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October 15, 2026 ai_technology technology

Presentation: What 25 Trillion Tokens Reveal About How Developers Actually Adopt AI Agents

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Overview

Brendan O'Leary discusses how real-world AI adoption depends on building trust rather than chasing model benchmarks. Drawing from 40 trillion tokens of usage data, he explains the four rungs of the AI adoption ladder and analyzes key failure points in context construction, multi-model routing, and feedback loops to help engineering leaders successfully scale agentic workflows. By Brendan O’Leary

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