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Agentic AI • 2026Autonomous AgentsWorkflow AutomationPlaywrightClaude Code

Enterprise AI Recruiting Agent (Autonomous Talent Pipeline)

Autonomous agent pipeline supporting talent-sourcing workflows, multi-dimensional offer scoring, and tailored ATS artifacts with human-in-the-loop controls.

Evaluation framework
10 weighted dimensions (A–F)
Portal automation
45+ pre-configured company portals
Pipeline integrity
Automated dedup & status checks
Governance
Mandatory human review before submission

Problem

Talent sourcing and application workflows are traditionally high-friction and manual. Typical automated tools hallucinate qualifications or produce generic applications. The goal was to build a rigorous agentic pipeline that analyzes requirements, matches verifiable evidence, and creates tailored artifacts under human review.

Approach

  • Managed strategic delivery of an autonomous AI agent pipeline supporting sourcing and application workflows.
  • Engineered multi-step agent workflows parsing listings, evaluating fit across 10 dimensions, and cross-referencing background evidence.
  • Built automated ATS-optimized PDF generation adapting resume content per role using Playwright and structured typography.
  • Integrated automated portal scanning across 45+ companies and batch evaluation with parallel worker execution.

Impact

  • Streamlines application preparation and sourcing workflow time while preserving strict factual integrity.
  • Demonstrates advanced agent orchestration, CLI tooling, and governed automation.

Deployment & Monitoring

  • CLI-driven pipeline with Go-based terminal UI for tracking and filtering application statuses.
  • Automated merge, deduplication, status normalization, and health verification scripts.
  • Human-in-the-loop review model: system evaluates and recommends, human approves and acts.

Risks & Tradeoffs

  • Over-automation prevented by design: system never submits applications autonomously.
  • Data consistency enforced via centralized profile schemas and sync validation checks.

Tools

Node.jsPlaywrightGoClaude CodeMarkdown / ATS Engines
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