saved": true,
"skill_id": 1344,
"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": "5b241108-9555-4ad3-8ce4-8c8fed0b6a38"
}
LLM Calls
Every model call made for this run, in pipeline order. Click a card to see the model's response.