Engineering deep-dives and honest explainers. Every claim verifiable; every cost stated.
4DA shipped with the promise that it “gets sharper every day.” An audit found four incidents in two months and no way to measure a benefit — so we removed the mechanism’s authority, and then the promise.
599 Rust files, 380 IPC commands, one SQLite file with vector search, and a windowless engine — the lessons with scars attached.
Every dependency scanner drinks from the same public well. Once you see the plumbing, alert fatigue makes sense — and so does the fix.