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An adversarial audit of the piragi -> in-house swap surfaced nine confirmed issues; this fixes all of them. - Re-ingest now REPLACES a source's chunks instead of appending. Add VectorStore.delete_by_source and BaseIndexPlugin.replace_on_reingest (default True), called before add_chunks in both ingest paths. Without it every startup / periodic / manual reindex appended a fresh copy of each doc's chunks, growing the tables unbounded and crowding out distinct results. Conversations opt OUT (replace_on_reingest=False): their many messages share one source URI, so delete-by-source would wipe history. - index_* now honor the plugin IngestResult. The explicit record endpoints (error / standard / decision / review / learning) raise on failure instead of writing a green tracking row for content that never persisted; conversation / journal indexing stays best-effort but skips the tracking row when the embed fails. index_message / index_entry return IngestResult. - A deprecated index type (code) now returns 404 instead of a 500 leaked from _get_plugin's missing-plugin error: add OptimalService.is_index_registered and guard the stats / clear / refresh routes. The panel drops the dead 'Code' category, filter, badge, label, and mock data. - Panel: getContext reads 'results' (matches SearchResponse) instead of a non-existent 'context' field; the reindex toast no longer reports phantom '0 code files'; the stats 'Updated' label uses the max timestamp across indexes rather than indexes[0]; ProactiveContextItem matches the wire shape. - Drop the always-zero per-document chunk_count from the documents API. - Remove dead RAG settings (hybrid_search, cross_encoder) the engine never consumed, and correct stale piragi / BM25 references in code, README, and CLAUDE.md. Delete the unused duplicate roboco/kb embedder package the swap shipped. Adds tests for replace-on-reingest (incl. the conversations carve-out) and the deprecated-index 404.