Why pgEdge thinks MCP (not an API) is the right way for AI agents to talk to databases introduces pgEdge’s MCP Server for Postgres, which gives agents schema-aware, secure, low-token connections to Postgres—even in air-gapped deployments. This matters because outcome engineers now have a protocol-first pattern for direct, auditable agent-data access that reduces RAG fragility and reframes connectors as guarded interfaces rather than ad-hoc APIs (Principles 02, 07).

Google Researchers Reveal Every Way Hackers Can Trap, Hijack AI Agents reports DeepMind’s taxonomy of six practical web-based attack classes that can manipulate, deceive, or fully hijack autonomous agents. Outcome engineers must treat these attack vectors as part of the threat model—baking defenses into orchestration, skill validation, and gate logic to keep agent fleets resilient (Principles 14, 10).

What are Agent Skills and How Agents Use Them? lays out a lightweight skill spec where agents advertise metadata, load full workflows on demand, and run targeted scripts to cut context costs and enable adversarial testing. For outcome engineering teams, skills are now a core artifact: design them for composability, observability, and safe execution so agents remain legible and testable (Principles 06, 14).

The laptop return that broke a RAG pipeline — and how to fix it with hybrid search demonstrates how combining vector similarity with SQL predicates eliminates stale, scoped, or permission-mismatched retrievals that break RAG pipelines. This gives a concrete retrieval pattern to reduce hallucinations and data leaks in production retrieval layers—apply hybrid search as a Truth/Map engineering technique (Principles 02, 06).

Google adds Flex and Priority inference tiers to Gemini API for enterprise cost and reliability control announces tiered inference (Flex/Priority) to trade cost for reliability and predictability for agentic workloads. Outcome engineers can use tiered SLAs to design predictable pipelines, reserve critical paths, and place validation gates where reliability matters most—an operational lever for Order and Validation (Principles 12, 16).