in the Claude Code realm I use GSD and it manages all that and keeps token use low. Plus it writes to a file so memory is stored so I can type /clear and the token count resets yet it still can remember where I left off for the next work.
Check it out here:
Often times on fal.ai I'm trying a new text to image model and I just get an error. I try again, fail, try again and it works. Sad seeing it take $0.05 and give me an error but most of the time I pull the one-armed bandit again.
if you sandbox it and just address the main security issues (and don't mention prompt injection because its not like every LLM doesn't suffer from that vulnerability), OpenClaw can be fun to tinker with. The whole sky-is-falling mainstream media message is boring, look inside it and you simply be smart and responsible and you can enjoy it
i added a comment about GSD here and it was nice to see yours too... I'm just a user of GSD but boy has it changed the context rot I used to experience and the system is just one-shotting everything I ask from basic to complex and finally being able to handle stuff and not make things up and mess stuff up (or go in circles)...
You should try out the GSD system, check "GSD github repo"... it will launch everything as a phase and steps and clear context for you so you never compact, and tons of other features...
The way "Phases" are handled is incredible with research then planning, then execution and no context rot because behind the scenes everything is being saved in a State.md file...
I'm on Phase 41 of my own project and the reliability and almost absence of any error is amazing. Investigate and see if its a fit for you. The PAL MCP you can setup to have Gemini with its large context review what Claude codes.
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