... from acting" point is exactly right and it's the part I backed into after almost sending something I didn't mean to, not something I designed up front. the uncomfortable part is the read side is still basically unbounded - it can read years of email to answer one question, and I've never actually audited whether it needed that much just to do today's task vs

... same knob, because they have very different costs. Scoring past 30 days is genuinely useless, for the reason you give. Storing past 30 days costs one hash per repo per scan, which is nothing. So keep the OID history unbounded and score only inside the window. A revert older than the window then produces a note rather than a finding: this exact content was here before, on this date. Not a security claim, just a fact the reader can weigh ... ... costs almost nothing to be able to say it. The reason I would push for unbounded

... nothing, the reviewer's normal experience becomes an empty screen, and empty screens train people to expect empty. Whether the one that is not empty gets read properly on day forty is an open question. It still beats the alternative, because a difference against a background of silence is about as salient as anything gets. And yes to the small pile. Most of what gets called judgement is work nobody has bothered to make mechanical yet. Comment from Aadil Ghani ... ... need it. Where reach is measurable it is usually already a parameter of the call. A recipient count is sitting in the arguments; you are not consulting a system, you are reading the request back. Where reach is unbounded

... measure. Log the target URL, selected country, session identifier, HTTP status, and timing for every request. Treat target status codes separately from proxy connectivity errors mixing them up is a common debugging trap. 4. Set timeouts on every request Unbounded requests will hang your pipeline and burn through your bandwidth budget. Set reasonable timeouts (5 10 seconds is a good starting point) and implement retry logic with exponential backoff. A request that takes 30 seconds is almost certainly failing fail ...

... cohort is actually driving the bill, and it is almost never spread evenly. Once you can see it, the biggest customer side lever is usually not the model, it is the surface you give them. Free text in means unbounded context and unbounded

... Basedash s AI analyst is now more rigorous about the kinds of questions that trip up most tools. It s more careful with ambiguous metrics, distinguishes named rates from their supporting deltas, notices when a data source is stale versus fresh, and double-checks compound, multi-part answers before responding so you get answers you can trust, with the caveats that matter. We also taught it production-tested SQL gotchas for the databases you actually use Postgres, Supabase, Redshift, Snowflake ... ... usage Organization admins can now set an optional cap on AI overage spend right from billing settings. Once you reach your included credits plus the limit you ve set, AI usage pauses instead of running up an unbounded

... keep trying to dev in a terminal and I'm like "what just happened" lol Comment from Gabe Perez(@gabe): @sharvin_zlife  is it like night and day? Comment from Syed Ahmed(@syedahmedz): oh and theres a VS code extension for Claude Code too https://marketplace.visualstudio... Comment from Syed Ahmed(@syedahmedz): @gabe  After our product hunt launch we have a lot more data from individual devs now which adds to some of our more shocking finds ... ... here product hunt forums. Comment from Syed Ahmed(@syedahmedz): I recently stopped paying for cursor and moved fully to Claude Code. It is a step up in pricing but the output is usually more accurate and requires fewer iterations vs