diff --git a/backlog/tasks/ml-144 - Implement-magazine-issue-ingestion-pipeline.md b/backlog/tasks/ml-144 - Implement-magazine-issue-ingestion-pipeline.md
index d18a1dda..abc8822c 100644
--- a/backlog/tasks/ml-144 - Implement-magazine-issue-ingestion-pipeline.md	
+++ b/backlog/tasks/ml-144 - Implement-magazine-issue-ingestion-pipeline.md	
@@ -4,6 +4,7 @@ title: Implement magazine issue ingestion pipeline
 status: To Do
 assignee: []
 created_date: '2026-04-22 15:38'
+updated_date: '2026-04-24 06:51'
 labels:
   - feature
   - magazines
@@ -21,7 +22,7 @@ Build a pipeline to ingest music magazine issues (PDF), extract structured metad
 
 ## Approach (Approved)
 **Approach 1 — Text-first, single LLM pass with structured output:**
-- Extract text locally with pdftotext (poppler, shell from Elixir)
+- Extract text locally with pdftotext (poppler, shell from Elixir) or [kreuzberg](https://hex.pm/packages/kreuzberg)
 - Feed chunks to OpenAI Responses API with JSON schema for structured output
 - One Oban worker per issue, one API call per chunk
 - Cost estimate: ~$0.01–0.10 per issue with gpt-4o-mini
@@ -32,8 +33,8 @@ Build a pipeline to ingest music magazine issues (PDF), extract structured metad
 3. Extract text locally (pdftotext)
 4. Split by section boundaries (page breaks, headings)
 5. Per-chunk LLM call requesting structured payload:
-   - `mentions`: [{type: "artist"|"album"|"track", name, artist_name?, release_date?, context_snippet}]
-   - `topic`: "review"|"news"|"upcoming"|"feature"
+   - `mentions`: `[{type: "artist"|"album"|"track", name, artist_name?, release_date?, context_snippet}]`
+   - `topic`: `"review"|"news"|"upcoming"|"feature"`
 6. Persist to new `Magazines` context (Issue, Mention schemas)
 7. Resolve each mention against existing records/artists by name (MusicBrainz lookup fallback for unknowns)
 
@@ -61,3 +62,10 @@ Build a pipeline to ingest music magazine issues (PDF), extract structured metad
 - [ ] #5 Magazine mentions surface on record/artist detail pages
 - [ ] #6 Cost per issue documented and under budget estimate
 <!-- AC:END -->
+
+## Definition of Done
+<!-- DOD:BEGIN -->
+- [ ] #1 I can open a page in the application, drag and drop a magazine PDF, and start ingestion
+- [ ] #2 For each artist/album in the collection and Wishlist, I can see relevant informational articles coming from ingested magazines
+- [ ] #3 I can see a list of ALL ingested items, even those which don't have direct correlation with existing records and artists
+<!-- DOD:END -->