... held-out academic set. Most of the "our AI got worse after the update" stories are just teams who had no such set and were flying on vibes. One trap on the way, because it's fashionable and it bites: don't outsource the judgment to another model and walk away. "Ask a big model whether this output is good" is a real technique, but it has known, documented biases it rates longer answers higher, it prefers whichever option ...

... 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 ... ... because it's dumb, but because the radius is determined by capabilities it isn't even looking at. That's the strongest version of the "worst judge of its own reach" point I've seen. And your authority-armed-versus

... policies, invoicing rules, liability - most people running a one-person business have zero legal training and no budget for a lawyer. So what do you actually do? Copy a template off the internet and hope? Ignore it until it bites? Pay someone once and never touch it again? (For context, I m based in Romania/EU, so GDPR and local invoicing rules are top of mind for me, but I'd love perspectives from anywhere!) How did you tackle this when ... ... least for the most part, most startups ignore that side, as far as I know. All Big Tech companies here have a government relations team, so perhaps it's on the back burner for most startups until it either 'bites

... down false positives, not just facts. almost had two files deleted as "dead code" because the search only checked src/ and missed root level files importing them. that kind of thing never occurs to you to document until it bites you once Comment from Lawrence Telfer(@rostirolawrence): As of right now, my workflow relies heavily on 2-3 LLM's Sol 5.6 to take my long winded ideas or comments to translate them to PRD Running Task list within ...

... peer-to-peer agent setups work well? If you want to see how it's put together, it's at clawteams.ai, but mostly I'm here for the discussion. Comment from Gal Dayan(@galdayan): accountability is the one that bites us, not visibility or cost. we can see everything an agent did after the fact, logs aren't the problem. the gap is upstream: when two agents touch adjacent parts of the same output and it comes back wrong, figuring ... ... each time. Money and anything touching production are the other two, but the byline one is the one I'd never soften, because a bad deploy is revertible and a bad sentence in my voice isn't. On manager vs

... enough 2am debugging of agent output: I ship the version whose failure I can predict. Fewest moving parts usually correlates, but not always. Sometimes the shortest version leans on clever implicit behavior, and that is exactly the one that bites. So my filter is: read each version and ask, when this breaks, will the error land near the cause? The version where failures surface loudly and locally wins, even if it is a few lines longer. Agents made writing code ... ... itself. Choosing the best of five blind variants is already the expensive path, because by the time you are comparing finished versions you are judging on what you can see, which is surface readability, and the thing that actually bites

... with. Environment failures give you a symptom that could have ten different causes depending on who you ask and what machine you're on. Has your team ever actually tried to measure how much time goes into environment fixes versus actual code issues? Comment from Ali Rehan(@ali_rehan1): @faithada Which one takes longer to fix for you, the code or the environment? Comment from Casper Voigt(@casper_voigt): @faithada We spend way too much time saying "but it worked ... ... anywhere" as its own warning category, separate from an actual mismatch? Comment from Alistair James(@alistair_james1): @faithada Does your team have one person who always ends up fixing these? Comment from Omri Ben-Shoham(@omri_ben_shoham1): local vs

... trying to do with my upcoming Chrome extension for LinkedIn. I don t know if it will take off, so I want to go with the most cost-efficient stack possible. Could you recommend the best low-cost alternatives for infrastructure and launching? Databases Payments/money management (I m currently considering Stripe) Analytics Hosting and domains? If there are other essential tools I m missing, feel free to add them. I m especially open to dev advice since my experience here ... ... just cheap. Early on, your biggest cost usually isn't infrastructure. It's your time. I'd rather pay a little more for a service with great documentation and a smooth developer experience than spend days debugging a cheaper alternative

... doing about it? Comment from xixuan wang(@xixuan_wang1): cancelled plan next month. already try Claude Code, feel great Comment from fmerian(@fmerian): curious what are your preferred models? @MiniMax ? @Qwen ? else? Comment from fmerian(@fmerian): @bullterriertime  what alternative to @Github Copilot would you recommend? Comment from fmerian(@fmerian): no longer using @VS

... agent execution to agent management. The tools that win may not be the ones building better agents, but the ones helping humans supervise dozens of them effectively. Comment from Alexander Bering(@alexanderbering): @aadilghani  The reason "edit vs. tell-it-to-revise vs

... words list. "Free." "Urgent." "Act now." "Limited time." Use them and your email dies in spam. It doesn't. Send "free" in a subject line from a domain with a clean reputation and it lands fine. The word only bites when your reputation is already shot. So people burn an afternoon rewriting subject lines to dodge "free," and open rates don't budge. Of course they don't. Validity's 2025 benchmark puts global inbox placement at 83.5%, which means ...

... Audio routing modes: Exclusive (default) or Mixed, so you can listen with Trailward only or alongside apps like Spotify Haptics can now be configured in Settings Enhanced streak system: Better reminders help you maintain momentum Audio and 90 second Bites are meant to work together: use audio to deepen theory, then reinforce it with practice and retention in Bites

... love this community's thoughts! I was frustrated with screen time apps that just block things and make you feel guilty when you "fail." I knew there had to be a better psychological approach for this. CaBBy's Brain Bites makes you EARN your screen time through daily learning goals instead of restricting it. Morning notification gets you started (instead of scrolling when you wake up) Complete daily goals: answer questions accurately, get streaks, maintain performance, even stretch ... ... minutes Each goal earns you hours of guilt-free screen time Real-time notification tracks earned vs

... founder of Bites, a new food ordering app . Our mission is simple: Make takeout and delivery fair, affordable for consumers, and equitable for the restaurant community ! [SF Bay area only] iOS & Android: https://link.dcli.io/bites Web: https://linktr.ee/withbites We connect you directly to your favorite restaurants same prices as in-store, no inflated delivery fees or surprise markups like you see on other delivery apps. You can even compare what you d pay on those apps before ... ... place your order. 100% of the delivery fee and tips go directly to the driver Restaurants pay just $1 per order to Bites

... nail the actionable todo list and have them push to my notion todo list with a scheduled gate for me to approve/deny each one, I would 100% use it. although notion mail may be a competitor here Comment from Gerome Elassaad(@gerome_elassaad): I launched my side project yesterday called DeepRankAI its a free AI Content humanization tool that turns your AI generated content into human like writing in one click. Comment from Edward Michaelson(@emikes919): @erik ... ... does one thing very well, and creating a super app is a solution looking for a problem. For example, I have a pretty nailed down process for working through trip planning (in approximate order): destination research evaluating points/miles value vs

... weeks I thought to share the list with you all and get your recommendations too My current newsletter lists: First 1000 by @ali_abou_el_atta : Here is the Link Trends.vc by @dru_riley : Here is the Link Growth Bites by Indiehackers by @csallen : Here is the Link Munch By Moving by @itspks : Here is the Link Marketer Crew by @falak_sher : Here is the Link What are some more which you recommend me to add to my list ...