Absolutely fantastic talk on software engineering at a tipping point by Adam Bender from the Google I/O conference. Some thoughts from a security perspect: 🚨 The 10x Liability Explosion: AI accelerates code generation, which instantly creates 10x more code and a massive new attack surface. Because human code review is becoming a severe bottleneck, security teams must shift toward scalable automated detection and statistical validation. 🔒 Internal APIs are Now Essentially Public: You can no longer rely on network obscurity. Autonomous agents will aggressively hunt for and call any internal data they can access, meaning all internal APIs must be hardened with the same zero-trust rigor as public-facing services. 🦸‍♂️ Centralized Remediation via "Shared Fate": Tightly linked ecosystems, like monolithic repositories, offer a massive defensive advantage. Security teams can deploy a critical patch in a single file and secure billions of lines of code company-wide within a week. 🧠 Regaining "Intellectual Control": Modern systems have grown too complex for human minds to map. AI gives us the power to build continuously updated, interactive architectural models, allowing us to threat-model effectively and ask dynamic "what if" questions about blast radiuses. 🚧 Building Secure Guardrails: AI agents optimize for the easiest path, which is rarely the most secure or maintainable one. Security engineers must build strict "isolation" boundaries for rapid prototypes and strong abstractions that constrain agents from making dangerous architectural choices. youtube.com/watch?v=2n41YjR5…