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Production logs are the best training data you will ever have and the most dangerous. They are real inputs in the real distribution — and they are full of your current model’s outputs, which is exactly what you must not train on. Selection is the entire job A log dump is not a dataset. Ninety percent of production traffic is the model already doing the right thing, and training on it teaches nothing you do not already have. The examples worth including are the ones carrying infor...

The honest answer is between 500 and 500,000, and which end you are at depends almost entirely on whether you are teaching behaviour or coverage. Fortunately the question is cheap to answer empirically, and the procedure at the end of this page is worth more than any number. Why the number is unanswerable as asked “How many examples” conflates two quantities that behave completely differently. One is how many examples it takes for the model to learn the pattern — the output sha...

The dangerous fine-tuning failures are not the ones that raise an exception. They are the ones where the run completes, the loss curve looks plausible and the model is quietly wrong — and the way to catch those is to know what each failure mode looks like from the outside. Failures that crash Out of memory partway through, not at the start A run that survives a thousand steps and then raises CUDA out of memory did not gradually leak. It met the longest sequence in ...

This page is not legal advice, and nothing in it is a substitute for reading the licence attached to the specific checkpoint you are using or for asking a qualified lawyer. Licence texts are revised, differ between releases in the same family, and sometimes differ between sizes in the same release. What follows is a map of what to read and which clauses tend to matter. Four separate licences, not one “Can I use this model commercially?” is four questions wearing one coat. Each la...

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compiler that deliberately messes with the control flow so that, if disassembled, common debuggers will draw symbols like skulls or threats Comments

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Article URL: https://github.com/xoreaxeaxeax/repsych Comments URL: https://news.ycombinator.com/item?id=49214775 Points: 39 # Comments: 2

Article URL: https://www.theregister.com/security/2026/08/07/water-system-controllers-dont-belong-on-the-internet-says-ex-nsa-chief-after-suspected-iran-attacks/5285070 Comments URL: https://news.ycombinator.com/item?id=49216362 Points: 94 # Comments: 51

Article URL: https://genesisopenmodels.anl.gov/ Comments URL: https://news.ycombinator.com/item?id=49216946 Points: 6 # Comments: 3

Compare the best proxy for web scraping in 2026. We ranked 10 top proxy providers on IP pool size, pricing, success rates, and ease of integration.

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TimescaleDB 2.28 speeds up time-series queries, makes continuous aggregates more flexible, and simplifies schema and compression changes at scale.

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Two complete beginners take on RevenueCat Shipaton 2026. Follow our 60-day journey from idea to launching HAIRLOOP on the App Store—raw, real, and transparent.

Meet Image to Photo, Granary, and Nexio — three Proof of Usefulness projects. Submissions close August 10.

Being a SaaS owner myself, just experimented with AI tools & built this story video. What do you think?

Im not a native english speaker, and answering replies is honestly exhausting for me. sometimes i have an idea what to answer and sometimes i just sit there and stare at the message, and then it stays unanswered for days. thats the actual reason i built this, and since i started using it i have never had even 1 unseen message. its called twinito.ai , with one click it drafts replies, comments and posts on multiple platforms in your own voice. what i need from you is your honest input and ju...

Hey everyone, I’m looking to either sell my saas which has been launch for 3 and a half month now Here’s a quick breakdown: Revenue: $1800 in the last 3.5 month (Launched 3.5 month ago), all sales are Lifetime deals Profit Margin: 92% Traffic: ~ 1500 website visitors in the last 3 months AOV: $80–$100 Operational Costs: <$45/month (could also be run for 0$) Sales Channels: Few Facebook group affiliates. No paid ads or major marketing efforts so far. Maintenance: Very low-tou...

Hey guys I just need a table of LinkedIn profiles from my recent messages or LinkedIn recruiter messages I will have a table of profiles for each type of DM sent I.e JOB1_DM = 30 profile replies for that outreach JOB2_DM = 20 profile replies Is unipile the way to go or will my account get restricted? Should I make this in Python or n8n?

I posted on reddit about what I was building and got a few orders out of it, I honestly was so happy for a few days I just kept refreshing my email to see if I got new orders. But now it's like a dopamine crash and I'm realizing that I need to do way more work to make this sustainable. I've been reaching out to content creators and they've agreed to try my app and some of them said they wanted to feature it in their content which feels very positive ! Now I'm just trying to figure out the ...

We’ve been building a marketplace for the last few months and the product side honestly hasn’t been the hardest part. The annoying bit is getting enough people on there early so it actually feels alive. You can build all the features you want, but if someone signs up and there’s barely anything happening, they’re probably not coming back. We’ve been trying to work out how much stuff we should seed ourselves versus just getting it out there and letting people use it naturally. For anyone ...

Made video for tech brand - it’s more like ad What do you think on this ?

Pitch ur saas in 3 words below ... Let's see who are the builders

This has been bugging me because construction platforms have so much of the information payroll needs Employee hours, crews, job assignments and sometimes even job costing are already there yet payroll gets put into another system If you're building construction software, is embedded payroll becoming something customers ask for or do most still prefer connecting their existing payroll provider?

It took me many months, but I have 33 users some of them paying users but many free or inactive. Till now I have been posting on my uni groups to get users,talking to people on the street and having a chat with coworkers, making reels/shorts/tiktoks and seo. What I have not done yet is run ads. I am unsure of ads, I have never run ads before and I am scared I will waste a bunch of money. A lot of people have recommended reddit and not meta for my niche. It still feels surreal to see ...

Yiyang Zhuge was already an intellectual celebrity in China. Her viral interview with Christopher Nolan made her famous in the US—and quickly turned her into a political Rorschach test.