Agentic AI for Talent Acquisition — Niche & Passive Skill Hunting

How agentic AI has reshaped sourcing, screening, and engagement — and where it is materially different from generative AI for HR.

• 1.From ATS Automations to Autonomous Sourcing12m
• 2.Ten Signals That an Agent Beats a Human Sourcer10m
• 3.Business Case: TTF, CPH, Quality of Hire10m

Where in the recruiting funnel agents deliver — and where they should not touch.

• 1.Sourcing → Screening → Engagement → Interview → Offer → Close → Onboard12m
• 2.The Agent-Fit Score Framework10m
• 3.Where Not to Deploy Agents — Yet10m

Why title-matching sourcing is dead, and how skill graphs unlock passive discovery.

• 1.Title vs Skill: The Great Divergence12m
• 2.Building a Role Skill Signature12m
• 3.Lab: Extract a Skill Signature with an LLM10m

Reading intent, availability, and reachability without ever surveying the candidate.

• 1.Signal Types: Behavioral, Content, Relational12m
• 2.Ethical Boundaries: What's Allowed10m
• 3.Case: Filling 4 LLM Ops Roles in 21 Days10m

A concrete stack: sourcing agent + enrichment agent + outreach agent + coordinator agent, orchestrated by a supervisor.

• 1.Reference Architecture Overview12m
• 2.Framework Choice: LangGraph vs CrewAI vs AutoGen10m
• 3.Data Sources & Contracts12m

How embeddings + hybrid search have replaced 30-year-old boolean recruiting strings.

• 1.Boolean's Cliff12m
• 2.Hybrid Search: BM25 + Vector10m
• 3.Reranking with Cross-Encoders10m

GitHub commits, arXiv papers, patent filings, conference talks — how to fuse them into a single candidate score.

• 1.The Six Public Sources That Move the Needle12m
• 2.Scoring Rubric: Rarity + Recency + Depth12m
• 3.Handling False Positives: The Namesakes Problem10m

Voice preservation, context injection, and the compliance guardrails that separate scale from spam.

• 1.Why LLM Outreach Fails Out of the Box12m
• 2.The Outreach Compliance Stack10m
• 3.A/B Testing at Small N10m

Where scheduling + panel management agents remove 8-14 hrs/week of recruiter drag.

• 1.The Scheduling Death Spiral12m
• 2.The Debrief Coordinator10m
• 3.Debrief Bias Detection10m

NYC AEDT, EEOC UGESP, EU AI Act (Annex III), GDPR Art. 22 — the four pillars every agentic recruiting program must cover.

• 1.NYC Local Law 144 (AEDT) — What Actually Applies12m
• 2.EEOC UGESP — Adverse Impact Testing12m
• 3.EU AI Act — Employment as High-Risk (Annex III §4)10m
• 4.GDPR Article 22 — Automated Decision-Making6m

Fusing internal skills inventory + external market signal into a single always-on view.

• 1.Internal Skills Inventory as a Vector Index12m
• 2.Build vs Buy: TalentGuard, Eightfold, Beamery, Gloat10m
• 3.Internal Mobility Agent Design12m

Agents that widen the funnel, not narrow it — designed to survive the 4/5ths rule.

• 1.The Pipeline Problem, Restated12m
• 2.Guardrail: Never Infer Protected Class for Decisions10m
• 3.Measuring What Matters10m

Market-aware offer construction without leaking private compensation data.

• 1.The Comp Data Landscape12m
• 2.The Comp Agent's Job10m
• 3.Negotiation Support (Human-Owned)10m

SOC 2 for HR AI systems, audit-log requirements, retention policies, and cross-border data flows.

• 1.The HR Audit Trail — What to Log12m
• 2.Data Minimization & Retention10m
• 3.Cross-Border Flows: The 2026 Reality10m

End-to-end lab: build, deploy, and audit a real sourcing agent for one of your live niche roles.

• 1.Capstone Brief12m
• 2.Executive Presentation Format12m
• 3.Post-Certification Support6m