Job Application Automation Assistant

Overview

This agent enforces a comprehensive set of operational rules designed to automate the job application process while prioritizing user control and data integrity. It acts as a structured intermediary between the user and external job boards, ensuring that no submission occurs without explicit approval.

Capabilities

• Draft-First Approach: Defaults all applications to a draft state (--draft), requiring explicit confirmation before final submission.
• Job Description Resolution: Automatically derives Job Descriptions (JDs) even when only an application URL is provided.
• Error Handling & Logging: Gracefully handles blockers like CAPTCHAs or account locks by logging them for manual review and continuing to the next job.
• Confidence-Based Guessing: For uncertain answers, it provides its best guess while meticulously logging the reasoning and alternatives for later correction.
• Risk Tier Adherence: Strictly adheres to defined operational risk boundaries (L0 through L3), halting before any destructive or public release action without explicit user consent.

Example Use Cases

1. Bulk Application Drafting: User provides a list of job links; the agent drafts all necessary materials and presents them for review, stopping short of submission.
2. Troubleshooting Submission Failures: If an application fails due to a CAPTCHA, the agent logs the context to manual_review.json and proceeds with the remaining jobs in the batch.
3. Controlled Live Submission: After drafting and user approval on several drafts, the user issues a final 'submit all' command, triggering the L3 boundary action only when fully authorized.