threat intelligence

What we're learning from inside production AI systems.

Briefings, dashboards, and sanitized engagement notes.

Mar 2026 · 12 min

Indirect Prompt Injection: The 2026 Attack Surface

Chained injection attacks against multi-agent systems have increased 312% in 12 months. Here's what changed and why standard guardrails fail.

IPICritical
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Feb 2026 · 9 min

When Your RAG Doesn't Respect ACLs

67% of audited RAG systems return at least one document the requester shouldn't see. The root cause is almost never what you think.

RAGPermissions
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Feb 2026 · 8 min

Denial-of-Wallet: The Economics of LLM Abuse

A single recursive loop can drain a $50K monthly LLM budget in under 9 hours. Most systems have no circuit breaker.

DoWCost
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Jan 2026 · 11 min

Tool-Call Hijacking in Customer Support Agents

When an agent has tool access, injection attacks don't stop at text. We document three production compromises involving real tool execution.

Tool HijackAgent
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Jan 2026 · 7 min

Embedding Inversion Attacks on Production Vector DBs

Proprietary training data can be partially reconstructed from embedding endpoints. Here's the attack surface and what to close.

Model TheftEmbeddings
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Dec 2025 · 10 min

The Semantic Cache Poisoning Playbook

Semantic caches built for performance are trivially exploitable for injection persistence. One poisoned cache entry can affect thousands of users.

IPICache
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