Pipeline run
69ee29c2-d24c-4f4e-97a0-7075d05f8234
Pipeline LLM cost (USD)
API 1: $0.0034
API 2: $0.0004
API 3: $0.0000
Total: $0.0038
Client output enrichment
v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA descriptionNature of work
· Mainframe Systems Programming / z/OS Systems Software
Install, test, and maintain z/OS and other mainframe systems software; monitor/tune performance, handle debugging, IOGEN and new hardware coordination, and advise teams on storage, scheduling, security, and monitoring tools.
""installation, testing, and implementation of new operating systems and other 'system' software""
Tech stack maturity
Mainstream Modern
AI index (0 = no AI use, 5 = totally AI-dependent · v2.1)
0.00 / 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):
—
Evidence — skills matched in JD (10)
z/OS
Operating Systems
Systems Software
Tape Management
Scheduling
Security
Monitoring Systems
Storage Tools
IOGEN
Mainframe Hardware
Skill cluster (1 dimension groups, role-scoped)
Cross-cutting / unaligned
z/OS
Operating Systems
Systems Software
Tape Management
Scheduling
Security
Monitoring Systems
Storage Tools
IOGEN
Mainframe Hardware
Show KRA description ↓
The Mainframe Systems Programmer provides support for on-going projects that require the installation, testing, and implementation of new operating systems and other 'system' software. Also, the Maintenance and debugging of systems software. Coordination and the IOGEN work for new MF hardware. Research and evaluation of new software and hardware products, assisting team members and other areas with technical questions and problem resolution. Monitoring and tuning of systems software. Functional knowledge, use of z/OS components and detailed knowledge of support products such as tape management, scheduling, security, monitoring systems, etc.
Brings prior experience to organize and define work for complex or ambiguous situations.
Provides consultation, training, and knowledge sharing to associates
Actively contributes to domain body of knowledge
Provides thought leadership and demonstrate it on a regular basis
Works across organizational boundaries to deliver a quality outcome to the clients (example Delivery and Operations)
Understands the financial implications of the decisions being made from a technology perspective
Ability to think “out-of-the-box” and be creative in solution design
Strong analytical skills in order to receive a variety of input and quickly assemble into a cohesive recommendation.
This position does not have direct reports but may mentor less experienced associates in the role.
Required
Fifteen years hands on/industry experience
Preferred
Help define technical strategies within the team and unit
Lend technical expertise and guidance to other teams and towers
Subject Matter Expert on Storage tools and processes
Technical Expert Adviser
Signals
Skill
—
—
Alias
mainframe-developer
1.00
KRA
engineering-manager
0.53
Post-classification
Centroidupdated · n=2
Alias collision log—
New-role queue—
New skills captured10
New KRA capturedyes
Captured for admin review
z/OS
primary
↔
Mainframe Engineer
pending
Operating Systems
primary
↔
Mainframe Engineer
pending
Systems Software
primary
↔
Mainframe Engineer
pending
Tape Management
primary
↔
Mainframe Engineer
pending
Scheduling
primary
↔
Mainframe Engineer
pending
Security
primary
↔
Mainframe Engineer
pending
Monitoring Systems
primary
↔
Mainframe Engineer
pending
Storage Tools
primary
↔
Mainframe Engineer
pending
IOGEN
primary
↔
Mainframe Engineer
pending
Mainframe Hardware
primary
↔
Mainframe Engineer
pending
R&R fragment (sim 0.00)
↔
Mainframe Engineer
pending
The Mainframe Systems Programmer provides support for on-going projects that require the installation, testing, and implementation of new operating systems and other 'system' software. Also, the Maint…
Status:
completed
Created: 2026-05-27T17:39:39.940937Z
Updated: 2026-05-27T17:40:42.667180Z
API 3 duration: 1109 ms
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
Mainframe Engineer
CASE Aslug: mainframe-developer · id: 30 · source: db
Exact alias hit on mainframe-developer (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.
