Agents rarely shrink payrolls. They convert doing-work into checking-work, and winning org charts are redesigned around that conversion, not headcount.
AI agents break the per-seat model at the root. The pricing ladder replacing it, the failure modes of each rung, and the buyer playbook for the transition.
Prompting is a commoditized layer now. The real leverage moved to context engineering: assembling the right information into the window at the right time.
Most enterprise AI agents stall in pilot. A framework for the narrow, tool-constrained, well-evaluated patterns that ship, and the demoware that does not.
AI agent frameworks demo well and break in production. Three structural failure modes, a comparison of LangGraph, CrewAI, AutoGen, and what to use instead.
Deep analysis across the systems, strategies, and economics that shape modern technology.
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