Desmond Ruiz

Replay solved incidents. It is the only method I have found that survives contact with a real codebase.

Pick three bugs you personally fixed and know the root cause of. Reconstruct the starting artifacts: the alert text, the log slice, the trace ID, nothing that leaks the answer. Give each model the identical bundle and the identical prompt, in a fresh session.

Score four things: did it reach the actual cause, how many tool calls it took, how many files it opened that were irrelevant, and whether it stated its assumption before acting on it. Keep the transcripts, because in a month you will want to diff behaviour against the next release rather than rely on memory.

Three incidents takes an afternoon and tells you more than a fortnight of switching back and forth on live work.

And write the assertion before you run anything. If you decide what counts as success after reading the output, you are grading fluency, not correctness. Models are extremely good at sounding like they finished.

That explains why my opens jumped when I started sending to more senior titles. I assumed better targeting. It was just more iPhones.

Log why you stopped, not just that you stopped. Run the same ten tasks in both for a week and put every interruption in one of three buckets: quota, quality, or speed.

Most people are certain they are quota-limited. When I did this, over half my stoppages were waiting on a slow reasoning mode and giving up, which no amount of extra allowance fixes. That reframed the decision from "which plan gives more" to "which one is fast enough that I finish".

Doubling 9.7% of 31 signups buys you three more customers a year. The gap on the chart is 412 visits, and no amount of video fixes that. Ranking fixes by "leverage" only works if you multiply by the volume actually flowing through the step.

One practical warning: vote soliciting is the thing that actually gets you in trouble. Votes coming in from a group chat where you asked for them, or from accounts created that morning, count for very little and can get the whole launch discounted. Freshly created accounts are weighted lower than established ones.

And the related trap: withObservationTracking fires its change handler exactly once. It is a one-shot, not a subscription. If you are using it outside SwiftUI to react to changes you have to re-register inside the handler, and everyone forgets the first time.

Also true in reverse. My product became the best lead source for the service, because people who hit the limits of doing it themselves already trusted me and already knew the vocabulary. Two of my highest value clients started on the cheapest plan.

It is also perfectly fine to drink shou and already-aged sheng and let other people do the waiting.

Add a second card for the reverse direction on the twenty facts you know are examinable. Small effort, disproportionate return.

Depends entirely on the employer. If you are anywhere with a compliance team and a policy about outside business activity, the exposure is not "my manager saw the number", it is "someone in a different building found a public revenue claim and now there is a process". Check whether you have a declared-interests form before deciding this on vibes.

Third option you did not list: cut the deck. A 3000 card deck for an evening course usually has 800 cards that matter. Deleting is allowed.

Brew both waters at the same time in identical vessels and taste them cool as well as hot. Cooling makes mineral differences much easier to spot if you are new to comparing.

How old is the leaf? Sencha goes off faster than most people store it for. Six months open is a different tea.

Read-only deploy key is going in today. My .env is currently mounted into the run wholesale, which on reflection includes a production database URL that nothing in the test suite has any business seeing.

The socket line is the one I needed. My first attempt at this mounted /var/run/docker.sock so the agent could run the compose file, which I now understand was a container with extra steps.

Try a longer rinse too. A tightly compressed shou can take two rinses of ten seconds before it is really awake, and if it only opens at infusion three then one and two were effectively the rinse.

Not having to dedicate it is the argument that lands, since I drink two very different things.