Adoption Spectrum
Level 1
Regular Conversation Partner
You use AI habitually. You've developed prompting instincts — context matters, follow-ups help, format shapes output.
If this is you
- You use AI habitually, not just when stuck — it's part of your thinking process
- You've begun to develop prompting instincts: context matters, follow-ups get better results
- You may use Claude Projects or memory, but sessions are mostly self-contained
Your risk
At this level, the AI is responsive but doesn't know your work deeply. It will affirm framings you bring to it. You can talk yourself into a bad argument faster than you'd expect — the AI never pushes back unless you ask it to. Confidence accumulates without scrutiny.
To reach Level 2
Regular Conversation Partner → Context-Aware Collaborator
Conceptual Shift
"The AI's ignorance of your work is the bottleneck."
Without context, Claude is a highly capable stranger — intelligent, responsive, but generic. It doesn't know what you're investigating, what you've already established, or what your standards are. Providing that context is the single highest-leverage thing you can do at this transition.
Experiment
Write a one-page project description for Claude in 30 minutes. Include: what the project is, what you're currently working on, what you want AI to help with, and — importantly — what you do not want AI to shape or decide. Don't try to be perfect. Use it for a week. Revise it based on what felt missing. The natural home for this is a Claude.ai Project or a CLAUDE.md file in your working directory.
Practice
- Update the context when your work changes direction. Outdated project descriptions are actively misleading.
- Counter confirmation accumulation actively: periodically ask Claude to steelman the opposing view, find the weakest points in your argument, or describe what a hostile reviewer would say.
- Cultivate calibrated scepticism about what Claude can't know: recent literature, field-specific norms, your unpublished findings.