diff --git a/src/didactopus/course_ingestion_compliance.py b/src/didactopus/course_ingestion_compliance.py
index 3229695..cb3d2b2 100644
--- a/src/didactopus/course_ingestion_compliance.py
+++ b/src/didactopus/course_ingestion_compliance.py
@@ -4,7 +4,12 @@ import argparse, json, yaml
 from .compliance_models import SourceInventory, PackComplianceManifest
 
 def load_sources(path: str | Path) -> SourceInventory:
-    data = yaml.safe_load(Path(path).read_text(encoding="utf-8")) or {}
+    p = Path(path)
+    raw = p.read_text(encoding="utf-8")
+    if p.suffix.lower() == ".json":
+        data = json.loads(raw) if raw.strip() else {}
+    else:
+        data = yaml.safe_load(raw) or {}
     return SourceInventory.model_validate(data)
 
 def build_pack_compliance_manifest(
diff --git a/src/didactopus/ocw_information_entropy_demo.py b/src/didactopus/ocw_information_entropy_demo.py
index daa733e..a560e01 100644
--- a/src/didactopus/ocw_information_entropy_demo.py
+++ b/src/didactopus/ocw_information_entropy_demo.py
@@ -163,6 +163,22 @@ def _load_groundrecall_runtime():
     return run_groundrecall_import, promote_import_to_store, export_groundrecall_query_bundle
 
 
+def _merge_source_inventories(primary_path: Path, extra_path: Path, out_path: Path) -> Path:
+    primary = load_sources(primary_path)
+    extra = load_sources(extra_path)
+    merged = []
+    seen_ids: set[str] = set()
+    for source in [*primary.sources, *extra.sources]:
+        if source.source_id in seen_ids:
+            continue
+        seen_ids.add(source.source_id)
+        merged.append(source.model_dump())
+    out_path.parent.mkdir(parents=True, exist_ok=True)
+    import yaml
+    out_path.write_text(yaml.safe_dump({"sources": merged}, sort_keys=False), encoding="utf-8")
+    return out_path
+
+
 def resolve_ocw_demo_paths(
     root: Path,
     course_repo: str | Path | None = None,
@@ -221,14 +237,29 @@ def run_ocw_information_entropy_demo(
     pack_dir: str | Path,
     run_dir: str | Path,
     skill_dir: str | Path,
+    wolfe_snippets_dir: str | Path | None = None,
+    wolfe_source_inventory: str | Path | None = None,
 ) -> dict:
     course_source = Path(course_source)
     source_inventory = Path(source_inventory)
     pack_dir = Path(pack_dir)
     run_dir = Path(run_dir)
     skill_dir = Path(skill_dir)
+    wolfe_snippets_dir = Path(wolfe_snippets_dir) if wolfe_snippets_dir is not None else None
+    wolfe_source_inventory = Path(wolfe_source_inventory) if wolfe_source_inventory is not None else None
 
     docs = adapt_documents(course_source)
+    wolfe_doc_count = 0
+    if wolfe_snippets_dir is not None and wolfe_snippets_dir.exists():
+        wolfe_docs = adapt_documents(wolfe_snippets_dir)
+        docs.extend(wolfe_docs)
+        wolfe_doc_count = len(wolfe_docs)
+    if wolfe_doc_count and not (wolfe_source_inventory is not None and wolfe_source_inventory.exists()):
+        review_flag = (
+            "Wolfe snippet augmentation was used without a Wolfe source inventory; compliance manifest excludes those augmentation sources."
+        )
+    else:
+        review_flag = ""
     if not docs:
         raise ValueError(f"No supported source documents found under {course_source}")
     courses = [document_to_course(doc, "MIT OCW Information and Entropy") for doc in docs]
@@ -238,6 +269,8 @@ def run_ocw_information_entropy_demo(
     concepts = extract_concept_candidates(merged)
     ctx = RuleContext(course=merged, concepts=concepts)
     run_rules(ctx, build_default_rules())
+    if review_flag:
+        ctx.review_flags.append(review_flag)
 
     draft = build_draft_pack(
         merged,
@@ -250,11 +283,21 @@ def run_ocw_information_entropy_demo(
     write_draft_pack(draft, pack_dir)
     write_source_corpus(merged, pack_dir)
     write_knowledge_graph(merged, ctx.concepts, pack_dir)
-    if source_inventory.exists():
-        inventory = load_sources(source_inventory)
+    effective_inventory_path = source_inventory
+    if wolfe_source_inventory is not None and wolfe_source_inventory.exists():
+        effective_inventory_path = _merge_source_inventories(
+            source_inventory,
+            wolfe_source_inventory,
+            run_dir / "merged_source_inventory.yaml",
+        )
+    if effective_inventory_path.exists():
+        inventory = load_sources(effective_inventory_path)
         compliance_manifest = build_pack_compliance_manifest(draft.pack["name"], draft.pack["display_name"], inventory)
         write_manifest(compliance_manifest, pack_dir / "pack_compliance_manifest.json")
-        (pack_dir / "source_inventory.yaml").write_text(source_inventory.read_text(encoding="utf-8"), encoding="utf-8")
+        if effective_inventory_path.suffix.lower() in {".yaml", ".yml"}:
+            (pack_dir / "source_inventory.yaml").write_text(effective_inventory_path.read_text(encoding="utf-8"), encoding="utf-8")
+        else:
+            (pack_dir / "source_inventory.json").write_text(effective_inventory_path.read_text(encoding="utf-8"), encoding="utf-8")
 
