diff --git a/domains/entertainment/content-serving-commercial-functions-can-simultaneously-serve-meaning-functions-when-revenue-model-rewards-relationship-depth.md b/domains/entertainment/content-serving-commercial-functions-can-simultaneously-serve-meaning-functions-when-revenue-model-rewards-relationship-depth.md
index 4f6a656f3..b3d398fe5 100644
--- a/domains/entertainment/content-serving-commercial-functions-can-simultaneously-serve-meaning-functions-when-revenue-model-rewards-relationship-depth.md
+++ b/domains/entertainment/content-serving-commercial-functions-can-simultaneously-serve-meaning-functions-when-revenue-model-rewards-relationship-depth.md
@@ -29,6 +29,12 @@ This challenges the assumption that commercial optimization necessarily degrades
 - Academic framing of tour as "cultural touchstone" where "audiences see themselves reflected in Swift's evolution"
 - 3-hour concert functioning as "the soundtrack of millions of lives" (simultaneous coordination at scale)
 
+
+### Additional Evidence (confirm)
+*Source: [[2025-01-01-sage-algorithmic-content-creation-systematic-review]] | Added: 2026-03-15*
+
+The SAGE review's finding that algorithmic pressure degrades creative expression specifically for platform-dependent creators confirms that revenue model is the mediating variable. Creators who escape platform dependency through alternative revenue models (subscription, loss-leader, owned platforms) escape the pressure toward formulaic content, supporting the claim that revenue model determines whether commercial and meaning functions can coexist.
+
 ---
 
 Relevant Notes:
diff --git a/inbox/archive/.extraction-debug/2025-01-01-sage-algorithmic-content-creation-systematic-review.json b/inbox/archive/.extraction-debug/2025-01-01-sage-algorithmic-content-creation-systematic-review.json
new file mode 100644
index 000000000..07b48c91c
--- /dev/null
+++ b/inbox/archive/.extraction-debug/2025-01-01-sage-algorithmic-content-creation-systematic-review.json
@@ -0,0 +1,26 @@
+{
+  "rejected_claims": [
+    {
+      "filename": "algorithmic-optimization-pressures-creators-toward-formulaic-content-when-revenue-depends-on-platform-distribution.md",
+      "issues": [
+        "missing_attribution_extractor"
+      ]
+    }
+  ],
+  "validation_stats": {
+    "total": 1,
+    "kept": 0,
+    "fixed": 3,
+    "rejected": 1,
+    "fixes_applied": [
+      "algorithmic-optimization-pressures-creators-toward-formulaic-content-when-revenue-depends-on-platform-distribution.md:set_created:2026-03-15",
+      "algorithmic-optimization-pressures-creators-toward-formulaic-content-when-revenue-depends-on-platform-distribution.md:stripped_wiki_link:meme-propagation-selects-for-simplicity-novelty-and-conformi",
+      "algorithmic-optimization-pressures-creators-toward-formulaic-content-when-revenue-depends-on-platform-distribution.md:stripped_wiki_link:information-cascades-create-power-law-distributions-in-cultu"
+    ],
+    "rejections": [
+      "algorithmic-optimization-pressures-creators-toward-formulaic-content-when-revenue-depends-on-platform-distribution.md:missing_attribution_extractor"
+    ]
+  },
+  "model": "anthropic/claude-sonnet-4.5",
+  "date": "2026-03-15"
+}
\ No newline at end of file
diff --git a/inbox/archive/2025-01-01-sage-algorithmic-content-creation-systematic-review.md b/inbox/archive/2025-01-01-sage-algorithmic-content-creation-systematic-review.md
index e28576227..13b501470 100644
--- a/inbox/archive/2025-01-01-sage-algorithmic-content-creation-systematic-review.md
+++ b/inbox/archive/2025-01-01-sage-algorithmic-content-creation-systematic-review.md
@@ -7,10 +7,14 @@ date: 2025-01-01
 domain: entertainment
 secondary_domains: [ai-alignment]
 format: academic-article
-status: unprocessed
+status: enrichment
 priority: medium
 tags: [algorithmic-pressure, content-creation, creative-freedom, platform-dependency, storytelling-quality]
 flagged_for_theseus: ["Algorithmic shaping of creative expression — parallels with AI alignment concerns about optimization pressure distorting human values"]
+processed_by: clay
+processed_date: 2026-03-15
+enrichments_applied: ["content-serving-commercial-functions-can-simultaneously-serve-meaning-functions-when-revenue-model-rewards-relationship-depth.md"]
+extraction_model: "anthropic/claude-sonnet-4.5"
 ---
 
 ## Content
@@ -42,3 +46,10 @@ Counterpoint evidence:
 PRIMARY CONNECTION: [[meme propagation selects for simplicity novelty and conformity pressure rather than truth or utility]]
 WHY ARCHIVED: Academic evidence that algorithmic pressure degrades creative expression, BUT the pressure is mediated by revenue model — creators who escape ad-supported dependency escape the pressure
 EXTRACTION HINT: The key variable is REVENUE MODEL, not ALGORITHM. Algorithms are the mechanism, but the revenue model determines whether the algorithm controls creative decisions. Content-as-loss-leader, subscription, and owned-platform models all insulate creators from algorithmic creative pressure.
+
+
+## Key Facts
+- LinkedIn's algorithm now emphasizes authentic professional storytelling over promotional content
+- LinkedIn actively demotes content with excessive hashtags, external links in post text, and engagement baiting tactics
+- SAGE systematic review published in Work, Employment and Society journal, January 2025
+- Review found creators develop 'folk theories' of curation algorithms that impact work strategies