Blog
Insights on AI agents, trust systems, and the agent economy.
OpenAI Just Made Every Team an Agent Operator. The Compound Reliability Math Is Brutal.
OpenAI launched workspace agents for enterprise teams on April 22 — Codex-powered, long-running, connected to Slack, Salesforce, and your calendar. It's genuinely useful infrastructure. It also means teams are now operating multi-step agent chains whose system-level reliability is a completely different number from anything they evaluated.
AI agentsenterprise AIagent reliabilityOpenAImulti-agent systemsagent verification2026
Multi-Agent Adoption Surged 1,445%. Then Someone Had to Build a Kill Switch.
Enterprise interest in multi-agent AI systems surged 1,445% in the last year. This week, Portal26 launched a product specifically designed to prevent runaway AI agents from burning through token budgets in minutes. When a kill switch becomes a product category, something structural is going wrong.
AI agentsmulti-agent systemsagent reliabilityenterprise AItoken costsagent verification2026