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3 contributions to GET SHIT DONE
Context meter?
What does the context meter actually reflect? The actual context window consumption or the limits imposed by GSD? The meter goes to 100% but my understanding is that 60% is the context rot threshold.
1 like • 14d
@Marcel Reschke that’s an interesting approach, but is that necessarily true? That would imply that the context limit of the models dictates what’s actually clear or not. We’re engineering context to make them more suitable for the models to avoid mistakes. GSD addresses context rot by creating phases and established a workflow to start each phase in a new model. So, it’s not even about hitting the 65-70% context threshold. It’s about the fact that each phase should be instantiated in a fresh context. RLM would eliminate that need.
1 like • 13d
@Marcel Reschke that’s why I’m so keen on RLM. It literally solved the context rot problem on the hardest benchmarks. I don’t quite understand it yet, but essentially, it’s the same instance. No context rot. At least as far as I understand it.
GSD with RLM
I’m bullish on RLMs. Here is an initial exploration of the concepts with Claude Code. https://claude.ai/share/c78720cc-84e6-45b3-b2fc-b53bcdc4add9
0 likes • 14d
Chase Ai talks RLMs. https://youtu.be/KvrJaGqHz14?si=0zkbEIflil4O6NWE
Aloha!
I’m a teaching professor of intro programming with Python and Java. I have an MS in CS and have been into LLMs for a minute now. Met @Lex Christopherson through his Bitwig community, producing some tracks of my own. I’m keen on using AI tools and learning the GSD system in and out. I use Antigravity, VSCode, and Obsidian with Claude Code and Gemini.
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Stephan Ralescu
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@stephan-ralescu-5357
Discovered house & techno in Tokyo circa 1989. Loopy dubs on Solar Phenomena as VAPNIK and a vinyl on Natural Selections. Always learning & giving.

Active 3d ago
Joined Jan 18, 2026
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