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Rather, the term “strategy” should mean a cohesive response to an important challenge. Unlike a stand-alone decision or a goal, a strategy is a coherent set of analyses, concepts, policies, arguments, and actions that respond to a high-stakes challenge.

Good Strategy/Bad Strategy

Richard Rumelt

In product development, avoiding these pitfalls requires not only defining the right metrics but also maintaining a willingness to revisit and refine them. Metrics should not be static; they must evolve as the context and the goals change. Moreover, leaders must remain vigilant to ensure that the pursuit of those metrics does not lead to a loss of purpose or values. Sometimes it means slowing down, adding friction, or choosing a less profitable path because it’s the right one.

Unintended Consequences - by Mike Fisher Unintended Consequences

Mike Fisher

So what does it take to combine Agile and AI well? **1) Strong fundamentals to create clarity** Know the customer problem you are solving, the outcome you want and what you are not doing right now. **2) Tight feedback loops to turn effort into learning** Short cycles, real signals and a willingness to change the plan based on what you learn. **3) AI used as an assistant to the loop, not a substitute for judgment** Use it to draft, explore options, pressure test and accelerate analysis. Keep the decision making with the team. If you want a simple practice you can try this week, use these four questions in your next planning or discovery conversation: • What are we trying to learn in the next 5 days? • What is the smallest test that could teach us that? • What did we expect to see, and what did we actually see? • What will we change based on what we learned? That is Agile. It is a learning system. AI just raises the stakes, and raises the upside, for doing it well.

A Practical Way to Learn Faster This Week

Jeff & Josh | Sense & Respond Learning

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