Pipeline run
54c29043-6944-496b-9ee1-e2d760a7d559
Pipeline LLM cost (USD)
API 1: $0.0029
API 2: $0.0000
API 3: $0.0000
Total: $0.0029
Client output enrichment
v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA descriptionNature of work
—
Tech stack maturity
Mainstream Modern
AI index (0 = no AI use, 5 = totally AI-dependent · v2.1)
0.20 / 5
· Title match
✓ Has AI skill
· AI skill (primary)
· AI skill (secondary)
· On AI team
· Builds AI products
vocab breakdown (legacy)
Assistants (×1):
—
Frameworks (×2):
—
Models / concepts (×3):
AI
Evidence — skills matched in JD (5)
Python
Java
C++
JavaScript
Git
Skill cluster (0 dimension groups, role-scoped)
Show KRA description ↓
Contribute to product-level software engineering tasks across real-world codebases and development workflows.
Write, debug, test, and maintain scalable and clean code across assigned projects.
Collaborate with distributed teams to support development, optimization, and implementation tasks.
Analyze software issues and contribute to improving application performance and reliability.
Work with version control systems and follow standard software development practices.
Support AI-related engineering initiatives through coding, evaluation, and technical problem-solving.
1+ year of professional or equivalent hands-on software engineering experience.
Experience contributing to product-level codebases through internships, full-time roles, or significant projects.
Proficiency in at least one programming language such as Python, Java, C++, JavaScript, etc.
Strong understanding of data structures and algorithms.
Exposure to debugging, testing, and writing maintainable code.
Familiarity with version control systems such as Git and standard software development workflows.
Experience working with human data is a plus.
Testing, debugging, programming language, data structures
Signals
Skill
backend-engineer
0.60
Alias
android-engineer
0.69
KRA
cybersecurity-engineer
0.35
Status:
extract_from_jd_done
Created: 2026-05-18T14:39:13.723782Z
Updated: 2026-05-18T14:39:13.723782Z
Flow
Current 3-step pipeline
1 POST /skills/extract-from-jd
2 POST /skills/extract-details
3 POST /skills/final-role-output
Role
Chosen role & resolution
No chosen role stored for this run.
Job description
About the job Position: Software Engineer Type: Contract Compensation: $27/hr Location: Remote Commitment: 10-40 hrs/week Role Responsibilities Contribute to product-level software engineering tasks across real-world codebases and development workflows. Write, debug, test, and maintain scalable and clean code across assigned projects. Collaborate with distributed teams to support development, optimization, and implementation tasks. Analyze software issues and contribute to improving application performance and reliability. Work with version control systems and follow standard software development practices. Support AI-related engineering initiatives through coding, evaluation, and technical problem-solving. Requirements 1+ year of professional or equivalent hands-on software engineering experience. Experience contributing to product-level codebases through internships, full-time roles, or significant projects. Proficiency in at least one programming language such as Python, Java, C++, JavaScript, etc. Strong understanding of data structures and algorithms. Exposure to debugging, testing, and writing maintainable code. Familiarity with version control systems such as Git and standard software development workflows. Experience working with human data is a plus. Easy Apply To Proceed Desired Skills and Experience Testing, debugging, programming language, data structures
Skills from this JD
Each row merges API 1 extraction, API 2 library match / v3 orchestration (dimensions + locked dims), and API 3 persistence tags.
Python
Primary
No API 2 row (run stopped after API 1 or history missing)
Java
Primary
No API 2 row (run stopped after API 1 or history missing)
C++
Primary
No API 2 row (run stopped after API 1 or history missing)
JavaScript
Primary
No API 2 row (run stopped after API 1 or history missing)
Git
Primary
No API 2 row (run stopped after API 1 or history missing)
Library artifacts (this run)
No artifact rows for this run.
nano JD Parser — gpt-4.1-nano click to toggle
RoleSoftware Engineer
Experience1+ year of professional or equivalent hands-on software engineering experience.
