... rather than hold the line forever. A stalled job that took the cautious path is recoverable. A stalled job that just sat there is a support ticket. Comment from Dale Mooney(@dalemooney): @alex_amancio_candoa_   @aadilghani  Constant versus invariant is the useful thing here and I am taking it. One addition: you cannot separate them by observation, but you can by deliberately violating the constant once. A property that survives a test faking an unattended caller ... ... which is bounded, and cannot fire when nobody started anything. Your last seen sweeper is already the mechanism. It is sweeping into the wrong bucket rather than lacking the signal. Comment from Dale Mooney(@dalemooney): @aadilghani   The gate versus

... have actually diverged in outcome in the ledger so far and if it's inferred, what's your cold-start before a single divergence has been observed? Comment from Alexander Bering(@alexanderbering): @aadilghani  The reason "edit vs. tell-it-to-revise vs

... users are grabbing on to. Noone wants another subscription, so we provide the AI Creative services of several platforms in one spot, and allow for pay as you go credits. So far the buy in has been 50/50 sub vs bundled, but having both options is effective. See our credit model: https://aetherwavestudio.com/buy... Comment from Andrew Froehlich(@andrew_froehlich): @dansaki_samuel  I agree, the subscriber is the best friend of the Saas product, but do not overlook ... ... line and not think about again. Comment from Will Towle(@willatsharpread): Running into this exact tension with Sharpread. Every analysis costs real money in Anthropic API calls plus EDGAR data fetches, so pure flat-rate SaaS feels like a race