# Top Ten Challenges to Reach AGI — Stephen Chin, Andreas Kollegger AI Engineer · 2025-07-22 Stephen Chin and Andreas Kollegger, curators of the GraphRAG track at AI Engineer World's Fair, use ten sci-fi memes to expose top challenges to AGI—from Memento's short-term memory as prompt engineering to Skynet's unintended consequences, the Matrix's agent simulation, Hal's trust issues, emotions as bug/feature, Frankenstein's creator obligations, Terminator's time travel, Star Wars' language nuance, the Borg's assimilation, and Deep Thought's right questions. They argue graphs and graph technology can solve some of these challenges, inviting the audience to the GraphRAG track to learn which ones. The episode delivers a playful yet pointed framework connecting pop culture to core AGI obstacles. ## Questions this episode answers ### What are the ten sci-fi-inspired AGI challenges presented by Stephen Chin and Andreas Kollegger? Andreas Kollegger and Stephen Chin presented ten sci-fi memes to frame AGI challenges: Memento (short-term memory limits in prompt engineering), Skynet (unforeseen consequences of autonomous decisions), Matrix (agents turning the simulation on us), Hal (trust, transparency, misaligned goals), emotions as bug or feature, Frankenstein (creator obligations), Terminator (inventing time travel), Star Wars (grasping language nuances, sarcasm, idioms), Borg/hive mind (assimilation vs pets), and Deep Thought (knowing the right questions). [1:24](https://aie.addtry.com/83e37dcc-e14e-477e-bf51-e553163bed51?t=84000) ### Why do Stephen Chin and Andreas Kollegger believe AI engineers have a social responsibility regarding AGI? Stephen Chin argued that as the industry gets close to AGI, there is a social responsibility to examine its boundaries and limits. He emphasized that computer scientists should look to science fiction for insights, referencing the obligations of creators as in Frankenstein, and the need to be thoughtful about the consequences of autonomous systems. [0:48](https://aie.addtry.com/83e37dcc-e14e-477e-bf51-e553163bed51?t=48000) ### How do graph technologies aim to address the challenges of achieving AGI, according to the curators of the GraphRAG track? Chin and Kollegger promised that their GraphRAG track at the AI Engineer World's Fair would reveal which of the ten meme-illustrated AGI challenges are solvable by graph technology and knowledge graphs, though they did not specify details during this teaser. [4:01](https://aie.addtry.com/83e37dcc-e14e-477e-bf51-e553163bed51?t=241000) ## Key moments - **[0:00] Intro** - **[1:24] Memento** - [1:24] Andreas Kollegger likens prompt engineering to Memento's protagonist who can't remember 15 minutes ago. - **[1:43] Skynet** - **[2:04] The Matrix** - [2:04] "Will we notice when they flip the script and we're living in their simulation?" - **[2:22] HAL** - **[2:38] Emotions** - **[2:50] Frankenstein** - **[3:07] Terminator** - **[3:21] Star Wars** - **[3:36] Borg** - **[3:49] Deep Thought** - [3:49] "We might have the tools to build AGI, but do we even know what the right questions are?" - **[4:01] Outro** ## Speakers - **Andreas Kollegger** (guest) - **Stephen Chin** (guest) ## Topics RAG & Retrieval, Prompt Engineering ## Mentioned AI Engineer (company), Neo4j (company) ## Transcript ### Intro **Stephen Chin** [0:17] Allright. Hey, so great to see everyone here at AI Engineer World's Fair. Andre and I have the honor of curating the GraphRAG track, which is happening here, and I thought— I thought the jokes Simon had about bugs were— **Andreas Kollegger** [0:32] Spot on. **Stephen Chin** [0:33] Spot on, hilarious. And that's the reason why we care so much about getting really good data, like— like building a solid foundation and good grounding for models. And we're going to— we're going to chat a bit because I think we have a social responsibility. We're— we're getting so close to AGI as a— as an industry. We have a— we have a social responsibility to— to kind of see what the boundaries and what the limits of there are of this. And as proper computer scientists, the answer is always look at science fiction for the answer. **Andreas Kollegger** [1:07] Look to the past to see the future. **Stephen Chin** [1:09] Exactly. Okay, so play along with us. What we're going to do is we'll each play off a riff on a sci-fi meme, give a big round of applause either if you think it's true or funny, or if you just like the movie. Allright, you're up first, ABK. ### Memento **Andreas Kollegger** [1:24] Okay, starting off with Memento. In the me- memento, the main character has really bad short-term memory. He has a specific disease, so he can't remember what happened 15 minutes ago. This is the essence of prompt engineering. **Stephen Chin** [1:39] Allright, round of applause. **Andreas Kollegger** [1:41] Uh, uh, uh, uh. **Stephen Chin** [1:43] Okay, okay, okay. Allright. Skynet, the mandatory fearmongering. Even without evil intent, autonomous systems can make reasonable-seeming decisions have awful unforeseen consequences. ### Skynet **Andreas Kollegger** [2:00] Uh. **Stephen Chin** [2:00] Uh, okay. **Andreas Kollegger** [2:02] That's a little bit. **Stephen Chin** [2:02] Allright, your turn. **Andreas Kollegger** [2:04] Okay, the Matrix, of course, for Neo4j, we love it. And for now, agents live in a simulation that we're creating for them. Will we notice when they flip the script and we're living in their simulation? ### The Matrix **Stephen Chin** [2:19] Oh. **Andreas Kollegger** [2:19] A little bit. **Stephen Chin** [2:20] Allright, I think that's the winner. **Andreas Kollegger** [2:21] That was close. **Stephen Chin** [2:22] Off to you. Allright. Hal warned us about trust issues, lack of transparency, misaligned goals, the erosion of human oversight, and the potential for deception. ### HAL **Stephen Chin** [2:35] Okay. ### Emotions **Andreas Kollegger** [2:38] This one's very short. Are emotions a bug or a feature? My personal favorite. I love this one. Okay. **Stephen Chin** [2:50] Okay, so we got a little monster reference here. What are the obligations and social responsibilities of the creator, us? Should we be kind or threatening? ### Frankenstein **Andreas Kollegger** [3:01] Costing tokens. **Stephen Chin** [3:05] Allright, we'll take that as a flat. Okay, your turn. **Andreas Kollegger** [3:07] Okay. Uh, the Terminator. Should we go ahead and just invent time travel now? ### Terminator **Stephen Chin** [3:16] Allright, we— we got a big thumbs up on time travel. **Andreas Kollegger** [3:18] Okay, incentive time travel. Okay, go. **Stephen Chin** [3:21] Okay, a good Star Wars one. Can AGI truly grasp the nuances of human language and culture, or will we forever misunderstand the meaning of sarcasm and idioms? ### Star Wars **Andreas Kollegger** [3:33] And amazing jokes. ### Borg **Andreas Kollegger** [3:36] Okay, when AGI arrives and we finally have a globe-spanning multi-agent system with the hive mind, will we be assimilated or will we be pets? **Stephen Chin** [3:49] Okay, last one. Um, just like Deep Thought's famous answer, we might have the tools to build AGI, but do we even know what theright questions are? ### Outro **Stephen Chin** [4:01] Allright, so that— that one was good as well. Allright, so come by the GraphRAG track. We're going to reveal which of these 10 memes are solved by graphs and graph technology. And join us in Golden Gate B. Thank you very much. **Andreas Kollegger** [4:16] Thank you, everyone. --- This library is powered by PodHood (https://podhood.com), the podcast website platform.