
prit (sre agents/acc)
6.8K posts

prit (sre agents/acc)
@0xprames
automating large scale distributed systems | prev: @aws oncall bar-raiser, k8s contrib | crypto stuff @halonetwork_xyz, @odxlabs | @eceillinois










We've raised $6.5M to kill vector databases. Every system today retrieves context the same way: vector search that stores everything as flat embeddings and returns whatever "feels" closest. Similar, sure. Relevant? Almost never. Embeddings can’t tell a Q3 renewal clause from a Q1 termination notice if the language is close enough. A friend of mine asked his AI about a contract last week, and it returned a detailed, perfectly crafted answer pulled from a completely different client’s file. Once you’re dealing with 10M+ documents, these mix-ups happen all the time. VectorDB accuracy goes to shit. We built @hydra_db for exactly this. HydraDB builds an ontology-first context graph over your data, maps relationships between entities, understands the 'why' behind documents, and tracks how information evolves over time. So when you ask about 'Apple,' it knows you mean the company you're serving as a customer. Not the fruit. Even when a vector DB's similarity score says 0.94. More below ⬇️

update on the 3d printed case




ok now THIS is the scariest shit i've ever seen in my life



We are opensourcing Halo! Halo is privacy infrastrucutre for stablecoins enabling private transfers and balances. - Totally EVM compatible - Single shared state - TEE enabled compliant disclosure github.com/Halo-Labs-xyz/…





