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Public story · 2026-03-14 · source-backed
Cascade introduces a CVE-style taxonomy of attack gadgets composable across the software and hardware stack underlying compound AI pipelines. The key insight: classic CVE-documented software flaws, combined with hardware-level side-channels, create amplified threat surfaces unique to multi-model AI systems. Builders of LLM pipelines must treat every dependency layer — not just model inputs — as an attack surface. If you run RAG with a vector database on shared infrastructure, Cascade's taxonomy will show you threat paths you haven't considered.
Each link below shares sources, entities, or timing with this story.
LLM uses OpenAI / Shared entities / What happened next / Tension
Linked by a graph relationship (LLM uses OpenAI); both cover LLM, RAG; picks up the LLM thread on 2026-07-27.
Windsurf deprecates Cascade / Shared entities / Shared topic / Earlier coverage
Linked by a graph relationship (Windsurf deprecates Cascade); both cover CVE, LLM; overlapping topics (attack, builder).
LLM uses OpenAI / Shared entity: CVE / Same source domain / What happened next / Tension
Linked by a graph relationship (LLM uses OpenAI); both cover CVE; reported by the same outlet (arxiv.org).
Windsurf deprecates Cascade / Shared entities / What happened next
Linked by a graph relationship (Windsurf deprecates Cascade); both cover CVE, LLM; picks up the CVE thread on 2026-03-15.
Windsurf deprecates Cascade / Shared entity: LLM / Shared topic / Earlier coverage
Linked by a graph relationship (Windsurf deprecates Cascade); both cover LLM; overlapping topics (attack, combined, threat).
Simon Willison released LLM / Shared entity: RAG / Same source domain / What happened next
Linked by a graph relationship (Simon Willison released LLM); both cover RAG; reported by the same outlet (arxiv.org).
Simon Willison released LLM / Shared entity: LLM / What happened next / Tension
Linked by a graph relationship (Simon Willison released LLM); both cover LLM; picks up the LLM thread on 2026-08-16.
Linked by a graph relationship (Simon Willison released LLM); both cover LLM; picks up the LLM thread on 2026-06-19.