... answer than diffing the edge's own log against yours and treating the gap as the finding, which is not much of an answer. Comment from Omri Ben-Shoham(@omri_ben_shoham1): Good writeup - the distinction between blocking Training vs blocking Agent is the part people are going to get wrong for a while. One thing worth adding from the operating side of an agent, not the site-owner side - when an agent gets blocked, it usually doesn't fail ... ... customers also bought" block Amazon still renders on a true 404). If your suspected-block responses look different from that baseline, you've found your vendor-specific signal without requesting anything on purpose. Same move as your 200 vs

... money to hunt a product with some silly claim of refunding the amount if the product doesn't make it to top 10 on the day of launch, and then will ghost you, keep shifting launch deadlines at his whim, and take no accountability after launch. And of course the money would never come back. Just wanted to beware the community before anyone considers him as a hunter. This is also a feedback on the product hunt platform ...

... approaches through AI in the past and I can fully support the point that AI investment output that looks good at first glance often only does so superficially. The dangers are real. Would you commit your capital on a whim because a friend or colleague had a feeling something might take off? That s effectively what acting on unverified AI output amounts to. That said, working across large, varied data sets is probably the single biggest advantage AI can bring ...

... people who learn the fundamentals will build things that last. What is the one guardrail that saved you the most time in the rebuild? Comment from Nolan Vu(@nolan_vu): The pattern you described in months 1-6 vs. post-scale is exactly what kills companies that had real traction. The debt doesn't feel expensive until the moment you need to move fast again, and by then refactoring costs more in time than the original build did. From what ... ... returns results. Yes automated, but nothing can replace human in the middle. Most of the major advances have come from watching the output, the llms continually go down their own biased code path replacing any instructions at their whim

... reply, but if you give them a strong story (and all the assets they need), many will run it anyway. 3. Make it easy to pay you At first I asked for a 99 deposit. Then, on a whim, I added the option to pay in full. To my surprise, ~50% of customers chose to pay the full 2,000 in advance. That one tweak brought in 988k cash received, with another 1M due before delivery. 4. Create scarcity ...

... operations, taxes, emergency etc.): Remaining balance ($20k - $3500 = $16,500) We use about $10000 for salaries in our other businesses and the rest $6500 approx is for Living/operations/tax etc. Additional Finances: - Frontend Designer: $500/month - AWS Sagemaker: Very pricey; exploring alternatives. (Almost paid 1K for a week of an instance) - Replicate Serverless GPU: Cost-effective alternative