Multi-agent · RAG-grounded · Adaptive

The AI Interviewer Agent that knows the candidate before the first question.

It analyzes learning history from ten candidate profiles, retrieves evidence from a 31-day, 8-module AI curriculum, plans a personalized interview, adapts to every answer, and produces an explainable evaluation report.

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How the system works

Five agents. One coherent interview.

Candidate Intelligence

Mission history, attempts, and first-try evidence become a structured skill profile that guides the whole conversation.

Retrieval-Augmented Questions

Hybrid retrieval over 31 curriculum days grounds each question in real learning objectives and evidence.

Adaptive Interviewing

Difficulty and topics shift after every answer — strong answers escalate, gaps get clarified.

Multi-Agent Evaluation

Profiler, Retriever, Planner, Interviewer, and Evaluator coordinated by an orchestrator.

Explainable Report

Scores, strengths, gaps, curriculum evidence, and a clear recommendation — not just a number.

Continuous Calibration

Every interview refines the candidate profile and improves future question planning.

The interview flow

From profile to decision in three steps

1

Profile

The Profiler reads the candidate's mission history and builds a skill map of strengths, gaps, and evidence.

2

Plan & Ask

The Planner and Interviewer generate a personalized agenda, then adapt each follow-up based on the answer.

3

Evaluate

The Evaluator scores against curriculum evidence and produces a transparent recommendation.

Ready to interview your first candidate?

Explore the candidate profiles, then launch an adaptive, evidence-grounded interview.

Explore Candidates