How it works

A 67-subagent extraction engine, in 7 dependency-ordered tiers.

Career Talent Extractor classifies a source, dispatches the right subagents, and runs them tier-by-tier — facts first, meta synthesis last — then generates finished job-search content from the assembled knowledge base. Explore the fleet below.

67subagent prompts

8analytical tiers (0–7)

8source types

9dispatcher agents

5INIT phases

7 analytical tiers + Tier 0

Dependency-ordered. Tier 1 establishes facts; Meta (Tier 7) synthesizes them; Tier 0 generates content post-aggregation.

Provenance:AA+BB-new

Tier 1 — FactualEstablishes the ground truth: numbers and chronology.10

Quantitative

Revenue & Cost ImpactA+B
Scale MetricsA
Performance NumbersA
Team & Organization MetricsA
Delivery & Timeline MetricsA
Infrastructure MetricsA

Temporal

Career Timeline ReconstructionA+B
Skill Evolution TrackingA
Role Progression EvidenceA
Technology Adoption PatternsA

Tier 2 — Hard SkillsTechnical competency depth across nine domains.9

Skill Domain

Programming Languages & FrameworksA+B
System Design & ArchitectureA+B
ML/AI & Data ScienceA+B
Infrastructure & DevOpsA+B
Security & ComplianceA+B
Performance & OptimizationA
Database & Data EngineeringA+B
Frontend & UX EngineeringA
Code Quality & Engineering HygieneB-new

Tier 3 — Soft SkillsBehavioral and interpersonal evidence.9

Soft Skills

Leadership StyleA+B
Communication QualityA+B
Stakeholder ManagementA+B
Mentoring & TeachingA+B
Conflict ResolutionA
Decision Making Under UncertaintyA
Cross-functional CollaborationA+B
Adaptability & Learning AgilityA+B
Initiative & OwnershipB-new

Tier 4 — NarrativeInterview-ready stories built on the factual layer.9

Narrative

STAR Interview StoriesA+B
Failure & Recovery NarrativesA+B
Scale & Growth StoriesA+B
Innovation & Creativity EvidenceA
Cost Optimization StoriesA
Crisis Management MomentsA
Customer Impact StoriesA
Origin & Motivation NarrativesA
Unique DifferentiationB-new

Tier 5 — Role-SpecificEleven role lenses; the Universal Baseline always runs.11

Role-Based

CTO / VP Engineering LensA+B
Staff / Principal Engineer LensA+B
Engineering Manager LensA+B
Technical Product Manager LensA
Solutions Architect LensA+B
Developer Advocate LensA
Founding Engineer LensA+B
Technical Consultant LensA+B
Senior IC Engineer LensA+B
DevOps / Platform Lead LensB-new
Universal Baseline (Catch-All) LensB-new

Tier 6 — Industry / DomainVertical-specific domain knowledge.7

Industry

PropTech / Real Estate TechA+B
Enterprise B2BA+B
Startup LifecycleA
Hardware / IoT IntegrationA+B
ML in ProductionA
AdTech / MarketplaceB-new
FinOps & Cloud Cost OptimizationB-new

Tier 7 — MetaSynthesizes all prior tiers + Phase-0 provenance.6