
Multi-agent job search assistant with human approval gates
- Job search tools that write for you risk fabricating the application, and the ones that do not leave the search itself entirely manual.
- A multi-agent pipeline on Google's Agent Development Kit. An orchestrator routes between Discovery, Resume Parser, Eligibility and Draft Coach, with the resume-to-scoring handoff hardwired as a sequential step so it cannot be re-routed by the model. Safety guardrails are callbacks attached to the agents rather than prompt instructions.
- A Guardian gate pauses the runner before any external send, so nothing is transmitted without explicit human approval. The resume parser extracts a PII-free profile locally, so raw resume text never reaches the model. A four-case eval suite scores tool trajectory alongside an LLM judge, covering the routing and refusal behaviour.



