📣 KDD 2026 is next week! Check out our Blue Sky Ideas work on why stronger models and bolted-on guardrails are not enough for trustworthy multi-agent systems. 🤖 Our GPT and Claude demos reveal failures caused by agent composition, semantic misalignment, data re-identification, and operational loops. Trust must be baked in—not bolted on. 🔐 Demo: Paper: GitHub: