With the last episode in 2024, I dare to release an solo episode, summarizing my christmas research on the topics of

- Small Language models

- Agentic Systems

- Advanced Reasoning / Test time compute paradigm

I hope you find it interesting and useful!

All the best for 2025!

## AAIP Community

Join our discord server and ask guest directly or discuss related topics with the community.

https://discord.gg/5Pj446VKNU

## TOC

00:00:05 Intro

00:01:52 Part 1 - Small Language Models

00:20:16 Part 2 - Agentic Systems

00:36:16 Part 3 - Advanced Reasoning

00:58:08 Outro

## References

- Testing Qwen2.5 - https://huggingface.co/spaces/Qwen/Qwen2.5

- Qwen2.5 Technical report - https://arxiv.org/pdf/2412.15115

- Agents: https://www.superannotate.com/blog/llm-agents

- Scaling Test-time compute: https://arxiv.org/html/2408.03314v1

- Test time compute: https://huggingface.co/spaces/HuggingFaceH4/blogpost-scaling-test-time-compute

- O3 achieving 88% on ARC-AGI https://arcprize.org/blog/oai-o3-pub-breakthrough

- https://arxiv.org/html/2409.01374v1 - Human performance on ARC-AGI 76%