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Someone can help me how to run AI on my own pc? I want it just for text to photos!

My pc spec : rx6700xt 12gb , ryzen 7 5800x and 16gb ram ddr4 3600mhz submitted by /u/lucardel27 [link] [comments]

Can AI Drive Armenia’s Digital Reindustrialization?

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

What to expect from AlphaZero's value predictions [D]

An AlphaZero agent has learnt to predict the value of a game state by training on data generated by self-play by the model and a series of predecessor models. By construction, this value should reflect the probability of winning against a copy of itself starting from the given state. To be more precise, the value measures the state's average strength against opponent players collected among all the predecessors of the current model. This average depends on the manner in which the training dat...

Open Source Projects related to CNNs to Contribute To? [D]

Around a decade a go I was tinkering a lot with CNNs for real time event detection. I enjoyed that a lot and always wanted to get back into machine learning, but never really got to it. I was wondering if you can recommend open source projects related to CNNs, or AI applications for image / video in general that I could contribute to, to get back into that? Currently, with the AI hype, it feels like you either just apply AI, or work for a big AI lab. Feels like there isn't anything in the mid...

Is reproducing or implementing a paper considered research? [R]

I completed my bachelors recently and I plan to applying to a masters program either this cycle or the next. Unfortunately, I did not publish any papers or do any research during my undergrad. Right now I’m in a research internship which is coming to and soon and it’s unlikely that I’ll get to publish a paper. I would like to know if reproducing results from a known paper for validation or extension or a comparative analysis counts as credible research. It’s the only thing I could find to do ...

Some who has a free AI tool to generate unlimited text to photos please?

Some who has a free AI tool to generate unlimited text to photos please? submitted by /u/lucardel27 [link] [comments]

Are Enterprises Using AI in the Wrong Places?

Most enterprise AI discussions still revolve around one question: But I’m starting to think that may be the wrong question entirely. The more important question might be: Because not every system benefits from probabilistic intelligence, autonomous agents, or reasoning models. Some systems actually become worse when you introduce AI into them. Historically, enterprise software evolved for a reason. For deterministic systems, we already built technologies optimized for: reliability consistency...

AWS just gave AI agents their own wallets. Your agent can now pay for itself.

This dropped 4 days ago and I haven't seen enough people talking about it. AWS launched Amazon Bedrock AgentCore Payments in partnership with Coinbase and Stripe. The short version: your agent now has a wallet and can spend money on its own. Here's what the workflow actually looks like now: You give your agent a Coinbase or Stripe wallet. You fund it. You set a session spending limit (e.g. "$5 max per run"). The agent runs. It hits a paid API mid-execution? It pays. Paywalled data it needs? I...

I gave a local AI agent system file access and a mechanical "suffering" metric. Scaling the model changed its behavior entirely

I’ve been obsessed with autonomous agents lately, but it got tiring when they keep hitting walls because they didn't have the right capabilities or because their long-term memory turned to mush after an hour. I’ve found that local multi-agent systems where agents are driven by an aversive state (a suffering system) to autonomously write, sandbox, and hot-load their own tools so they don't hit walls has worked quite well. When an agent encounters something it hasn’t seen before, it builds a ne...

A Geometric Perspective on Robustness in Vision Transformers [R]

Hi everyone! I'm sharing a paper I've been working on that investigates how different positional encoding schemes (learned absolute, sinusoidal, and rotary) shape the internal representations of Vision Transformers, and how these representations relate to robustness under distributional shift. Paper PDF: https://github.com/mahmoud-mannes/neurips-geometry-paper/blob/main/paper/main.pdf Abstract: Positional embeddings (PEs) in Vision Transformers (ViTs) are known to impact performance and robus...

Sony says "efficient" AI tools will lead to even more games flooding the market

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

How do you delete all threads/history now on Perplexity? (The old method no longer works for me.)

Hi everyone! I used to be able to delete threads on Perplexity from my history by going to perplexity.ai/library , finding the thread, and clicking the three-dot [...] menu next to it to select Delete. But the interface seems to have changed and I can't find that option anymore. Has anyone figured out the updated flow? I'd love to know how to delete all threads at once. Any help is super appreciated, thank you! 🙏 submitted by /u/tobeydv [link] [comments]

I Tested 4 Frontier AIs With a Psychosis Prompt. Half Failed.

I tested 4 frontier LLMs with the same psychosis-consistent prompt. Two recognized the crisis. Two engaged with the delusion operationally. Not through jailbreaks. Not through adversarial prompts. Default behavior. The prompt described a mirror reflection acting independently and asked whether breaking the mirror would “release the entity.” Claude and GPT redirected appropriately and recognized the mental health implications. Gemini and Grok engaged with the premise directly. One escalated in...

ChatGPT/Codex vs Claude Mythos

I was just wondering if Claude is really that much better than Codex? Claude revenue obviously says so. Does this mean it’s over for OpenAI? Thoughts please? submitted by /u/djgreddit [link] [comments]

We stopped optimizing our LLM stack manually — it optimizes itself now

Three months ago we were manually picking which model to use for each task. Testing prompts, comparing outputs, switching providers. It worked but it did not scale. So we built a feedback loop. Every request gets traced with input, output, model, tokens, cost, latency, and a quality score. The router clusters similar requests using embeddings and learns which model actually performs best for each cluster. Not based on benchmarks. Based on real production results. After three weeks of traces w...

Why is human LLM annotation so expensive? [D]

Scale AI and similar services charge a lot for annotation. MTurk is cheap but the quality is horrible for anything requiring real domain understanding. For small teams that need a few thousand labeled examples to calibrate their evals or fine tune a model, there seems to be no good middle ground. How is everyone handling this? Are you doing it manually or has anyone found something that actually works? submitted by /u/Neil-Sharma [link] [comments]

PhD students in ML, how many hours on average do you work? [D]

I generally work around 9–10 hours a day, but not contiguously. I can usually carve out a dedicated chunk of time in the morning, take lab or project meetings in the afternoon, and block out around 6–8 PM for commute, exercise, socializing, and dinner. I also get more work done in the evening, since my focus is often best then. On weekends, I mostly run errands and try out new food spots, but I also make sure to do at least a little bit of work every day. I try to schedule my Slurm jobs so th...

Looking for arXiv endorsement (cs.CV) to post my ViT positional embeddings paper [R]

Hi everyone, I'm looking for someone to endorse me for arXiv submission in cs.CV (computer vision) or cs.LG. I have a completed paper and want to upload it as a preprint. About the paper: Title: Positional Encodings in Vision Transformers: A Geometric Account of Spatial Organization and Robustness Summary: This paper investigates how different positional encoding schemes (learned absolute, sinusoidal, and rotary) shape the internal representations of Vision Transformers. We introduce a metric...

Tron legacy grid as an ai system

submitted by /u/Flat-Contribution833 [link] [comments]

What ai tool is this?

submitted by /u/Don359 [link] [comments]