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[Benchmark Visualization] RTX Pro 6000 vs DGX Spark - I visualized the LMSYS data and the results are interesting
128
I was curious how the RTX Pro 6000 Workstation Edition compares to the new DGX Spark, so I dove into the [LMSYS benchmark data](https://lmsys.org/blog/2025-10-13-nvidia-dgx-spark/) (which tested both sglang and ollama). The results were so interesting I created visualizations for it. https://preview.redd.it/pdrox73fur...
2025-10-18T01:18:03
https://www.reddit.com/r/LocalLLaMA/comments/1o9it7v/benchmark_visualization_rtx_pro_6000_vs_dgx_spark/
Spare-Solution-787
self.LocalLLaMA
1970-01-01T00:00:00
0
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false
false
https://external-preview…245d70703483291e
128
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Guys my Sparx Station won't start it just beeps. I can hear the 4.3gb hard drive spinning but nothing else.
38
2025-10-18T00:46:06
https://v.redd.it/fmvhojfvorvf1
oodelay
v.redd.it
1970-01-01T00:00:00
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1o9i5rm
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t3_1o9i5rm
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https://external-preview…354f4d0102d9c670
38
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Has anyone run this Coconut-Qwen2.5-7B successfully on llama.cpp? If so, what flags/settings worked?
0
This is a fine-tuned Qwen2.5-7B-Instruct with latent reasoning enhancements, and I’m running it on with a recent llama.cpp build but I’m getting gibberish outputs. I’ve Tried: ./llama-cli -m coconut-qwen2.5-7b.Q4_K_M.gguf ./llama-cli -m coconut-qwen2.5-7b.Q4_K_M.gguf --jinja ./llama-cli -m coconut-qwen2.5-7...
2025-10-18T00:32:18
https://huggingface.co/mradermacher/coconut-qwen2.5-7b-GGUF
ArchdukeofHyperbole
huggingface.co
1970-01-01T00:00:00
0
{}
1o9hvow
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null
t3_1o9hvow
/r/LocalLLaMA/comments/1o9hvow/has_anyone_run_this_coconutqwen257b_successfully/
false
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default
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Quantized Qwen3-Embedder an Reranker
5
Hello, is there any quantized Qwen3-embedder or Reranker 4b or 8b for VLLM out there? Cant really find one that is NOT in GGUF.
2025-10-18T00:11:20
https://www.reddit.com/r/LocalLLaMA/comments/1o9hg5u/quantized_qwen3embedder_an_reranker/
Bowdenzug
self.LocalLLaMA
1970-01-01T00:00:00
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/r/LocalLLaMA/comments/1o9hg5u/quantized_qwen3embedder_an_reranker/
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self
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null
I built a "Google Maps AI Assistant" to help you find places, get reviews, and explore for free
2
2025-10-17T23:57:38
https://huggingface.co/spaces/llamameta/gmaps-search
balianone
huggingface.co
1970-01-01T00:00:00
0
{}
1o9h5ph
false
null
t3_1o9h5ph
/r/LocalLLaMA/comments/1o9h5ph/i_built_a_google_maps_ai_assistant_to_help_you/
false
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https://external-preview…19f22b392a2dc15d
2
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Looking for help with AI system and software design
0
I am looking at possibility of getting into AI I would like to use AI for the following: Story generation, Ai photo creation, AI clothing swaps, and even a local "ChatGPT" type AI, also needs to have uncensored models for story generation. No idea on where to start. Here is my current system. 3700x on x570 MB, 32gb ...
2025-10-17T23:55:41
https://www.reddit.com/r/LocalLLaMA/comments/1o9h47b/looking_for_help_with_ai_system_and_software/
cmdrmcgarrett
self.LocalLLaMA
1970-01-01T00:00:00
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1o9h47b
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t3_1o9h47b
/r/LocalLLaMA/comments/1o9h47b/looking_for_help_with_ai_system_and_software/
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It would be nice to have a super lightweight LM Studio like utility that would let you construct llama-serve command.
8
So, I use LM Studio in Linux but if you run \`nvtop\` or \`nvidia-smi\` you will notice LM Studio is a VRAM eater itself. And takes more than a gig for itself. Not everyone is a llama.cpp expert and I am not either but if there existed a utility if only existed a utility that was super lightweight and would help in man...
2025-10-17T23:51:16
https://www.reddit.com/r/LocalLLaMA/comments/1o9h0yd/it_would_be_nice_to_have_a_super_lightweight_lm/
NoFudge4700
self.LocalLLaMA
1970-01-01T00:00:00
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1o9h0yd
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t3_1o9h0yd
/r/LocalLLaMA/comments/1o9h0yd/it_would_be_nice_to_have_a_super_lightweight_lm/
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null
Diagnosing layer sensitivity during post training quantization
33
I have written a blog post on using layerwise PSNR to diagnose where models break during post-training quantization. Instead of only checking output accuracy, layerwise metrics let you spot exactly which layers are sensitive (e.g. softmax, SE blocks), making it easier to debug and decide what to keep in higher precisi...
