Science fiction author David Brin's article Give Every AI a Soul-or-Else3, he offers one
+solution for addressing the AI Alignment and existential threats of AGI by suggesting through
+Accountability, not necessarily through laws or regulations but by other AI models. In a recent
+interview
+
So far we've been "lonely" as an intelligent species, with the advent of generative AI, we now
+have the beginnings of new culture of discourse with alien-to-us but intelligent beings. Let us
+make FOLIO and the work we enable in our institutions be a force of model accountability in a
+thriving information ecosystem.
diff --git a/next-steps-for-adopting-ai-and-ml-in-folio/conclusion.md b/next-steps-for-adopting-ai-and-ml-in-folio/conclusion.md
index 208efc9..56fd648 100644
--- a/next-steps-for-adopting-ai-and-ml-in-folio/conclusion.md
+++ b/next-steps-for-adopting-ai-and-ml-in-folio/conclusion.md
@@ -1,2 +1,50 @@
# Concluding Discussion
+
+
+
+
+
+## Questions
What are the opportunities and challenges for using generative AI in FOLIO?
+
+### Opportunities
+- Improve staff and patron workflows in FOLIO
+
+### Challenges
+- All of the [ethical considerations](../ethical-considerations-ai-ml-for-libraries/index.html) we
+ covered earlier in the workshop.
+
+## Final Thoughts
+Science fiction author David Brin's article *Give Every AI a Soul-or-Else*[^BRIN], he offers one
+solution for addressing the AI Alignment and existential threats of AGI by suggesting through
+**Accountability**, not necessarily through laws or regulations but by other AI models. In a recent
+interview
+
+So far we've been "lonely" as an intelligent species, with the advent of generative AI, we now
+have the beginnings of new culture of discourse with alien-to-us but intelligent beings. Let us
+make FOLIO and the work we enable in our institutions be a force of model accountability in a
+thriving information ecosystem.
+
+[^KEYS]: Original quote from 1971 to Xerox researches, expressed in this video [The Best Way to Predict the Future is to Create It. But Is It Already Too Late?](https://www.youtube.com/watch?v=dTPI6wh-Lr0)
+[^KARPATHY]: [No Priors Ep. 80 | With Andrej Karpathy from OpenAI and Tesla](https://www.youtube.com/watch?v=hM_h0UA7upI)
+[^BRIN]: [Give Every AI a Soul—or Else](https://www.wired.com/story/give-every-ai-a-soul-or-else/)