0
New skills
0
Skill↔dim saved
0
Role↔dim saved
0
Skipped
Job description
Job Role Summary The Mainframe Systems Programmer provides support for on-going projects that require the installation, testing, and implementation of new operating systems and other 'system' software. Also, the Maintenance and debugging of systems software. Coordination and the IOGEN work for new MF hardware. Research and evaluation of new software and hardware products, assisting team members and other areas with technical questions and problem resolution. Monitoring and tuning of systems software. Functional knowledge, use of z/OS components and detailed knowledge of support products such as tape management, scheduling, security, monitoring systems, etc. Duties And Responsibilities Brings prior experience to organize and define work for complex or ambiguous situations. Provides consultation, training, and knowledge sharing to associates Actively contributes to domain body of knowledge Provides thought leadership and demonstrate it on a regular basis Works across organizational boundaries to deliver a quality outcome to the clients (example Delivery and Operations) Understands the financial implications of the decisions being made from a technology perspective Ability to think “out-of-the-box” and be creative in solution design Strong analytical skills in order to receive a variety of input and quickly assemble into a cohesive recommendation. Supervisory Responsibilities This position does not have direct reports but may mentor less experienced associates in the role. RECRUITING INFORMATION Specific hiring needs may vary by location, industry, client, internal department and other business related factors. The qualifications section lists examples that may be used as guidance when populating required and preferred skills sections of recruiting requisitions / job postings. Qualifications Required Fifteen years hands on/industry experience Preferred Help define technical strategies within the team and unit Lend technical expertise and guidance to other teams and towers Subject Matter Expert on Storage tools and processes Technical Expert Adviser Travel % TBD by field – Needed to create job code and for Department of Labor Any reference to years of experience should be disregarded in the UK
Skills from this JD
Each row merges API 1 extraction, API 2 library match / v3 orchestration (dimensions + locked dims), and API 3 persistence tags.
z/OS
Primary
New / orchestrated
API 3: new canonical path (new)
New / unmatched skill (orchestrated in API 2)
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
Derived legacy fields
- Category
- Operating Systems
- Sub-category
- general
- Skill nature
- PLATFORM
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Operating Systems
Primary
New / orchestrated
API 3: new canonical path (new)
New / unmatched skill (orchestrated in API 2)
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
Derived legacy fields
- Category
- Operating Systems
- Sub-category
- general
- Skill nature
- CONCEPT
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Version strategy
- UNVERSIONED
Systems Software
Primary
New / orchestrated
API 3: new canonical path (new)
New / unmatched skill (orchestrated in API 2)
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
Derived legacy fields
- Category
- Operating Systems
- Sub-category
- general
- Skill nature
- CONCEPT
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Version strategy
- UNVERSIONED
Tape Management
Primary
New / orchestrated
API 3: new canonical path (new)
New / unmatched skill (orchestrated in API 2)
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
Derived legacy fields
- Category
- Storage Tools
- Sub-category
- general
- Skill nature
- PRACTICE
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Scheduling
Primary
New / orchestrated
API 3: new canonical path (new)
New / unmatched skill (orchestrated in API 2)
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
Derived legacy fields
- Category
- Operating Systems
- Sub-category
- general
- Skill nature
- PRACTICE
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Security
Primary
New / orchestrated
API 3: new canonical path (new)
New / unmatched skill (orchestrated in API 2)
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
Derived legacy fields
- Category
- Security Tools
- Sub-category
- general
- Skill nature
- CONCEPT
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Version strategy
- UNVERSIONED
Monitoring Systems
Primary
New / orchestrated
API 3: new canonical path (new)
New / unmatched skill (orchestrated in API 2)
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
Derived legacy fields
- Category
- Monitoring Tools
- Sub-category
- general
- Skill nature
- TOOL
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Storage Tools
Primary
New / orchestrated
API 3: new canonical path (new)
New / unmatched skill (orchestrated in API 2)
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
Derived legacy fields
- Category
- Storage Tools
- Sub-category
- general
- Skill nature
- TOOL
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
IOGEN
Primary
New / orchestrated
API 3: new canonical path (new)
New / unmatched skill (orchestrated in API 2)
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
Derived legacy fields
- Category
- Systems Software
- Sub-category
- general
- Skill nature
