A button also gives us a fixed input to test and monitor against. An agent starts to pay for itself once the request is too open ended to fit in a form.

A separate read-only database role for the agent takes about ten minutes to set up and caps the worst case at a bad query.

Explaining depends on knowing what the reader already understands, and nothing in the repo records that. Telling the model who is asking, such as a new hire on day three, changes the output a lot.

Putting the owner into the query itself helps here, for example fetching the invoice by id and tenant id together. A missing check in one handler then returns nothing instead of leaking someone's data.

At 2am the first problem is usually that nobody can tell which request failed. Structured logs with a request id turn that into a short search.

Ctrl+D for multi-cursor select. I'd miss it on any edit that touches five similar lines.

For a full project, what matters to us is whether the agent can run the test suite and read the failures. Both tools get easier to trust once that loop exists.

Anthropic's prompt cache lives five minutes by default, with a one hour option that costs more to write. After a longer idle gap the whole prefix gets reprocessed at full price.

What is the first thing you check when you inherit a vibe coded repo?

The harness runs the tool and returns its output or error as the next message, and that is all the model sees. A tool that swallows an exception and returns an empty string looks like success to it.

Snapshot restore time sets how cheap idle can be. If a paused sandbox resumes in a few hundred milliseconds, scale-to-zero works even for agents that wait on slow tools.

Once the caller is an agent trying every permutation, an unlisted endpoint stops counting as access control. Per-tenant permission checks and rate limits on every route are what still hold.

GitHub warns on files over 50 MB, blocks them at 100 MB, and recommends keeping a repo under 1 GB, so a photo library hits those limits quickly. Git also keeps every version of a binary forever, so the repo only grows.

Without an ORDER BY, Postgres promises no row order at all. A sequential scan can also start mid-table when another scan of the same table is already running, which is why the first ten rows shift between runs.

The backend should confirm payment itself from the gateway's signed webhook and only then unlock the product. A success flag in the browser response is a value the user controls.

Tokens per second varies a lot between inference providers for the same open model. Which one are you planning to run it on?

The one-day estimate usually covers the schema change and skips the backfill and the check that both databases agree. Dual writes during the cutover add days of their own.

A geohash or grid index narrows the lookup to the rider's cell and its neighbours, so a request touches a few hundred drivers instead of every online one. With location pings arriving every few seconds, the index updates become the heavier load.

Putting token verification on jose means signature and claim checks live in one reviewed place. Does the registry cache the JWKS and handle key rotation?

Each tab usually runs in its own renderer process, and a loaded page keeps its JS heap, DOM and decoded images in memory even in the background. Turning on Memory Saver discards idle tabs, which is the quickest way to get that RAM back.