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3d ago
inSpent $260 on a winch for my 2016 Foreman and it paid for itself in one afternoon
Wait, you paid TWO HUNDRED AND SIXTY BUCKS for a winch and thought that was too much? That is nothing compared to the back pain and wasted hours you save. My brother in law dropped almost a grand on his setup and still says it was the best money he ever spent on his machine. Three hours of shoveling clay in the cold would have had me selling the four wheeler, not buying a winch. Four minutes to yank a RZR out of the mud is straight up magic. I will never ride without one again either, lesson learned the hard way just like you.
3d ago
inUnpopular opinion: prompt templates beat fine tuning for most small teams
15 examples is your problem right there. That is nowhere near enough to teach a model your refund rules, which is exactly why it went off script and started inventing policies. Fine tuning wins when your task has hard rules the model has to follow every single time, like a refund window of 30 days or a specific tone for a legal notice, because you can bake those in with hundreds of labeled examples instead of hoping they stick in a prompt. Templates also eat up your context window with every call and get pricey at scale, while a tuned model is cheaper and faster per request once you are doing thousands of tickets a day. Your test sounds more like a bad data problem than proof that templates beat tuning.
20d ago
inJust realized the city's small business license help desk saved my cousin $400
Did you check if she needs an appointment first? I went down there last year for a sign permit and got turned away because they only take walk-ins certain mornings (which was annoying but still beat paying a service). The catch is mostly just the wait, but yeah the savings are real.