The assumption I started with My nightly job reads a batch of support tickets and emits a JSON plan describing which tickets to merge, which to escalate, and who owns each step. It had been running from my laptop for a few weeks, and I trusted it because I set temperature: 0 and the answers "loo...
I wanted a real coverage number for our own appliance database, not a vibe. So I crawled it. The trigger was boring.
The constraint that changes this decision is not file size; it is which system must absorb every uploaded byte during a traffic spike. Short answer: use a short-lived signed URL for direct browser uploads of ordinary private documents, while keeping authorization and metadata creation on the app...
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You can open a tab, click a button, and watch an LSTM's loss curve go down. No server, no Python environment, no CUDA. How does that work?
Most failed refactors break review, not behavior. The smallest safe change is usually two commits, not one. Commit one adds a seam and moves no code.