Ship at Least Once a Week

Models aren't interchangeable; selection intuition comes from heavy hands-on use, not benchmark tables. Keep shipping a little something each week as your test bed.

Vibe coding is a skill you keep sharpening, not something you learn once and finish. This closing gives you the pace most easily ignored yet the one that keeps the practice "alive": ship at least once a week.

After reading, you should be able to answer:

• Why does "ship a little weekly" beat "hoard one big thing"?
• Why can't you pick a model from benchmark tables alone?
• What's an "experiment bedrock," and why keep one?

Keep shipping weekly

• Every cycle, use a new model / new tool to ship something real, however small
• Make "hands-on use" the norm, not occasional research
• Landing frequency sets how fast your feel updates, and it forces you to keep facing real pits

Selection intuition comes from hands-on use

• Models aren't interchangeable: real shape differences exist—one is better at deleting code, another better at writing UI
• Benchmark tables give a summary, not "the real experience in your project"
• Heavy hands-on use is the only way to grow "who should I use for this task" judgment—the most reliable source for selection anthropic-sdlc

Keep an experiment bedrock

• Long-term, keep one continuously iterated small project, specifically for "trying every new thing" google-patterns
• New models, tools, skills—first on the bedrock, not straight to production
• The bedrock is your "perception backend": months of firsthand trials beat a shelf of tables

Don't let the pace become a cage

• Shipping weekly isn't "must do a big release every week"; it can be a small improvement or a small experiment
• Treat "ship a little weekly" as a sense of direction, not a hard KPI
• The point is staying "in combat with real tools," not degrading into reading materials only

From "Stance" to "Ship Weekly," the whole vibe coding method now closes the loop. It's not a one-time trick but a way for you and AI to keep working together, getting smoother with use. May you keep steadying the wheel, with judgment in hand.