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diff --git a/slides/talks/2016-7-Airbus-Mimir/index.html b/slides/talks/2016-7-Airbus-Mimir/index.html
index 4d341760..afee1370 100644
--- a/slides/talks/2016-7-Airbus-Mimir/index.html
+++ b/slides/talks/2016-7-Airbus-Mimir/index.html
@@ -457,8 +457,40 @@
 						<li>Functional-Dependency Repair</li>
 					</ul>
 				</section>
+
 				<section>
-					<h2>Efforts in Progress</h2>
+					<h2>Entity Extraction</h2>
+					<pre><code>
+{ 
+	"grad":{"students":[ 
+    {name:"Alice",deg:"PhD",credits:"10"}, 
+    {name:"Bob",deg:"MS"}, ...]},
+  "undergrad":{"students":[ 
+    {name:"Carol"},
+    {name:"Dave",deg:"U"}, ...]}
+}
+					</code></pre>
+				</section>
+
+				<section>
+					<h2>Entity Extraction</h2>
+					<img src="graphics/extracted_entities.png" />
+				</section>
+
+				<section>
+					<h2>Entity Extraction Lens</h2>
+					<img src="graphics/synthesized_entities.png" />
+				</section>
+
+				<section>
+					<h2>Shared Workspaces</h2>
+					<img src="graphics/workspaces.png" />
+				</section>
+
+
+
+				<section>
+					<h2>Other Efforts in Progress</h2>
 					<ul>
 						<li>Priority: Aggregate Queries</li>
 						<li>Data Descriptors (DataGuides++)</li>
@@ -474,9 +506,9 @@
 				<section>
 					<img src="graphics/mimir_logo_final.png" height="200px">
 					<ul>
-						<li class="fragment">On-Demand Data Curation makes data exploration easier.</li>
-						<li class="fragment">"Best-Guess" results streamline analytics.
-						<div class="fragment">&nbsp;&nbsp;&nbsp;... if the DB communicates the resulting  uncertainty.</div></li>
+						<li>On-Demand Data Curation makes data exploration easier.</li>
+						<li>"Best-Guess" results streamline analytics.
+						<div>&nbsp;&nbsp;&nbsp;... if the DB communicates the resulting  uncertainty.</div></li>
 					</ul>
 					<p class="fragment"><b>Questions?</b></p>
 				</section>