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