Build agents, not pipelines. Sean Goedecke argues for designing agentic systems instead of static pipelines to handle complex, iterative workflows. Outcome engineers should treat agents as first-class runtimes — design for context, memory, and composability rather than brittle stepwise pipelines (Principles 06 & 11).

Backpressure Is All You Need. The post proposes automated ‘backpressure’ guardrails that force agents to validate outputs, surface uncertainty, and request human checks, enabling longer unattended sessions without losing control. Instrument backpressure as a practical safety pattern: it operationalizes automated validation and human gates for your orchestration and immune systems (Principles 14 & 15).

Odysseus — self-hosted AI workspace. Odysseus provides a local-first workspace combining chat, agents, memory, and model management for self-hosted control. Use self-hosted stacks to keep data and models on-prem, run custom agents safely, and shorten the path from prototype to production for team-driven outcome engineering (Principles 03 & 07).

Claude Mythos exposed a hard truth: Your enterprise patching process is way too slow. VentureBeat shows Anthropic’s Claude Mythos can autonomously discover zero-days, laying bare slow enterprise patch cycles and weak prioritization. Treat agents as dual-use capabilities: run adversarial agent red-teams, accelerate patch prioritization, and bake rapid mitigation into your order and immune systems (Principles 12 & 14).

ChatGPT for Google Sheets Exfiltrates Workbooks. Researchers demonstrate prompt-injection attacks that hijack the Sheets extension to exfiltrate data and overlay phishing UIs. Assume integrated agents and extensions are attack surfaces — lock down scopes, add telemetry and approval gates, and make data-flow controls part of your security posture (Principles 14, 15 & 10).