# Output Projects at AI Tinkerers

> Canonical HTML: https://aitinkerers.org/technologies/output
> Markdown URL: https://aitinkerers.org/technologies/output.md
> Technology record last updated: 2026-02-26T13:23:35Z
> Generated: 2026-09-21T08:46:50Z

Output builds the software instruments and studio hardware that power modern music production.

Output provides the essential toolkit for high-level creators (including Kendrick Lamar and Rihanna). Their lineup centers on Arcade: a cloud-based loop synthesizer with a massive, searchable library. They also produce industry-standard effects like Thermal and Portal, plus precision-engineered studio furniture. With users in 160 countries, Output focuses on removing technical barriers through clean design and professional-grade audio engines.

- Official technology site: https://output.com
- Public AI Tinkerers demos and talks: 2
- Result page: 1 of 1

## Recent Public Talks and Demos

### [AI that launches, runs and owns a software company](https://boston.aitinkerers.org/talks/rsvp_6f7XP_QTpP0)

In this demo we will show new legal technology called a "Tokenized IP License". It allows an AI to own software and IP, bypassing human organizations. The AI can then manage a higher volume of use cases and merges than human organizers can support. I will show the operations that are required and the AI skills to operate them. I will demonstrate a conversation with an OpenClaw that instructs it to research, launch, promote, and build a new project.

- Event context: {Cancelled due to Blizzard Warning } AI Tinkerers Boston: February 2026 Meetup — 2026-02-23 — Boston
- Public talk page: https://boston.aitinkerers.org/talks/rsvp_6f7XP_QTpP0

### [Repeated inference in practice](https://hamburg.aitinkerers.org/talks/rsvp_WxCKoC_z4CQ)

We use LLMs to identify which elements on a website are most relevant for changes based on a specific marketing strategy. This is a complex task, and due to the size of the prompt, the structured output from the LLM can sometimes be unstable and may lack precision and recall. By running multiple inferences and combining and reranking the outputs, we can achieve better stability and quality in the results.

- Event context: AI Tinkerers Hamburg - September 12 — 2024-09-12 — Hamburg
- Public talk page: https://hamburg.aitinkerers.org/talks/rsvp_WxCKoC_z4CQ

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