     validation = validate_pack(pack_dir)
     if not validation.is_valid:
@@ -324,6 +367,10 @@ def run_ocw_information_entropy_demo(
         "pack_dir": str(pack_dir),
         "skill_dir": str(skill_dir),
         "source_inventory": str(source_inventory),
+        "effective_source_inventory": str(effective_inventory_path),
+        "wolfe_snippets_dir": str(wolfe_snippets_dir) if wolfe_snippets_dir is not None else "",
+        "wolfe_source_inventory": str(wolfe_source_inventory) if wolfe_source_inventory is not None else "",
+        "wolfe_source_document_count": wolfe_doc_count,
         "review_flags": list(ctx.review_flags),
         "concept_count": len(ctx.concepts),
         "source_fragment_count": len(json.loads((pack_dir / "source_corpus.json").read_text(encoding="utf-8")).get("fragments", [])),
@@ -357,6 +404,8 @@ def main() -> None:
     parser.add_argument("--pack-dir")
     parser.add_argument("--run-dir")
     parser.add_argument("--skill-dir")
+    parser.add_argument("--wolfe-snippets-dir")
+    parser.add_argument("--wolfe-source-inventory")
     args = parser.parse_args()
 
     if args.course_repo_target:
@@ -383,6 +432,8 @@ def main() -> None:
         pack_dir=resolved["pack_dir"],
         run_dir=resolved["run_dir"],
         skill_dir=resolved["skill_dir"],
+        wolfe_snippets_dir=args.wolfe_snippets_dir,
+        wolfe_source_inventory=args.wolfe_source_inventory,
     )
     print(json.dumps(summary, indent=2))
 
diff --git a/tests/test_ocw_information_entropy_demo.py b/tests/test_ocw_information_entropy_demo.py
index ee1db34..5e0e5f9 100644
--- a/tests/test_ocw_information_entropy_demo.py
+++ b/tests/test_ocw_information_entropy_demo.py
@@ -57,3 +57,59 @@ def test_ocw_demo_accepts_directory_tree_sources(tmp_path: Path) -> None:
     assert len(corpus["sources"]) == 2
     assert groundrecall_bundle["bundle_kind"] == "groundrecall_query_bundle"
     assert any(fragment["lesson_title"] == "Shannon Entropy" for fragment in corpus["fragments"])
+
+
+def test_ocw_demo_can_apply_wolfe_snippet_augmentation(tmp_path: Path) -> None:
+    source_dir = tmp_path / "course"
+    source_dir.mkdir()
+    (source_dir / "unit1.md").write_text(
+        "# Course\n\n## Unit 1\n### Thermodynamics and Entropy\n- Objective: Explain entropy.\nEntropy links uncertainty to physics.",
+        encoding="utf-8",
+    )
+    sources = tmp_path / "sources.yaml"
+    sources.write_text("sources: []\n", encoding="utf-8")
+
+    wolfe_dir = tmp_path / "wolfe"
+    wolfe_dir.mkdir()
+    (wolfe_dir / "snippet.md").write_text(
+        "# Wolfe Snippet\n\n## Augmentation\n### Entropy Comparison\n- Objective: Compare Shannon entropy with thermodynamic entropy.\nThe two notions differ in interpretation even when the mathematics overlaps.",
+        encoding="utf-8",
+    )
+    wolfe_sources = tmp_path / "wolfe-sources.yaml"
+    wolfe_sources.write_text(
+        "\n".join(
+            [
+                "sources:",
+                "  - source_id: wolfe-local-snippet",
+                "    title: Wolfe local snippet",
+                "    url: file:///local/wolfe/snippet",
+                "    publisher: Local Library",
+                "    creator: Local Search",
+                "    license_id: local-only",
+                "    license_url: https://example.invalid/local-only",
+                "    retrieved_at: '2026-05-08'",
+                "    adapted: false",
+                "    attribution_text: Local Wolfe-derived snippet for private evaluation.",
+                "    excluded_from_upstream_license: true",
+                "    exclusion_notes: Local-only experimental augmentation.",
+            ]
+        ),
+        encoding="utf-8",
+    )
+
+    summary = run_ocw_information_entropy_demo(
+        course_source=source_dir,
+        source_inventory=sources,
+        pack_dir=tmp_path / "pack",
+        run_dir=tmp_path / "run",
+        skill_dir=tmp_path / "skill",
+        wolfe_snippets_dir=wolfe_dir,
+        wolfe_source_inventory=wolfe_sources,
+    )
+
+    bundle = json.loads((tmp_path / "pack" / "groundrecall_query_bundle.json").read_text(encoding="utf-8"))
+    manifest = json.loads((tmp_path / "pack" / "pack_compliance_manifest.json").read_text(encoding="utf-8"))
+    assert summary["wolfe_source_document_count"] == 1
+    assert summary["source_document_count"] == 2
+    assert "wolfe-local-snippet" in manifest["derived_from_sources"]
+    assert bundle["bundle_kind"] == "groundrecall_query_bundle"