Job Search Assistance
An autonomous agent that curates, scores, and filters daily job listings for specific criteria like Cloud Architecture or AI Security.
Prompt Gemini for this Spark
"Gemini, create an implementation plan for an autonomous agent that manages my Job Search. I am looking for [Target Role, e.g. Cloud Architect] roles in [Location or Remote]. Please act as a system architect and ask me clarifying questions about my salary requirements, preferred tech stacks, and deal-breakers before generating the final plan."
extension Required Connectors
Gemini AI
Gmail
LinkedIn
route Agent Data Flow & Logic
The agent executes a rolling weekly aggregation over inbound talent pools:
1. Stream Monitoring
Monitors structured recruitment alert streams (e.g. LinkedIn automated digests) and direct recruiter inquiries filtered into the `Jobs & Career` label.
2. Profile Parameterization
Evaluates parsed job descriptions against defined constraints: target role titles, required technical domains (e.g., Cloud Security, AI architectures), and seniority thresholds.
3. Data Extraction
Pulls out critical variables hidden in long descriptions: compensation bands, remote flexibility, and core engineering requirements.
4. Digest Assembly
Generates a curated summary of viable opportunities, eliminating bulk spam postings and mismatched seniority profiles.
schedule Triggers & Schedules
- Weekly Review (Friday 5:00 PM): A time-based cron trigger executes an aggregation query over the past 7 days of incoming data, compiling the digest for weekend review.
sync Feedback & Fallbacks
- Negative Constraints: The agent maintains a strict blacklist of roles (e.g. entry-level support, unrelated domains) to act as a fallback filter if a job board's matching algorithm fails.
- Dynamic Tuning: Modifying the prompt's target criteria (e.g. adding 'Zero-Trust') immediately recalibrates the semantic search for the subsequent digest period.