# Confluence Projects at AI Tinkerers

> Canonical HTML: https://aitinkerers.org/technologies/confluence
> Markdown URL: https://aitinkerers.org/technologies/confluence.md
> Technology record last updated: 2026-02-24T08:55:42Z
> Generated: 2026-09-22T15:40:16Z

Confluence is Atlassian's collaborative team workspace: it serves as your organization's single source of truth for documentation, project plans, and knowledge sharing.

Confluence is the central hub for team knowledge, designed for fast, open collaboration (real-time editing is standard). It moves beyond simple documentation, offering features like Whiteboards and Databases, plus over 100 best-practice templates for everything from PRDs to meeting notes. Its core strength lies in its seamless integration with the Atlassian suite (Jira, Trello) and other tools like Slack and Microsoft Teams. Teams organize content into dedicated Spaces, ensuring quick discovery via the structured content tree and AI-powered search (Rovo) across all connected knowledge bases.

- Official technology site: https://www.atlassian.com/software/confluence
- Public AI Tinkerers demos and talks: 3
- Result page: 1 of 1

## Recent Public Talks and Demos

### [Shifting Out: Using AI to Translate Across the Organization](https://atlanta.aitinkerers.org/talks/rsvp_ws8aA88TM4Y)

I will explores how AI can act as a translation layer across the organization. Not replacing people, but helping teams shift perspective without losing meaning. How to: Translate executive intent into actionable product and engineering scopes Normalize language between product, design, engineering, and marketing Preserve context while shifting between abstraction levels (strategy ↔ tactics ↔ implementation) Reduce “telephone game” loss across async, distributed teams Rather than focusing on prompt tricks or specific models, this talk centers on organizational leverage: where AI creates clarity, where it introduces risk, and how to design workflows that make translation reliable instead of fragile.

- Event context: Co-Co-Code & Cocoa: The AI Tinkerers Atlanta Holiday Meetup — 2025-12-16 — Atlanta
- Public talk page: https://atlanta.aitinkerers.org/talks/rsvp_ws8aA88TM4Y

### [AI powered Strategy Tech Implementation Agent - PoC](https://nurnberg.aitinkerers.org/talks/rsvp_NXOOmmIp6lw)

We will present a PoC stage Agent which is AI empowered and covers the end to end technology implementation process from Strategy over Procurement to Implementation. The tool was built with Lovable and is based on an n8n backend for automation and LLM integration.

- Event context: AI Tinkerers Nürnberg First Meetup - July 3rd — 2025-07-03 — Nürnberg
- Public talk page: https://nurnberg.aitinkerers.org/talks/rsvp_NXOOmmIp6lw

### [Langdock](https://berlin.aitinkerers.org/talks/rsvp_ofGQpRMEz6E)

Langdock is a GDPR-compliant ChatGPT for Scale-ups & Enterprise. With support for 10+ Models (Closed & Open Source) and Workplace integrations such as Confluence, Notion, Google Drive and more we bring AI to the employees of scale-ups and enterprises.

- Event context: AI Tinkerers Berlin - November 24 — 2023-11-24 — Berlin
- Public talk page: https://berlin.aitinkerers.org/talks/rsvp_ofGQpRMEz6E

## Related Technologies

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- [Asciidoctor](https://aitinkerers.org/technologies/asciidoctor) ([Markdown](https://aitinkerers.org/technologies/asciidoctor.md)) — 1 public demo
- [AWS Step Functions](https://aitinkerers.org/technologies/aws-step-functions) ([Markdown](https://aitinkerers.org/technologies/aws-step-functions.md)) — 3 public demos
- [BERT](https://aitinkerers.org/technologies/bert) ([Markdown](https://aitinkerers.org/technologies/bert.md)) — 179 public demos
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- [DocFX](https://aitinkerers.org/technologies/docfx) ([Markdown](https://aitinkerers.org/technologies/docfx.md)) — 1 public demo
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- [Knowledge bases](https://aitinkerers.org/technologies/knowledge-bases) ([Markdown](https://aitinkerers.org/technologies/knowledge-bases.md)) — 2 public demos
- [Langdock](https://aitinkerers.org/technologies/langdock) ([Markdown](https://aitinkerers.org/technologies/langdock.md)) — 2 public demos
- [Llama-2](https://aitinkerers.org/technologies/llama-2) ([Markdown](https://aitinkerers.org/technologies/llama-2.md)) — 227 public demos