knowledge graph

also referred to as: knowledge graphs

9 statements across 8 episodes · 4 bullish · 2 bearish · 8 people on the record · first statement Jun 11, 2024 by Mike Conover · across every show →

Everything said about knowledge graph, oldest first

Jun 11, 2024 bullish
Opinion
Conover: LLMs enable knowledge graphs more granular than Bloomberg or LinkedIn
“We believe that there's an opportunity to create a knowledge graph that has resolution that greatly exceeds what any You know, whether it's Bloomberg or LinkedIn currently has access to where we're getting as granular as person X submitted congressional testim…”
Mike Conover Jun 11, 2024 ▶ 39:30 How AI is Eating Finance - with Mike Conover of Brightwave
Jun 25, 2024 neutral
Insight
Albrecht: Messy real-world data limits knowledge graphs to niche problems
“But I think in the real world, it gets a lot messier than like knowledge graph style of things where it's like, well, is there a relationship between these two nodes? Like, ah, I don't know. Like is, are these two separate nodes? Like those kinds of messy bord…”
Josh Albrecht Jun 25, 2024 ▶ 1:24:50 State of the Art: Training 70B LLMs on 10,000 H100 clusters
Feb 17, 2025 neutral
Insight
Sutin: LLMs struggle to effectively process knowledge graphs at inference time
“The problem with knowledge graphs that we found is like, and I don't know if you can tell me what your experience has been, but they're great for representing the data, but then like using it at inference time is kind of challenging, like... Just like the LLM …”
Ethan Sutin Feb 17, 2025 ▶ 1:01:35 Bee AI: The Wearable Ambient Agent
Mar 28, 2025 positive
Opinion
Shah: Graph representations may outperform standard vector chunking in RAG
“The reality is something gets lost in the chunking process in the, okay, well, those tend to, you know, like you don't really get the whole picture, so to speak, and maybe not even the right set of dimensions on the kind of broader picture. And it makes intuit…”
Dharmesh Shah Mar 28, 2025 ▶ 14:40 The Agent Network — Dharmesh Shah, Agent.ai + CTO of HubSpot
Mar 28, 2025 negative
Opinion
Swyx: Most ML practitioners consider knowledge graphs a 'dirty word'
“Most ML practitioners would say that knowledge graph is kind of like a dirty word the graph database. People get graph religion, everything's a graph, and then they go really hard into it, and then they get a graph that is too complex to navigate.”
Shawn Wang Mar 28, 2025 ▶ 16:57 The Agent Network — Dharmesh Shah, Agent.ai + CTO of HubSpot
Apr 19, 2025 neutral
Insight
Bergum: Building knowledge graphs is the bottleneck in Graph RAG, not databases
“The core issue issue is actually to build the knowledge graph, right? The entities, the relationships. So if you say graph, graph, You know, databases or graph rag is going to kill vector rag and all that discussion. I think the first issue is to actually buil…”
Jo Kristian Bergum Apr 19, 2025 ▶ 22:19 The Rise and Fall of the Vector DB category: Jo Kristian Bergum (ex-Chief Scientist, Vespa)
May 7, 2025 bullish
Prediction Not checkable as stated
Cherny: Foundation models will eventually subsume external memory and RAG architectures
“Everything is the model. Like that's the thing that wins in the end. And it just, as the model gets better, it's it subsumes everything else. So, you know, at some point the model will encode its own knowledge graph. It'll encode its own like KV story if you j…”
Boris Cherny May 7, 2025 ▶ 44:52 Claude Code: Anthropic's CLI Agent
Mar 5, 2026 positive
Insight
Swyx: AI agents should maintain personal wikis for persistent memory
“I think like almost like every agent should have its own wiki that it's updating and that's, Persistent memory. That is a very weak knowledge graph. And you could strengthen it if you want more structure, but you may not need it.”
Shawn Wang Mar 5, 2026 ▶ 49:58 Why Every Agent Needs a Box — Aaron Levie, Box
Mar 9, 2026 bearish
Opinion
Shah: Triplet-Based Knowledge Graphs Degrade AI Memory Performance
“And we think that triplets actually Lead to worse performance because you have to traverse them a lot to get to any information.”
Dhravya Shah Mar 9, 2026 ▶ 5:15 ⚡️ OpenClaw's Memory Sucks and the fix is simple — Dhravya Shah, Supermemory
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