Local AI and open-weight models are becoming something to no longer ignore. I've started a community around this @tokenstead on X and tokenstead.ai YouTube and much more coming. DGX Spark on route, RTX 5090s and much more exciting builds. We need to have AI sovereignty!
1. Built an agent memory tool since all agents and clis are dumb and don't remember anything. Instead of prepping 300 project files and Md files I just say:
Check sugar memory for the latest thing we were working on.
2. The second thing is when making changes across a large codebase agents are also dumb at figuring this out and also grep 300 things, using tons of tokens. Instead I say
Check RemembrallMCP to analyze the impact of the change.
Currently, we face lots of churn in our ecosystems. API updates, CVEs that need updates, supply chain compromises - keeping up is getting harder and we need something to help us manage that, get notified and allow us to take action.
This is why I created ChangeSpec, an open standard to communicate software changes.
I'd love to get feedback and work on it together, it's still early but I hope you like it.
Working on a way for us to communicate software changes properly with people, systems and AI.
I'm frustrated at how we just do library updates and get whatever is next. Things break. Finding a changelog sucks. Vendor updates maybe put something in X.
We can do better so I'm starting an open initiative to tackle that.
Are you using multiple agents on the same project? If you are, use git worktrees.
I personally prefer 3-4 concurrent terminal sessions, working on different projects. Claude code usually runs around everywhere with agents, and sometimes takes 20 minutes to get shit done. During that time I'm shipping open source work, etc.
I use my own tools to help: Sugar and RemembrallMCP.
Sugar is used for memory that's stored outside sessions. So I say store this in sugar memory. If I open a new claude session later, and ask it to lookup sugar memory, it's there.
RemembrallMCP is a AST and code graph that helps the agents understand change impact of your codebase. Instead of insane greps veritical and horizontal, it uses this to quickly understand impact with very high accuracy, time reduction and low token limits.
https://github.com/roboticforce/remembrallmcp Code Dependency Graph - lets your agents understand change impact, saves tokens, better accuracy. Reduce giant agent Greps over and over.