Day 0 source-closed attempt
“The agent chooses a tool and uses it.”
Learning by reconstruction
Close the source before answering. Socratink preserves your explanation, then compares what you can rebuild when you return.
RFCs, API docs, papers, lectures, or notes · Continue as a guest
Use it before a design review, your first PR in an unfamiliar codebase, or an on-call rotation.
“The agent chooses a tool and uses it.”
“The agent uses a tool, checks the result against the goal, then continues, retries, or stops.”
First, the source is available as context. Then it closes. The prompt asks who checks the tool result before the next step. The learner writes that an agent gets a goal, chooses a tool, and uses it to act. That answer shows tool use was recalled, but it omits the verifier that the prompt asked for. Updating the plan was not asked in this attempt, so it remains untested.
Your own explanation is what counts. Socratink records where the connection breaks, opens study around that break, then decides what should return.
Use material you already care about: a paper, a chapter, a lecture, or your own notes.
Rebuild one connection before the source or AI opens. That first answer becomes the evidence baseline.
Study only what was missing, then rebuild the connection later without the source or AI.
What the record can honestly say
Reading and AI explanations can help, but they do not show what you can produce.
An explanation made from memory becomes evidence of what changed.
Your map changes only when you reconstruct. Reading and AI explanations stay context, never evidence.