"AIOS: AI Agents and Operating Systems" - PS04 - Mar 31, 2024

Опубликовано: 07 Август 2026
на канале: PolyAgent
334
5

0:00 - Quick introductions of participants
7:57 - Overview of AIOS paper and goals of embedding LLMs into operating systems
10:08 - Skepticism about AIOS approach leading to AGI
12:52 - Discussion of agent scheduling abstractions in the paper
17:02 - Concerns about data integration and provenance in AIOS
21:11 - Using heuristics and inference to determine relevant information (e.g. "Paris, France")
24:10 - Memory management challenges - integrating new information, preventing hallucinations
27:46 - Short-term vs long-term memory in AIOS
29:17 - Biological parallels - people who remember everything due to lack of neurological pruning
33:01 - Memory storage management - concerns about data bloat over time
37:07 - The importance of agent "experience" rather than just a pipeline of memory
40:48 - Idea of spawning researcher clones with different experience priors
43:09 - Handling immutable operations and potential errors
45:53 - Wisdom of the crowd with swarms of agents vs individual accuracy
48:06 - Concerns that AIOS long-term memory is not modeling human memory
51:37 - Debate about whether we overwrite memories each time we recall them
52:56 - Potential of using knowledge graphs for long-term agent memory
55:57 - Updates on indexing papers and building a research knowledge graph