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As AI makes prototypes cheap, the bottleneck shifts from coding to verifiability, coordination, and cost control. Transparent interfaces, self-hosted models, and disciplined infrastructure help teams evaluate work, manage agent friction, and avoid runaway compute spending.
Agentic AI is recasting product and engineering work: people increasingly supply context, judgment, and taste while machines execute. The opportunity depends on granting useful autonomy without excessive guardrails and aligning abundant software creation with sound economic value.
Dan Milstein arrived in the United States as a teenage refugee, then built businesses in mortgage finance and sports representation, turning an intense work ethic into practical guidance on negotiation, client management, and execution in unforgiving markets.
Model advantage increasingly depends on more than raw capability: interaction data, access restrictions, and token economics now shape competitive power. Operators must weigh security, cost, and deployment access as cheaper alternatives narrow the frontier gap.
Falling development costs are reopening the build-versus-buy decision, but reliable agent systems require more than a capable model. Strong guides, automated checks, intelligent routing, caching, and disciplined prototyping turn cheap execution into dependable, affordable infrastructure.
OpenAI's Codex usage data suggests the agentic shift is less about better chat answers and more about delegating longer, reusable, parallel workflows. It explains why duration, concurrency, and reuse matter more than conversational polish.
Cheaper models can slash agent costs, but production migrations demand real-task evaluations, careful provider choices, and staged rollouts. As routing becomes standard, companies must also redesign discovery and operations for agents without assuming compute simply replaces headcount.
Darren Farber is a defense investor and former Pentagon official focused on modernizing the military industrial base, championing “Neo Primes” to close supply-chain gaps while examining modern warfare, aerospace innovation, and democracy’s structural advantages.