AI Automation / Developer Tooling
Job Pipeline
An end-to-end LLM-powered job application pipeline eliminating manual scraping, writing, and archiving steps.
Completed
- n8n
- Groq API
- Google Sheets API
- JavaScript
- Prompt Engineering
Overview
The pipeline connects OnlineJobs.ph → n8n → Groq API → Google Sheets across three discrete workflows: a scraper, a generator, and an archiver. Processing runs end-to-end with zero manual steps between stages.
The LLM step uses a deterministic master prompt with URL/project whitelists, banned-phrase enforcement, and self-check guardrails. Per-run generation caps and rate-limit-aware batching keep the pipeline reliable and cost-controlled.
Highlights
- End-to-end automation: scrape → generate → archive with zero manual steps between.
- Deterministic LLM guardrails: URL/project whitelists, banned phrases, and self-check prompts to prevent hallucinations.
- Dedup across active and archived sheets with per-run caps and rate-limit-aware batching.