The context compression frontier
What happens when using fewer tokens makes an AI system slower — and eventually less trustworthy?
Being shapedThe notebook
Experiments when I have data. Reflections when I have experience. Thoughts when I'm still working something out.
What happens when using fewer tokens makes an AI system slower — and eventually less trustworthy?
Being shapedAI can multiply production faster than accountable human understanding can absorb it.
Read the reflectionAI can accelerate production beyond our ability to understand, verify and correct what it creates.
Read the thought