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Airbnb has revealed how it significantly improved its observability practices by rethinking how alerts are developed and validated, concluding that what appeared to be a "culture problem" was actually a tooling and workflow gap.
OpenAI announced they are extending the Responses API to make it easier for developer to build agentic workflows, adding support for a shell tool, a built-in agent execution loop, a hosted container workspace, context compaction, and reusable agent skills.
This eMag explores the shift from AI experimentation to production, where legacy defenses fall short. We dive into the critical trifecta of AI-driven phishing, model poisoning, and cloud governance. By rethinking security as a lifecycle responsibility, this issue provides a roadmap for securing the machine age through layered tactics, robust MLOps, and responsible deployment frameworks.
Shana Dacres-Lawrence explains the complex relationship between security and architecture, identifying three types of "betrayal" - physical, emotional, and trust - that lead to systemic failure. Drawing on real-world incidents like CrowdStrike and Change Healthcare, she shares five defense strategies: open communication, automation, tech integration, validation, and collaborative culture.
Modern engineering needs a shift from "gates" to "guardrails." Scale via decentralized architecture that treats teams like adults—building judgment through Socratic coaching, shared platforms, and automated drift detection. Move beyond bottlenecks to an interdependent model where AI governance and ADRs preserve context without killing velocity. Empower autonomy while maintaining alignment.
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Created by Michael Levin Dec 18, 2008 at 6:56pm. Last updated by Michael Levin May 4, 2018.
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Airbnb Rebuilt Alert Development After Discovering It Wasn’t a Culture Problem
Airbnb has revealed how it significantly improved its observability practices by rethinking how alerts are developed and validated, concluding that what appeared to be a "culture problem" was actually a tooling and workflow gap.
By Craig RisiOpenAI Extends the Responses API to Serve as a Foundation for Autonomous Agents
OpenAI announced they are extending the Responses API to make it easier for developer to build agentic workflows, adding support for a shell tool, a built-in agent execution loop, a hosted container workspace, context compaction, and reusable agent skills.
By Sergio De SimoneMini book: Securing the AI Stack: From Model to Production
This eMag explores the shift from AI experimentation to production, where legacy defenses fall short. We dive into the critical trifecta of AI-driven phishing, model poisoning, and cloud governance. By rethinking security as a lifecycle responsibility, this issue provides a roadmap for securing the machine age through layered tactics, robust MLOps, and responsible deployment frameworks.
By InfoQPresentation: Security and Architecture: To Betray One Is To Destroy Both
Shana Dacres-Lawrence explains the complex relationship between security and architecture, identifying three types of "betrayal" - physical, emotional, and trust - that lead to systemic failure. Drawing on real-world incidents like CrowdStrike and Change Healthcare, she shares five defense strategies: open communication, automation, tech integration, validation, and collaborative culture.
By Shana Dacres-LawrenceArticle: Architecting Autonomy at Scale: Raising Teams Without Creating Dependencies
Modern engineering needs a shift from "gates" to "guardrails." Scale via decentralized architecture that treats teams like adults—building judgment through Socratic coaching, shared platforms, and automated drift detection. Move beyond bottlenecks to an interdependent model where AI governance and ADRs preserve context without killing velocity. Empower autonomy while maintaining alignment.
By Shweta Aggarwal, Ron Klein