CTC{'max': 27, 'min': 27, 'raw': '$27/hr', 'period': 'hourly', 'currency': 'USD'}
DomainOther
Location
—
(remote)
JD type
pass
Show raw JSON
{
"JD_type": "pass",
"about_company": null,
"certifications": [],
"company_name": null,
"ctc": {
"currency": "USD",
"max": 27,
"min": 27,
"period": "hourly",
"raw": "$27/hr"
},
"domain": {
"primary": {
"aliases": [],
"domain": "Other"
},
"secondary": null
},
"education": [],
"experience": {
"max": null,
"min": 1,
"raw": "1+ year of professional or equivalent hands-on software engineering experience."
},
"job_locations": [
{
"aliases": [],
"city": null,
"country": null,
"state": null,
"work_mode": "remote"
}
],
"role": "Software Engineer",
"role_aliases": [
"Software Developer",
"SWE",
"Programmer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 6,
"heading": "Role Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Contribute to product-level software",
"last_5_words": "coding, evaluation, and technical problem-solving."
},
"text": "Contribute to product-level software engineering tasks across real-world codebases and development workflows.\nWrite, debug, test, and maintain scalable and clean code across assigned projects.\nCollaborate with distributed teams to support development, optimization, and implementation tasks.\nAnalyze software issues and contribute to improving application performance and reliability.\nWork with version control systems and follow standard software development practices.\nSupport AI-related engineering initiatives through coding, evaluation, and technical problem-solving.",
"word_count": 66
},
{
"bullet_count": 7,
"heading": "Requirements",
"heading_was_present": true,
"source_marker": {
"first_5_words": "1+ year of professional or",
"last_5_words": "working with human data is a plus."
},
"text": "1+ year of professional or equivalent hands-on software engineering experience.\nExperience contributing to product-level codebases through internships, full-time roles, or significant projects.\nProficiency in at least one programming language such as Python, Java, C++, JavaScript, etc.\nStrong understanding of data structures and algorithms.\nExposure to debugging, testing, and writing maintainable code.\nFamiliarity with version control systems such as Git and standard software development workflows.\nExperience working with human data is a plus.",
"word_count": 83
},
{
"bullet_count": 0,
"heading": "Desired Skills and Experience",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Testing, debugging, programming language,",
"last_5_words": "programming language, data structures"
},
"text": "Testing, debugging, programming language, data structures",
"word_count": 6
}
],
"urls": []
}
API 1 — extract-from-jd click to toggle
{
"final_skills": [
{
"is_primary": true,
"skill_name": "Python"
},
{
"is_primary": true,
"skill_name": "Java"
},
{
"is_primary": true,
"skill_name": "C++"
},
{
"is_primary": true,
"skill_name": "JavaScript"
},
{
"is_primary": true,
"skill_name": "Git"
}
],
"jd_role": {
"display_name": "Software Engineer",
"rationale": null,
"role_archetype": "Engineering",
"slug": ""
},
"nano_parsed": {
"JD_type": "pass",
"about_company": null,
"certifications": [],
"company_name": null,
"ctc": {
"currency": "USD",
"max": 27,
"min": 27,
"period": "hourly",
"raw": "$27/hr"
},
"domain": {
"primary": {
"aliases": [],
"domain": "Other"
},
"secondary": null
},
"education": [],
"experience": {
"max": null,
"min": 1,
"raw": "1+ year of professional or equivalent hands-on software engineering experience."
},
"job_locations": [
{
"aliases": [],
"city": null,
"country": null,
"state": null,
"work_mode": "remote"
}
],
"role": "Software Engineer",
"role_aliases": [
"Software Developer",
"SWE",
"Programmer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 6,
"heading": "Role Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Contribute to product-level software",
"last_5_words": "coding, evaluation, and technical problem-solving."
