AI Demo Hub

A small set of working demos used to explore prompt safety, retrieval, and data workflows without pretending the experiments are already a polished product line.

Connected demo surfaces

Prompt safety, retrieval, and workflow demos are kept close enough to compare, test, and explain without pretending they are one finished platform.

Guardrails in context

The demos are useful because they expose the safety, access, and observability questions that show up when experiments start becoming real delivery work.

Useful implementation notes

Each demo doubles as a reference point for architecture, permissions, and the decisions that sit above the code.

Current demos

Each experience shows a different slice of the work: prompt defenses, grounded retrieval, and automation-oriented data flows.

Prompt Injection Scanner

PromptDefenders

Detects prompt injection attempts, jailbreak patterns, and unsafe tool calls before they ever reach your production agents.

Key tech

Next.js
FastAPI
LangChain
TypeScript

See code

See demo

RAG Answering Engine

CSBrainAI

Retrieves the right note set, repo context, or knowledge source and streams grounded answers across technical content.

Key tech

Next.js
Python
Supabase
OpenAI

See code

See demo

Product Scraper & Data Pipeline

ShopMatch

Scrapes product catalogs, enriches each SKU, and hands clean data to your merchandising or attribution stack.

Key tech

n8n
Playwright
Python
PostgreSQL

See code

See demo