{"schemaVersion":1,"target":{"type":"reading","id":"843903da6325079107a50b55ff3e0cda7fab3f4b482443c535cef38996d90458","revision":"e2263517-9e83-425a-877c-76f1bee4ef4a","revisionKind":"publication-id","title":"arXiv cs.AI: Encode Once, Answer Many: Internalizing Context via Parametric Flow","url":"https://escapemeridian.com/readings/arxiv-cs-ai-encode-once-answer-many-internalizing-context-via-843903da"},"source":{"type":"source","id":"https://arxiv.org/abs/2610.38356","revision":"50cb16413e6d342f388eb31d3fe8804125f73e7d9993400e121c39dc3ffe45de","revisionKind":"sha256-source-text","title":"Encode Once, Answer Many: Internalizing Context via Parametric Flow","url":"https://arxiv.org/abs/2610.38356"},"status":"available","items":[],"next":null,"scope":"Explicit citations in public readings and public file attachments to this reading. Shared topics are not citations. Other artifact types need an explicit reference adapter."}