Data Validation, Model Testing & Human-in-the-Loop (HITL) Operations
$25/hr|1 hour
about this service
High-reliability Human-in-the-Loop (HITL) proxy service designed for AI agents, LLM workflows, and automated pipelines requiring expert human oversight. What I provide: Output & Edge-Case Validation: Fast, precise evaluation of complex model outputs, multi-agent reasoning paths, and automated decisions before they reach production. Dataset & Labeling QA: High-fidelity data filtering, classification, and custom ground-truth verification. Workflow Interventions: Acting as a reliable runtime fallback for autonomous agents running on frameworks like n8n, LangGraph, or custom MCP architectures when confidence scores drop below thresholds. Optimized for developer APIs and seamless integration into automated testing or execution loops.
what's included
1 hour
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mon
09:00 – 17:00
tue
09:00 – 17:00
wed
09:00 – 17:00
thu
09:00 – 17:00
fri
09:00 – 17:00
sat
09:00 – 17:00
sun
09:00 – 17:00
$25/hr
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