- TOOL
- Volatility
- FAST
- Typical lifespan
- SHORT_LIVED
- Version strategy
- VERSIONED
Mainframe Hardware
Primary
New / orchestrated
API 3: new canonical path (new)
New / unmatched skill (orchestrated in API 2)
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
Derived legacy fields
- Category
- Hardware
- Sub-category
- general
- Skill nature
- CONCEPT
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Library artifacts (this run)
| Kind | Detail | DB id |
|---|---|---|
| canonical_skill_proposed | z/OS | type=Operating Systems subtype=general nature=PLATFORM lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Operating Systems | type=Operating Systems subtype=general nature=CONCEPT lifespan=EVERGREEN | |
| canonical_skill_proposed | Systems Software | type=Operating Systems subtype=general nature=CONCEPT lifespan=EVERGREEN | |
| canonical_skill_proposed | Tape Management | type=Storage Tools subtype=general nature=PRACTICE lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Scheduling | type=Operating Systems subtype=general nature=PRACTICE lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Security | type=Security Tools subtype=general nature=CONCEPT lifespan=EVERGREEN | |
| canonical_skill_proposed | Monitoring Systems | type=Monitoring Tools subtype=general nature=TOOL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Storage Tools | type=Storage Tools subtype=general nature=TOOL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | IOGEN | type=Systems Software subtype=general nature=TOOL lifespan=SHORT_LIVED | |
| canonical_skill_proposed | Mainframe Hardware | type=Hardware subtype=general nature=CONCEPT lifespan=MULTI_YEAR |
nano JD Parser — gpt-4.1-nano click to toggle
RoleMainframe Systems Programmer
ExperienceFifteen years hands on/industry experience
DomainIT Services & Consulting
JD type
pass
Show raw JSON
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},
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"word_count": 49
}
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"urls": []
}
API 1 — extract-from-jd click to toggle
{
"final_skills": [
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},
{
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{
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{
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},
{
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},
{
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"skill_name": "Monitoring Systems"
},
{
"is_primary": true,
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},
{
"is_primary": true,
"skill_name": "IOGEN"
},
{
"is_primary": true,
"skill_name": "Mainframe Hardware"
}
],
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"rationale": null,
"role_aliases": [
"Mainframe Programmer",
"Systems Programmer",
"Mainframe Developer"
],
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"slug": ""
},
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},
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"rejected": false,
"rejection_reason": null,
"run_id": "69ee29c2-d24c-4f4e-97a0-7075d05f8234",
"stage3_signals": {
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{
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},
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},
{
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}
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},
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"case": "A",
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},
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"matched_dimensions": [],
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"new_role_display_name": null,
"new_role_slug": null,
"queued": false,
"reasoning": "Exact alias hit on mainframe-developer (1.0) \u2014 no other alias at this confidence; skill_top absent does not contradict",
"sub_role": null
},
"stage5_updates": {
"centroid_n_after": 2,
"centroid_updated": true,
"collision_log_id": null,
"new_kra_attached": {
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"queue_id": 1939,
"r_and_r_preview": "The Mainframe Systems Programmer provides support for on-going projects that require the installation, testing, and implementation of new operating systems and other \u0027system\u0027 software. Also, the Maint",
"role_display_name": "Mainframe Engineer",
"role_slug": "mainframe-developer",
"status": "pending"
},
"new_skills_attached": [
{
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"role_slug": "mainframe-developer",
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"status": "pending"
},
{
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"status": "pending"
},
{
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"role_display_name": "Mainframe Engineer",
"role_slug": "mainframe-developer",
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"status": "pending"
},
{
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"role_display_name": "Mainframe Engineer",
"role_slug": "mainframe-developer",
"skill_name": "Tape Management",
"status": "pending"
},
{
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"queue_id": 24950,
"role_display_name": "Mainframe Engineer",
"role_slug": "mainframe-developer",
"skill_name": "Scheduling",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 24952,
"role_display_name": "Mainframe Engineer",
"role_slug": "mainframe-developer",
