# AI inference Projects at AI Tinkerers

> Canonical HTML: https://aitinkerers.org/technologies/ai-inference
> Markdown URL: https://aitinkerers.org/technologies/ai-inference.md
> Technology record last updated: 2026-03-10T16:09:03Z
> Generated: 2026-10-25T02:02:28Z

AI inference is the deployment phase: a trained machine learning model processes new, unseen data to generate predictions or real-time outputs.

Inference is where the value is realized: it’s the process of running a trained model—like a Large Language Model (LLM) or a computer vision system—to produce an actionable result. This is a high-stakes, compute-intensive operation focused on low-latency and high-throughput performance. Hardware accelerators are key here: specialized chips like the NVIDIA H100 GPU and Google’s Edge TPU are optimized specifically for this workload, often utilizing techniques like quantization to reduce model weights for speed. Real-world applications include autonomous vehicles making millisecond decisions, real-time language translation, and generative AI services like ChatGPT responding to user prompts.

- Official technology site: https://www.ibm.com/topics/ai-inference
- Public AI Tinkerers demos and talks: 1
- Result page: 1 of 1

## Recent Public Talks and Demos

### [Introduction Groq - world's fastest AI inference](https://singapore.aitinkerers.org/talks/rsvp_o2UoRjDZ0W8)

- Event context: AI Tinkerers Singapore: 5th Meetup - February 21st, 2025 — 2025-02-21 — Singapore
- Public talk page: https://singapore.aitinkerers.org/talks/rsvp_o2UoRjDZ0W8

## Related Technologies

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- [On-prem solutions](https://aitinkerers.org/technologies/on-prem-solutions) ([Markdown](https://aitinkerers.org/technologies/on-prem-solutions.md)) — 1 public demo
