Agentic Career Search

Autonomous AI-agent orchestration engine for job discovery with decision traces, tool adapters, and production-grade run control.

LLM Mart
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Agentic Career Search screenshot

AI-agent backend for autonomous job discovery, explainable decisions, and production-style operations.

Demo Gallery

Core Agent Loop

LLM Provider Flow

Ops Reliability Loop

JazzHR Source Adapter

Phenom People Source Adapter

Skills Profile Fit

Application Draft HITL

Application Stage Tracker

Salary Band Estimator

Interview Prep Brief

Cross-Source Job Dedup

ATS Keyword Coverage

Company Research Brief

Recruiter Outreach Draft

Referral Intro Draft

Negotiation Talking Points

Interview Feedback Synth

Offer Deadline Tracker

Portfolio Project Matcher

Interview Schedule Conflict Guard

Thank-You Note Outline Planner

Application Ghosting Detector

Weekly Application Pace Advisor

Rejection Pattern Analyzer JD Culture Signal Extractor

Application Follow-Up Cadence

Why this exists

Most job-search automation demos fail in real usage because they:

  • cannot explain why a role is ranked highly,
  • cannot recover cleanly when providers fail,
  • have no durable event trace for debugging,
  • become hard to maintain once features grow.

From the project's README.

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