karpathy-wiki-read

A citation contract for wiki-grounded answers is enforced by applying a deterministic 6-step orientation ladder that attaches verifiable wiki sources to every response before delivery.

The best way to determine wiki coverage is using a deterministic 6-step orientation ladder that evaluates signal-term matches and index signals to decide whether to inline-read, spawn an Explore subagent, or fall through to web search.

The orientation ladder decides between inline reading and spawning an Explore subagent by evaluating signal-term matches and index signals. It routes the query through the appropriate read-path to produce a grounded response.

You should route a wiki query to web search when the 6-step orientation ladder identifies gaps in wiki coverage. The ladder evaluates signal-term matches and falls through to web search to fill missing information.

Yes, you need a load-on-demand protocol to prepare wiki citations. It must be loaded before answering any user question to ensure the 6-step orientation ladder evaluates wiki coverage and produces grounded responses.

Yes, you can use an Explore subagent for information retrieval when the orientation ladder determines wiki coverage is insufficient. The 6-step process branches to an Explore subagent or web search based on signal-term matches.