},
"text": "Contribute to product-level software engineering tasks across real-world codebases and development workflows.\nWrite, debug, test, and maintain scalable and clean code across assigned projects.\nCollaborate with distributed teams to support development, optimization, and implementation tasks.\nAnalyze software issues and contribute to improving application performance and reliability.\nWork with version control systems and follow standard software development practices.\nSupport AI-related engineering initiatives through coding, evaluation, and technical problem-solving.",
"word_count": 66
},
{
"bullet_count": 7,
"heading": "Requirements",
"heading_was_present": true,
"source_marker": {
"first_5_words": "1+ year of professional or",
"last_5_words": "working with human data is a plus."
},
"text": "1+ year of professional or equivalent hands-on software engineering experience.\nExperience contributing to product-level codebases through internships, full-time roles, or significant projects.\nProficiency in at least one programming language such as Python, Java, C++, JavaScript, etc.\nStrong understanding of data structures and algorithms.\nExposure to debugging, testing, and writing maintainable code.\nFamiliarity with version control systems such as Git and standard software development workflows.\nExperience working with human data is a plus.",
"word_count": 83
},
{
"bullet_count": 0,
"heading": "Desired Skills and Experience",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Testing, debugging, programming language,",
"last_5_words": "programming language, data structures"
},
"text": "Testing, debugging, programming language, data structures",
"word_count": 6
}
],
"urls": []
},
"run_id": null,
"stage3_signals": {
"alias_match_roles": [
{
"display_name": "Android Engineer",
"matched_count": null,
"role_id": 4,
"score": 0.6923,
"slug": "android-engineer",
"total_count": null
},
{
"display_name": "Backend Engineer",
"matched_count": null,
"role_id": 1,
"score": 0.6923,
"slug": "backend-engineer",
"total_count": null
},
{
"display_name": "ML Engineer",
"matched_count": null,
"role_id": 3,
"score": 0.5294,
"slug": "ml-engineer",
"total_count": null
},
{
"display_name": "Ios engineer",
"matched_count": null,
"role_id": 6,
"score": 0.4348,
"slug": "ios-engineer",
"total_count": null
},
{
"display_name": "Data Engineer",
"matched_count": null,
"role_id": 2,
"score": 0.4348,
"slug": "data-engineer",
"total_count": null
}
],
"kra_match_roles": [
{
"display_name": "Cybersecurity Engineer",
"matched_count": null,
"role_id": 5,
"score": 0.3472,
"slug": "cybersecurity-engineer",
"total_count": null
},
{
"display_name": "AR/VR Engineer",
"matched_count": null,
"role_id": 8,
"score": 0.3142,
"slug": "ar-vr-engineer",
"total_count": null
},
{
"display_name": "DevOps Engineer",
"matched_count": null,
"role_id": 10,
"score": 0.3077,
"slug": "devops-engineer",
"total_count": null
},
{
"display_name": "Cloud Architect",
"matched_count": null,
"role_id": 9,
"score": 0.291,
"slug": "cloud-architect",
"total_count": null
},
{
"display_name": "Data Engineer",
"matched_count": null,
"role_id": 2,
"score": 0.2882,
"slug": "data-engineer",
"total_count": null
}
],
"skill_match_roles": [
{
"display_name": "Backend Engineer",
"matched_count": 3,
"role_id": 1,
"score": 0.6,
"slug": "backend-engineer",
"total_count": 5
},
{
"display_name": "Data Engineer",
"matched_count": 2,
"role_id": 2,
"score": 0.4,
"slug": "data-engineer",
"total_count": 5
},
{
"display_name": "ML Engineer",
"matched_count": 2,
"role_id": 3,
"score": 0.4,
"slug": "ml-engineer",
"total_count": 5
},
{
"display_name": "AR/VR Engineer",
"matched_count": 2,
"role_id": 8,
"score": 0.4,
"slug": "ar-vr-engineer",
"total_count": 5
},
{
"display_name": "Android Engineer",
"matched_count": 1,
"role_id": 4,
"score": 0.2,
"slug": "android-engineer",
"total_count": 5
}
],
"stage35_ran": false
}
}
API 2 — extract-details
{}
API 3 — final-role-output
{}
LLM Calls
Every model call made for this run, in pipeline order. Click a card to see the model's response.
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