AI & Agentic Systems
JobAgent - Autonomous AI Job Search & Application System
An autonomous, agentic job-search platform for role discovery, semantic matching, job analysis, CV tailoring and controlled browser-assisted applications.
I use JobAgent to manage my own job search.
Problem
Job discovery and application management combine semantic judgment with workflows that must remain accurate, traceable and under candidate control.
What I built
An autonomous, agentic job-search platform for role discovery, semantic matching, job analysis, CV tailoring and controlled browser-assisted applications.
- Multi-source job discovery
- Semantic job matching
- Human-in-the-loop approval
- Telegram notifications
- Observability and auditability
Architecture
FastAPI and Celery services coordinate PostgreSQL-backed workflows with a React/TypeScript interface and Docker deployment. The application lifecycle is represented as an explicit state machine with observability and audit trails.
AI / agentic component
LLMs analyze role fit, tailor CV content and support agent workflows through an OpenAI, Anthropic and Gemini abstraction. Reactive Resume is integrated through REST and MCP.
Deterministic components
Playwright automation, approval gates, the Candidate Answer Vault, application state transitions and anti-hallucination safeguards keep actions repeatable and reviewable.
LLMs are used where semantic reasoning is useful; deterministic software is used where reliability, integrity and repeatability matter.
Stack
My role
Creator and engineer
Outcome
I use JobAgent to manage my own job search.