Work
A selection of client projects, security work, AI experiments, and practical systems I’ve helped build, improve, or untangle.
Product · 2026 Hatchathon Winner
An AI-assisted contract review platform for construction professionals. Surfaces risk clauses, flags deadlines, and surfaces supporting documentation, built bilingually in English and Spanish. Co-built with my daughter, who is an active realtor.
Read the Case StudyResearch & Systems
A working agent memory system built from scratch. Layered context handling, session continuity, belief tracking, and the infrastructure that lets an AI assistant maintain coherent identity across conversations. This is what I do when I'm building for myself.
See the Github ProjectCase Study
A decade of web, security, content, and infrastructure work for a community hospital: CMS architecture, HIPAA-aware content systems, bot mitigation, and the steady unglamorous care that keeps a healthcare site dependable. Real deadlines, real stakes, no decorative tech.
Security
Investigating and stopping coordinated scraping and bot attacks against client sites. Multi-layer Cloudflare WAF strategy, traffic pattern analysis, and the kind of small-team defensive work most security writing skips over.
Client Work
Content strategy, technical SEO, and ongoing web work for a specialty manufacturing client serving industrial buyers. The unglamorous backbone of a site that has to perform for procurement engineers, not just look good.
Detailed case studies
A few longer writeups on product architecture, AI workflows, security decisions, and the tradeoffs behind the build.
AI Application
Role-aware contract review for construction professionals, with risk triage, source citations, bilingual analysis, and secure RAG architecture.
Real Estate Operations
Transaction management for Gulf Coast real estate teams, with Alabama-specific deadline logic, compliance workflows, and role-aware dashboards.
Custom AI Tool
A private social media intelligence dashboard with daily briefings, post performance context, and an assistant layer designed around one specialist workflow.
Local-First AI Tooling
A local-first prompt engineering workbench with model-aware generation, style reference management, prompt libraries, and local LLM support.
Creative and exhibition work, including generative AI art, prompt experiments, and juried shows, lives separately at lauraflorey.art.
Have a project that looks a little like one of these?