I fully agree and this is why context engineering matters and unifying storage and orchestration and treating agents as just another function call is significan

I fully agree and this is why context engineering matters and unifying storage and orchestration and treating agents as just another function call is significant and getting full visibility into the pipeline to easily iterate and with with the I/O. This is a good sample implementation of that: https://github.com/pixeltable/pixelbot https://github.com/pixeltable/pixelbot