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SeedLinked

A seed discovery and comparison platform.

Description

SeedLinked helps growers and breeders discover, compare, and evaluate seeds. Automated data collection and AI-assisted enrichment workflows keep its seed catalog current and structured.

Achievements
  • Developed scheduled web-scraping pipelines using Puppeteer and Cheerio to collect and periodically refresh seed information from external sources.

  • Implemented a LangChain-based AI enrichment workflow, orchestrated with GCP Workflows, to transform collected seed data into structured descriptions covering strengths, weaknesses, growth and yield, flavor and appearance, disease resistance, maturity, and growing conditions, with human review before approval and persistence.

  • Developed AI evaluation tests for the seed-description generation component to consistently evaluate output quality and identify regressions when changing LLM models, prompts, or generation logic.

Tools

Node.js

Puppeteer

Cheerio

MongoDB

GCP Workflows

LangChain

LangSmith

Google Gemini

Redis

Cron Jobs

Docker

GCP