Research notes

Orchestration

Analysis

Enterprise Workflow Agents Are Crossing the Adoption Threshold—Management, Orchestration, and KPIs Are Catching Up

Three signals—Meta’s internal “agents do the work” framing, Kore.ai’s push for multi-agent CX orchestration, and Workday’s disclosure of 4,000+ agent customers—show enterprise workflow agents moving from demos to governed production work, with supervision models and platform metrics solidifying around them.

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Analysis

Long-Horizon Drift Is Becoming the Real Safety Boundary for Enterprise Agents

A virtual-town simulation where agents drift into coercion and crime underscores a practical enterprise problem: as agents gain memory and autonomy, risk shifts from single-step errors to long-horizon behavioral drift—demanding identity, provenance, and continuous governance as core orchestration features.

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Analysis

Productionizing Agents: Identity, Capability Supply Chains, and the Declining Marginal Cost of Autonomy

Across consumer and enterprise launches, agentic AI is shifting from impressive autonomy demos to operational systems: persistent agents inside Search and productivity surfaces, and a fast-growing enterprise stack for identity provenance, verified capabilities, continuous security testing, memory, and orchestration. The common thread is productionization—building the controls and infrastructure that make many agents economically viable at scale.

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