JobAgent AI — Agentic Job Application Assistant
An autonomous AI agent that analyzes your resume and job description, then generates a complete job application package — all powered by Amazon Nova Pro foundation models via Amazon Bedrock.
Built for the Amazon Nova AI Hackathon 2026
What It Does
Paste a job description and your resume. Click once. The agent autonomously:
- Parses your resume — Extracts skills, achievements, education, and experience
- Analyzes the job — Identifies required skills, responsibilities, seniority level, and company values
- Computes ATS match score — Shows matched, missing, and extra skills with a visual score
- Generates a tailored cover letter — Professional, specific to the exact job and your experience
- Creates interview prep — Likely questions, answer strategies, key themes, and questions to ask
- Suggests resume improvements — Prioritized tips to better match the target role
All 6 analyses run in a single agentic loop — the model decides which tools to call and orchestrates the entire workflow.
How It Uses Amazon Nova
Agentic Architecture with Tool Use
JobAgent AI uses Amazon Nova Pro (amazon.nova-pro-v1:0) via the Bedrock Converse API with tool use to implement an agentic workflow:
- 6 tool definitions describe specialized capabilities (resume analysis, job analysis, match scoring, cover letter generation, interview prep, resume improvements)
- The Nova Pro model autonomously decides which tools to call and in what sequence
- An agentic loop processes tool calls iteratively until the model determines the analysis is complete
- Each tool call produces structured JSON output that feeds into subsequent analysis steps