Cloud-only generative AI doesn’t fit facilities that cannot accept internet egress. Here is what an air-gapped agentic stack actually looks like — local LLMs, local vector DB, local model registry — and what it costs.
Multi-Agent OSINT with a Critic and a Referee
A swarm of agents producing summaries is not analysis. Adding a critic and a referee changes what the system is. Here is how Aquil’s OSINT architecture is structured.
Unity Catalog: Governance Done Right
Most governance projects fail because they start with policy. The good ones start with structure. Here is a reference Unity Catalog deployment that supports both governance and data-mesh patterns.
A Retrieval Engine over the World’s Aviation Safety Corpus
247,000 public-domain aviation safety reports — indexed with hybrid retrieval, re-ranking, and citation-grounded generation. Here is what we learned designing it for production.