Become an AI Specialist · module 3 of 8
Surface and context
What the agent can reach for and what is put in its hands: how many tools, telling them apart, designing the return, the error that teaches, writing your own, inside the compiler, the tray filling up.
What this module changes: Changes the ring's outer surface and its compiler. The wall of outward-facing tools narrows, and what enters the compiler funnel gets checked.
- Give it the fewest tools that finish the jobHow many tools should it have — all of them?
Written, not built yet.
- Make two similar tools tell themselves apartTwo tools look like they do the same thing — which one gets picked?
Written, not built yet.
- Make what the tool returns readableWhat should a tool hand back — everything it found?
Written, not built yet.
- Make the error message fix the next attemptThe tool failed — what should it say?
Written, not built yet.
- Decide which step deserves to become a toolShould this step become a tool, or stay something I explain?
Written, not built yet.
- See exactly what it gets handed each turnOn one turn, what exactly is put in front of the model?
Written, not built yet.
- Stop it forgetting your first instruction late in a runLate in a long run, why does it drop what I said at the start?
Written, not built yet.