Name the operation, not the intent. "Handle the files" gives the agent room to invent scope. "Move src to dst, dry run first" gives it a verb, a target, and a done-condition.
A silent failure is worse than a loud one. A model that refuses the task tells you something is wrong. A model that fills a gap with a plausible guess passes review unnoticed.
Context has a cost curve, not just a ceiling. Loading more isn't free below the limit — retrieval quality degrades well before the token budget runs out.
The closed door is still a door. A collapsed accordion isn't hidden content, it's a visible invitation. Collapse only what the reader can safely skip.
Wrong-way, right-way pairs teach faster alone. The two must be the same task — the only variable is the approach — or the comparison teaches nothing.
A stepper answers "where am I," not "what's next." Use it for a fixed sequence with a known length. A journey worth feeling gets the trail instead.
Scroll to the bottom of this frame and back up — the blur builds and clears across four layers, not one flat cut.
Four absolutely-positioned divs, each position:sticky at the header's own offset. Each pairs a backdrop-filter blur with a mask-image gradient cutoff.
Blur strength and mask reach move in opposite directions across the four layers. That inversion — not the layer count — is what makes the effect read as smooth.
top/height offsets shrink with it — the four blur values and mask percentages stay fixed.