We all know that output with AI has exploded. I’ve started to think more about how I keep up, not just in speed, but in quality and creativity. I’m constantly trying to hack my own productivity and the way I work. For years, I’ve had a daily process where I look back on what happened, what worked, what didn’t, and why. I do the same thing weekly and monthly, trying to spot patterns in my output, my energy, and the kind of work I was doing. It has consistently improved both the quality of my work and how much I get done, but it’s manual, incomplete, and doesn’t fit neatly into how most work is structured. Over time I’ve started to notice patterns that go beyond tasks. There are clear differences in when I’m creative, when I’m better at managing and working with people, and when I’m neither. The problem is that I usually recognize those patterns after the fact, and even then I can only assume I’m seeing a small percentage of what’s actually there.
The data is technically there, but it’s fragmented and mostly shallow. The real signals are contextual and often outside of work entirely. Sleep patterns, stress levels, the type of conversations I’ve had, what I was doing before I started working, what I avoided, what I leaned into. Some of these things help. Some of them hurt. Sometimes stress sharpens my thinking. Sometimes it fragments it. The point is not the assumption, it’s the pattern. Metrics are easy to generate, but they rarely tell the whole story. The signals that matter show up in how those numbers intersect with everything else, in the patterns that repeat across days, in things that never make it into a dashboard. Correlating those signals across time, across different types of work, and across changing states requires maintaining a mental model of how everything connects, understanding how small changes compound and how surface-level improvements can hide deeper problems. That model doesn’t live inside a tool. It lives in the people who have been paying attention long enough to see what actually drives their best work.
I want something that actually pays attention. Something that observes patterns over time, connects them, and helps me see them earlier. Not just what I did, but what tends to happen next. Something that can tell me when I’m in a state where creative work is likely to go well, when I should lean into people and communication, and when I should avoid both. Something that learns without making assumptions, adapts as my patterns change, and incorporates both work and everything around it. Something that mostly stays out of the way, building a clearer picture the longer it pays attention, so the value compounds instead of resetting every day. Not a planner, not a tracker, not a dashboard, but a system that understands how I actually operate and helps me operate better. The north star is simple: better decisions, made earlier, with more context.