Barb Rossner
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Structured Human–AI Collaboration: From Drift to Discipline
AI acceleration alone does not create progress. Structured human–AI collaboration transforms drift into disciplined, cumulative learning. Here’s why structure matters.
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Why Does ChatGPT Drift — and How Can You Stabilize It?
ChatGPT drift isn’t a flaw in intelligence — it’s a consequence of how attention spreads across context. In extended sessions, ChatGPT drift becomes visible as reasoning slowly loses its structural focus. Here’s how structured attention can stabilize reasoning without retraining the model.
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FlowFrame Case Study: A Blog Becomes a Learning System
This FlowFrame case study shows how a simple blog rewrite became a learning system. See how metabolization loops turn AI collaboration into accumulated strategic insight.
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Governing Sudden Scale: Strategy Lessons from History Colorado
When History Colorado raised more than $100 million, the real challenge wasn’t fundraising — it was learning how to govern sudden scale. A case study in strategy, governance, and capital maturity.
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Pumpco Case Study: Enterprise Learning Systems Before AI
A narrative case study showing how the Pumpco engagement helped Corybant build learning systems long before AI—and how that work directly shaped FlowFrame for modern strategy management.