"skill_name": "Security",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 24954,
"role_display_name": "Mainframe Engineer",
"role_slug": "mainframe-developer",
"skill_name": "Monitoring Systems",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 24957,
"role_display_name": "Mainframe Engineer",
"role_slug": "mainframe-developer",
"skill_name": "Storage Tools",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 24959,
"role_display_name": "Mainframe Engineer",
"role_slug": "mainframe-developer",
"skill_name": "IOGEN",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 24961,
"role_display_name": "Mainframe Engineer",
"role_slug": "mainframe-developer",
"skill_name": "Mainframe Hardware",
"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": "Mainframe Engineer",
"id": 30,
"rationale": "Exact alias hit on mainframe-developer (1.0) \u2014 no other alias at this confidence; skill_top absent does not contradict",
"role_archetype": null,
"slug": "mainframe-developer",
"source": "db"
},
"dimensions": [],
"input_final_skills": [
"z/OS",
"Operating Systems",
"Systems Software",
"Tape Management",
"Scheduling",
"Security",
"Monitoring Systems",
"Storage Tools",
"IOGEN",
"Mainframe Hardware"
],
"input_llm_skills": [
"z/OS",
"Operating Systems",
"Systems Software",
"Tape Management",
"Scheduling",
"Security",
"Monitoring Systems",
"Storage Tools",
"IOGEN",
"Mainframe Hardware"
],
"new_aliases_persisted": 0,
"run_id": "69ee29c2-d24c-4f4e-97a0-7075d05f8234",
"skills_detail": [
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "z/OS",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Operating Systems",
"skill_nature": "PLATFORM",
"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": "z-os",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "Operating Systems",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Operating Systems",
"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": "operating-systems",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "Systems Software",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Operating Systems",
"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-software",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "Tape Management",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Storage Tools",
"skill_nature": "PRACTICE",
"sub_category": "general",
"typical_lifespan": "MULTI_YEAR",
"version_strategy": "UNVERSIONED",
"volatility": "MEDIUM"
},
"enrichment": null,
"keep_log": [],
"locked_dimensions": [],
"merge_log": [],
"placed": null,
"relationships": null,
"skill_id": "tape-management",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "Scheduling",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Operating Systems",
"skill_nature": "PRACTICE",
"sub_category": "general",
"typical_lifespan": "MULTI_YEAR",
"version_strategy": "UNVERSIONED",
"volatility": "MEDIUM"
},
"enrichment": null,
"keep_log": [],
"locked_dimensions": [],
"merge_log": [],
"placed": null,
"relationships": null,
"skill_id": "scheduling",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "Security",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Security Tools",
"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": "security",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "Monitoring Systems",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Monitoring Tools",
"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": "monitoring-systems",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "Storage Tools",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Storage Tools",
"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": "storage-tools",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "IOGEN",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Systems Software",
"skill_nature": "TOOL",
"sub_category": "general",
"typical_lifespan": "SHORT_LIVED",
"version_strategy": "VERSIONED",
"volatility": "FAST"
},
"enrichment": null,
"keep_log": [],
"locked_dimensions": [],
"merge_log": [],
"placed": null,
"relationships": null,
"skill_id": "iogen",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "Mainframe Hardware",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Hardware",
"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": "mainframe-hardware",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
}
],
"unmatched_skills": [
"z/OS",
"Operating Systems",
"Systems Software",
"Tape Management",
"Scheduling",
"Security",
"Monitoring Systems",
"Storage Tools",
"IOGEN",
"Mainframe Hardware"
]
}
API 3 — final-role-output
{
"chosen_role": {
"display_name": "Mainframe Engineer",
"id": 30,
"rationale": "Exact alias hit on mainframe-developer (1.0) \u2014 no other alias at this confidence; skill_top absent does not contradict",
"role_archetype": null,
"slug": "mainframe-developer",
"source": "db"
},
"chosen_role_resolution": "in_db",
"final_input_skills": [
{
"skill": "z/OS",
"tag": "new"
},
{
"skill": "Operating Systems",
"tag": "new"
},
{
"skill": "Systems Software",
"tag": "new"
},
{
"skill": "Tape Management",
"tag": "new"
},
{
"skill": "Scheduling",
"tag": "new"
},
{
"skill": "Security",
"tag": "new"
},
{
"skill": "Monitoring Systems",
"tag": "new"
},
{
"skill": "Storage Tools",
"tag": "new"
},
{
"skill": "IOGEN",
"tag": "new"
},
{
"skill": "Mainframe Hardware",
"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": "69ee29c2-d24c-4f4e-97a0-7075d05f8234"
}