The Compound Effect
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The Compound Effect
Here’s what I’ve found to be true: the value of this approach isn’t in any individual component. It’s in the accumulation.
A single useful skill saves you time once. But a skill that’s been running for six months, refined across dozens of runs, integrated into your workflow, consistent in its output — that’s different. It’s not saving you the time of one task; it’s maintaining a quality floor across everything it touches.
A context file written once is helpful. A context file that’s been updated every time you notice Claude making a wrong assumption, every time you add a new project or tool, every time your voice or approach shifts — that becomes something Claude Code can actually rely on to work with you rather than for you.
Daily notes from last week are useful for memory. Daily notes from the last two years are a different kind of asset: a searchable record of your intellectual development, your decisions under pressure, how your thinking has changed. The vault becomes a second brain in the actual sense — not just a place to store things, but a source of context that informs how you work now.