SKatalyst AI Reframes Agent Orchestration

The strongest insight is that adding agents can simply move the bottleneck from generation to coordination.

• –Optimize trustworthy task completion per total compute, latency, and human attention
• –Use deterministic tools and cheaper models before escalating to frontier intelligence
• –Treat context selection, verification, retries, and stop conditions as first-class orchestration decisions
• –Parallel agents create value only when coordination costs stay below their productivity gains
• –The human role shifts toward intent, architecture, risk, and consequential judgment