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Ajatuksia teknologiasta, juridiikasta ja tekoälystä.

Data is a Liability: Replacing Persistent Retrieval with Ephemeral GPU Compute
·1 min lukuaika·Anton Mäkinen

Data is a Liability: Replacing Persistent Retrieval with Ephemeral GPU Compute

Most AI systems rely on storage-first architectures that retain sensitive data in vector databases, caches, logs, and cloud infrastructure. StatelessLaw explores an alternative approach: a non-persistent inference pipeline based on transient compute, memory-only processing, and reduced forensic surface area. Instead of persisting private legal context, the system streams data through isolated execution environments, performs GPU-accelerated reranking in volatile memory, and minimizes long-lived state where possible. The goal is to reduce application-level persistence and long-term retention of sensitive context.

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When Predicting Words Isn't Enough – Why Legal Work Demands Neurosymbolic AI and GraphRAG
·1 min lukuaika·Anton Mäkinen

When Predicting Words Isn't Enough – Why Legal Work Demands Neurosymbolic AI and GraphRAG

Traditional generative AI only predicts the next likely word, making it too risky for precise legal analysis. Next-generation legal tech fixes this by combining Neurosymbolic AI (which forces the AI to follow strict logic and the hierarchy of legal sources) with GraphRAG (which maps data into an interconnected network to understand context instead of isolated text snippets).

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