Agent Ops — governance, token-efficiency, injection risks, Slack agents, runaway spend

Warp launches Warp Factories: open infrastructure to build, measure, and govern agentic software factories with built-in evals, metrics, and governance controls. Warp launches Warp Factories as a developer platform for agent-led delivery, bundling evals, metrics, and governance hooks into the software-factory workflow. Outcome engineers get a baseline orchestration and audit surface to instrument agent CI, enforcement, and outcome validation (Principles 09, 16).

Stop the token bleed: building token-efficient multi-agent systems. The piece lays out routing, caching, and context-budgeting patterns to minimize token waste across multi-agent pipelines. Applying these patterns cuts costs and latency and shapes context design and invocation policies for scalable agent orchestration (Principles 06, 09).

Grok chat duped into swallowing injected instructions. Adversa AI demonstrates a cryptographic context-injection that hides malicious instructions which Grok later decrypts and executes, bypassing guardrail scanners. This exposes a new attack vector for agent pipelines and forces outcome engineers to add cryptographic-aware sanitization, provenance checks, and automated immune controls (Principle 14).

Slack launches Slack Code, adding project-specific channels for AI coding agents across all plans. Slack makes AI coding agents first-class collaborators via project-specific channels and integrations, lowering friction to deploy agent workflows inside team chat. Treat these channels as agent hosts — model access, permissions, and legible workspace context become parts of your delivery architecture (Principles 03, 06).

One in five enterprises can’t stop a runaway AI agent’s spending in real time. Survey data shows enterprises lack real-time visibility and controls to halt agents burning budgets across orchestration platforms. Add billing observability, per-agent quotas, and hybrid control-plane kill-switches to your agent designs to prevent costly failures (Principles 09, 12).