The context compression frontier
What happens when using fewer tokens makes an AI system slower — and eventually less trustworthy?
Being shapedThe notebook
Things I'm learning in public.
Experiments when I have data. Reflections when I have experience. Thoughts when I'm still working something out.
AI multiplies output, not human capacity
AI can multiply production faster than accountable human understanding can absorb it.
Read the reflectionSpeed amplifies the system
Speed tells us how quickly we move. Feedback decides whether it becomes progress.
Being shaped