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smart_toy AI Lab · ongoing

AI Applications & Initiatives

Building practical AI products from 0 to 1. This page collects live experiments, full-stack systems, and ongoing explorations of LLMs, agents, and AI-driven workflows.

Live & iterating
May 2026 — Ongoing

AI-Driven Job Search Automation Stack

Next.js Vercel Convex LLM Cursor Hermes Agent

End-to-end full-stack platform deployed on Vercel: stored postings → model scores → in-app ranking → shortlisting → LLM-drafted applications with human review. Streamlines daily hiring operations into a single, scalable product surface.

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Pipeline

Postings ingestion → embeddings & scoring → ranking → LLM application drafts → reviewer surface.

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Build approach

Iterated tightly with Cursor and the Hermes Agent to keep data pipelines and product UI moving together.

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Next milestone

Evolve from a single-operator tool into a multi-user product.

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More explorations coming.

This space is reserved for upcoming AI experiments — agents, evaluation harnesses, retrieval systems, and product prototypes.