# AI development Projects at AI Tinkerers

> Canonical HTML: https://aitinkerers.org/technologies/ai-development
> Markdown URL: https://aitinkerers.org/technologies/ai-development.md
> Technology record last updated: 2026-03-27T00:36:18Z
> Generated: 2026-09-23T06:48:52Z

AI development is the engineering discipline of building, fine-tuning, and deploying machine learning models to automate complex cognitive tasks.

Modern AI development has shifted from experimental research to a standardized production lifecycle. Engineers leverage massive datasets and high-compute clusters (like NVIDIA H100s) to train foundation models, then apply techniques such as Retrieval-Augmented Generation (RAG) and Low-Rank Adaptation (LoRA) to specialize performance. The process demands a rigorous stack: Python-based frameworks like PyTorch or TensorFlow for model architecture, vector databases like Pinecone for long-term memory, and MLOps pipelines to monitor drift and latency. By integrating these components, developers move beyond simple chatbots to create autonomous agents and predictive systems that handle real-world scale.

- Official technology site: https://openai.com/news/topics/developers/
- Public AI Tinkerers demos and talks: 1
- Result page: 1 of 1

## Recent Public Talks and Demos

### [Potato - Running A/B experiments to make models better](https://seattle.aitinkerers.org/talks/rsvp_LudBNN5bjlY)

Potato is a platform for running experiments, to make AI models better. Under the hood I've built a custom container orchestrator designed specifically for AI development workloads. Potato is useful when you’re iterating on model development, and want to be scientific about testing and measuring changes.

- Event context: AI Tinkerers Seattle - September Meetup — 2023-09-20 — Seattle
- Public talk page: https://seattle.aitinkerers.org/talks/rsvp_LudBNN5bjlY

## Related Technologies

- [A/B testing](https://aitinkerers.org/technologies/a-b-testing) ([Markdown](https://aitinkerers.org/technologies/a-b-testing.md)) — 3 public demos
- [Amazon EKS](https://aitinkerers.org/technologies/amazon-eks) ([Markdown](https://aitinkerers.org/technologies/amazon-eks.md)) — 3 public demos
- [Apache Mesos](https://aitinkerers.org/technologies/apache-mesos) ([Markdown](https://aitinkerers.org/technologies/apache-mesos.md)) — 1 public demo
- [Docker Swarm](https://aitinkerers.org/technologies/docker-swarm) ([Markdown](https://aitinkerers.org/technologies/docker-swarm.md)) — 1 public demo
- [Google Kubernetes Engine](https://aitinkerers.org/technologies/google-kubernetes-engine) ([Markdown](https://aitinkerers.org/technologies/google-kubernetes-engine.md)) — 1 public demo
- [Kubernetes](https://aitinkerers.org/technologies/kubernetes) ([Markdown](https://aitinkerers.org/technologies/kubernetes.md)) — 35 public demos
- [LLMs](https://aitinkerers.org/technologies/llms) ([Markdown](https://aitinkerers.org/technologies/llms.md)) — 83 public demos
- [Marathon](https://aitinkerers.org/technologies/marathon) ([Markdown](https://aitinkerers.org/technologies/marathon.md)) — 1 public demo
- [Nomad](https://aitinkerers.org/technologies/nomad) ([Markdown](https://aitinkerers.org/technologies/nomad.md)) — 1 public demo
- [OpenShift](https://aitinkerers.org/technologies/openshift) ([Markdown](https://aitinkerers.org/technologies/openshift.md)) — 1 public demo
- [Potato](https://aitinkerers.org/technologies/potato) ([Markdown](https://aitinkerers.org/technologies/potato.md)) — 1 public demo