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Description

I had a conversation with ⁠Ayomide Odumakinde⁠ (member of technical staff at Cohere AI labs) . We discussed artificial intelligence, the history of ideas in this field, current tools and methods, and what to expect in the years to come.

Links to things discussed/mentioned in this episode

Text Tokenization

https://www.ai21.com/knowledge/tokenization/

https://huggingface.co/learn/llm-course/en/chapter2/4

Supervised finetuning

Scaling law papers

⁠Kaplan et al, 2020⁠

⁠Hoffmann et al., 2022⁠

⁠Sardana et al., 2024⁠

Reinforcement learning

Reinforcement learning from human feedback (RLHF)

⁠Ziegler, et al, 2019⁠

⁠Learning to summarize with human feedback⁠

Reinforcement Learning with Verifiable Rewards

Effective context engineering & context rot

Qroq inference engine

Continual AI & learning

https://www.continualai.org

https://www.ibm.com/think/topics/continual-learning

Retrieval-augmented generation (RAG)

Function & tool calling with LLMs

Long-term memory in agentic systems

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