Saoirse
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percolationlabs.bsky.social
Saoirse
@percolationlabs.bsky.social
I am thinking about data and AI, im thinking about a smooth integration with technology and how we think and grow. Specifically right now im thinking about AI in the data tier.
https://github.com/Percolation-Labs/percolate
https://percolationlabs.substack
thinkingmachines.ai

"Instead of focusing solely on making fully autonomous AI systems, we are excited to build multimodal systems that work with people collaboratively,"
Thinking Machines Lab
thinkingmachines.ai
February 21, 2025 at 4:25 PM
Im a sucker for information and entropy - and im glad folks are starting to be apologetic about using the world Hallucinations as we hopefully adopt confabulations instead - www.nature.com/articles/s41...
Detecting hallucinations in large language models using semantic entropy - Nature
Hallucinations (confabulations) in large language model systems can be tackled by measuring uncertainty about the meanings of generated responses rather than the text itself to improve question-a...
www.nature.com
February 20, 2025 at 11:48 PM
im confused by what many consider a dichotomy between RAG and large context as if RAG is merely a stopgap til LLMs become omniscient. RAGs poor connotations due to its genesis in vector retrieval belie that its the broader need for integration; search, personalization, tool use. no LLM is an island
February 19, 2025 at 3:12 PM
Fully autonomous AI agents should not be developed.... semi-autonomous systems, which retain some level of human control, offer a more favorable risk-benefit profile, depending on the degree of autonomy, the complexity of tasks assigned, and the nature of human involvement. arxiv.org/pdf/2502.02649
arxiv.org
February 17, 2025 at 10:52 PM
I spent three weeks building a "data tier agentic orchestrator" prototype from scratch and 1 week creating a 10 minute video about it. Making videos is hard! Hopefully it gets easier.
www.youtube.com/watch?v=SWUT...
Percolate - Getting Started
YouTube video by Percolation Labs
www.youtube.com
February 16, 2025 at 5:39 PM
Do LLMs Reason? - good read
huggingface.co/blog/Ksenias...
🦸🏻#10: Does Present-Day GenAI Actually Reason?
A Blog post by Ksenia Se on Hugging Face
huggingface.co
February 16, 2025 at 1:54 PM
Reposted by Saoirse
Read more in our article. We discuss if models really "think" or not, where AI already excels, and what its limitations are -> huggingface.co/blog/Ksenias...
🦸🏻#10: Does Present-Day GenAI Actually Reason?
A Blog post by Ksenia Se on Hugging Face
huggingface.co
February 16, 2025 at 9:51 AM
Are agents code or data?
February 13, 2025 at 7:31 PM
AI / Critical thinking

www.microsoft.com/en-us/resear...
www.microsoft.com
February 13, 2025 at 5:30 PM
This is fascinating (edelman.com). Can we say both developing world & also east are more trusting of AI than west & developed countries? Im maybe not surprised Ireland is so low in trust. Trusting AI may be considered a sort of figairey. The chart also compares trust in US vs China. Spicy.
February 13, 2025 at 3:18 PM
People sometimes forget that generative AI is more like the thing on the left than the thing on the right
February 13, 2025 at 2:32 PM
Reposted by Saoirse
Newsletter: The tech industry has turned on the consumer, using abusive, manipulative software as a means of extracting wealth from every corner of our lives. Both society and the tech media must fight back, as I believe many of us deeply love our tech.

www.wheresyoured.at/what-were-fighting-for/
What We're Fighting For
Soundtrack: Bad Religion — The Resist Stance A great deal of what I write feels like narrating the end of the world — watching as the growth-at-all-costs, hyper-financialized Rot Economy seemingly ta...
www.wheresyoured.at
February 11, 2025 at 2:04 PM
Three weeks into building Percolate, an agentic orchestrator in the data tier using a relational-vector-graph-key database. I oscillate between excited and wondering if its a crazy idea :)
github.com/Percolation-...
GitHub - Percolation-Labs/percolate: An agentic orchestrator *inside* a relational-vector-graph/key-value database!
An agentic orchestrator *inside* a relational-vector-graph/key-value database! - Percolation-Labs/percolate
github.com
February 7, 2025 at 2:31 PM
Reposted by Saoirse
AI researchers at Stanford and the University of Washington were able to train an AI “reasoning” model for under $50 in cloud compute credits, according to a new research paper released last Friday.
Researchers created an open rival to OpenAI's o1 'reasoning' model for under $50 | TechCrunch
AI researchers at Stanford and the University of Washington were able to train an AI "reasoning" model for under $50 in cloud compute credits, according
techcrunch.com
February 6, 2025 at 12:30 PM
While I use Substack for less technical articles, I tend to write more technical articles about Percolate on Medium. my latest medium article is about P8s + K8s + Hetzner. In the past, AWS, GCP or DO have been my default choice for this sort of thing - maybe not in future
medium.com/percolation-...
Setting up K8s on a dedicated Hetzner “Robot” Server
I am documenting my experience setting up for the first time with Hetzner a dedicated server provider that has a great service at great…
medium.com
February 2, 2025 at 5:14 PM
Reposted by Saoirse
If you looked at the codebase you might have seen that we use best in class wasm serverless architecture that will not only be green but save $$ by only processing cpu/memory when an action is taken. And, to your great point we are using the universal Postgres db as our first step towards spannerdb
December 6, 2024 at 5:47 AM
February 1, 2025 at 12:59 PM