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Im all for acceleration. I think the faster we hit AGI the better. but theres a bottleneck nobody here talks about enough-training data. right now we are quietly poisoning the well. More than half of online content is already synthetic. bots talking to bots, articles written by AI, reddit threads generated by LLMs. when the next generation of models trains on this they eat their own tail. model collapse is real. we saw it with image generators. Outputs get blander, weirder, less useful.we need a way to label or filter human-generated data. not because humans are better but because diversity prevents collapse. I know the standard solution sounds like a dystopian meme. biometric scanners, iris codes, hardware verification. and yeah maybe it is dystopian. but so is a dead internet where nothi...

Apparently the best defense against AI copying your voice is strawberry mango forklift supersize fries. submitted by /u/bekircagricelik [link] [comments]

Apologies if this is rather personal for this sub but I feel a need to express how profoundly useful it was for me tonight. A Chatbot very likely just saved my life. I am positively floored by how therapeutic it was in processing the beginning and ending of my relationship with my former spouse. I feel as though I finally can give myself permission to let go and move on with my life. I don’t know what this says about technology and society, but it’s beautiful. submitted by /u/trusch82 [link] [comments]

I am a GitHub Copilot Pro+ user. I have been enjoying 39 dollars plan that actually is worth 60 dollars compute with 1500 premium prompts to models count based. Given the availability of free tier models and model switching option, It has felt like never ending. It will be turned into token based after June. This corresponds to the projections about "the death of the ai buffet" I think. Less bundled memberships, more token based costs. As all these foundational model providers crave for profit, I think this is the natural step we are heading. They need to be able to measure and limit the use for profit. I am just curious how fast that will happen? Should we not take cheap & free AI for granted? Or can open-source models actually create a balance? If we are heading for less accessibil...

submitted by /u/simulated-souls [link] [comments]

submitted by /u/esporx [link] [comments]

I'm curious how people are thinking about ROI from agents beyond productivity. A lot of the discussion is still around "this saved me 3 hours" (in some cases wasted more lol) or "this automated a workflow." That's obviously useful, but it feels like a limited way to measure value. For people using agents seriously, are you tracking anything beyond time saved? like for example: - did the agent create something reusable? - did it improve a workflow over time? - did it generate outputs that had value outside the original task? - did it create something others would pay for? - did it help produce knowledge, decisions, or execution that compounds? I'm especially interested in people using agents for coding, research, business ops, content, data work, or niche expert workflows. just want to hear...

submitted by /u/Beautiful_Bee4090 [link] [comments]