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jaydreyer/README.md

Hi, I'm Jay

I'm an AI Product Builder with a background spanning software engineering, product management, developer platforms, and enterprise AI.

I like messy problems where the solution is not obvious yet. I usually start by figuring out what needs to be built, then prototype, test, and keep going until there is something real to evaluate.

What I'm building

Enterprise AI change-management system that analyzes policy changes, identifies affected people and systems, supports human review and approval, and preserves an auditable decision trail.

Healthcare AI agent simulator for stress-testing agents with synthetic patient conversations and evaluating launch readiness across a structured scenario suite.

Local-first AI memory and operations system with cited RAG, hybrid retrieval, multi-source ingestion, automated evals, observability, and local/cloud model switching.

Daily AI agent that searches 100+ company ATS boards, scores roles against a resume and preferences, and learns from applied and not-interested feedback.

Full-stack social listening app for a group working through Rolling Stone's 500 Greatest Albums.

What I'm working with

Python, FastAPI, LangGraph, LLM APIs, RAG, evals, Qdrant, PostgreSQL, Next.js, React, Docker, AWS, and Terraform.

The tools change. I care more about choosing the right architecture, building something useful, and being able to explain why it works.

Background

I started as a software engineer, spent years building API platforms and developer experiences at Target, moved into product and enterprise AI at Gap Inc., and never really stopped wanting to build things.

LinkedIn · Email

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  1. ChangeOps ChangeOps Public

    Python

  2. job-search-agent job-search-agent Public

    Daily job-search agent on Claude Managed Agents: pulls postings from Adzuna + 100+ company ATS boards, scores them against your resume, and learns from your feedback.

    Python

  3. LaunchLab LaunchLab Public

    Healthcare Agent Launch Simulator — configure, simulate, and evaluate AI agent deployments

    Python

  4. recall-local recall-local Public

    Python

  5. RS500 RS500 Public

    TypeScript