# Proof of Concept Projects at AI Tinkerers

> Canonical HTML: https://aitinkerers.org/technologies/proof-of-concept
> Markdown URL: https://aitinkerers.org/technologies/proof-of-concept.md
> Technology record last updated: 2026-05-28T21:32:11Z
> Generated: 2026-09-21T06:47:42Z

A Proof of Concept (POC) is a targeted, low-fidelity exercise designed to verify that a product, feature, or technology is technically feasible before committing budget and engineering hours.

In product development, a Proof of Concept isolates the riskiest technical assumption of a project and tests it in a controlled environment. Unlike a prototype (which tests usability) or an MVP (which tests market demand), a POC answers one specific question: can we actually build this? For example, a fintech team might build a raw, unpolished script to verify if a legacy API can process transactions in under 200 milliseconds. By focusing strictly on feasibility rather than design, a POC gives stakeholders the empirical evidence needed to greenlight a project or pivot early, saving hundreds of development hours.

- Official technology site: https://www.atlassian.com/software/jira
- Public AI Tinkerers demos and talks: 1
- Result page: 1 of 1

## Recent Public Talks and Demos

### [AI-Assisted WordPress Vulnerability Hunting: From Plugin Code to Verified Findings](https://dallas-fort-worth.aitinkerers.org/talks/rsvp_ryp2dvTokTM)

I built a repeatable AI-assisted workflow for finding and validating vulnerabilities in WordPress plugins. In the demo, I’ll show the process end-to-end: selecting a plugin, launching a controlled test environment with a custom harness, then using Codex and a tailored AGENTS.md to scan the source, trace risky execution paths, validate the finding with a proof of concept, and generate a disclosure-ready report.

- Event context: AI Tinkerers Dallas-Fort Worth: June Meetup with Rasa — 2026-06-04 — Dallas Fort Worth
- Public talk page: https://dallas-fort-worth.aitinkerers.org/talks/rsvp_ryp2dvTokTM

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