2025-10-17T23:31:57
https://i.redd.it/ibr4vouwarvf1.png
elinaembedl
i.redd.it
1970-01-01T00:00:00
0
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1o9glvt
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t3_1o9glvt
/r/LocalLLaMA/comments/1o9glvt/diagnosing_layer_sensitivity_during_post_training/
false
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default
33
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LLM recomendation
0
I have a 5090, i need ai that could do 200+ on a llm. The ai gets a clean text from a job post, on multiple languages. It then aranges that text into JSON format that goes into the DB. Tables have 20+ columns like: Title Job description Max salaray Min salary Email Job Requirements City Country Region etc... I needs...
2025-10-17T23:28:34
https://www.reddit.com/r/LocalLLaMA/comments/1o9gj9b/llm_recomendation/
PatienceSensitive650
self.LocalLLaMA
1970-01-01T00:00:00
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1o9gj9b
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Ling-1T-GGUF on ik_llama.cpp
41
I'll try to fixup the namespace ASAP but wanted to rush out some test quants of Ling-1T 1000B model. For now you'll need roughly 256GiB RAM + 24-32+ GiB VRAM to fit the available quants. Hope to release more after fixing up the 403 uploading issues. Big thanks to ik and CISC for all the help figuring out how to quanti...
2025-10-17T23:09:36
https://huggingface.co/ubergarm2/Ling-1T-GGUF
VoidAlchemy
huggingface.co
1970-01-01T00:00:00
0
{}
1o9g4if
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null
t3_1o9g4if
/r/LocalLLaMA/comments/1o9g4if/ling1tgguf_on_ik_llamacpp/
false
false
https://external-preview…ddaec30404171f7b
41
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[Experiment] Qwen3-VL-8B matches VS Qwen2.5-VL-7B test results
4
**TL;DR:** I tested the brand-new **Qwen3-VL-8B** against **Qwen2.5-VL-7B** on the same set of visual reasoning tasks — OCR, chart analysis, multimodal QA, and instruction following. Despite being only 1B parameters larger, Qwen3-VL shows a ***clear generation-to-generation leap*** and delivers more accurate, nuan...
2025-10-17T23:03:03
https://v.redd.it/lbtoc1le6rvf1
Unbreakable_ryan
/r/LocalLLaMA/comments/1o9fzcg/experiment_qwen3vl8b_matches_vs_qwen25vl7b_test/
1970-01-01T00:00:00
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https://external-preview…f31ddb2c653d3092
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Best roleplay model to run locally
2
HI folks: Ive got a Ryzen 9 9950x, 64gb ram, 12gb 3060 video card and 12 tb of hdd/ssd. Im looking for recommendations on the best roleplay LLM's to run LOCALLY -- i know you can get better using API, but I have a number of concerns, not the least of which is cost. Im planning to use LM Studio and SillyTavern What ...
2025-10-17T23:01:20
https://www.reddit.com/r/LocalLLaMA/comments/1o9fxxt/best_roleplay_model_to_run_locally/
slrg1968
self.LocalLLaMA
1970-01-01T00:00:00
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{}
1o9fxxt
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[Experiment] Qwen3-VL-8B matches VS Qwen2.5-VL-7B test results
1
**TL;DR:** I tested the brand-new **Qwen3-VL-8B** against **Qwen2.5-VL-7B** on the same set of visual reasoning tasks — OCR, chart analysis, multimodal QA, and instruction following. Despite being only 1B parameters larger, Qwen3-VL shows a ***clear generation-to-generation leap*** and delivers more accurate, nuan...
2025-10-17T22:51:50
https://v.redd.it/apsm1hfa4rvf1
Unbreakable_ryan
/r/LocalLLaMA/comments/1o9fq23/experiment_qwen3vl8b_matches_vs_qwen25vl7b_test/
1970-01-01T00:00:00
0
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1o9fq23
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t3_1o9fq23
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https://external-preview…3e269824a6b33eb9
1
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What is considered to be a top tier Speech To Text model, with speaker identification
18
Looking to locally run a speech to text model, with the highest accuracy on the transcripts. ideally want it to not break when there is gaps in speech or "ums". I can guarantee high quality audio for the model, however I just need it to work when there is silence. I tried Whisper.CPP but it struggles with silence and i...
2025-10-17T22:14:42
https://www.reddit.com/r/LocalLLaMA/comments/1o9evno/what_is_considered_to_be_a_top_tier_speech_to/
ImmediateFudge02
self.LocalLLaMA
1970-01-01T00:00:00
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{}
1o9evno
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null
What’s your take on today’s AI chat models? Quick survey (reposting for more feedback!)
3
(I’m reposting this to get a few more eyes on it) I’m running an anonymous survey to learn how people actually use and feel about AI chat tools like ChatGPT, Claude, Gemini, etc. I’d love to hear your perspective on what works well and what could be better. You can share your thoughts here: [Survey link](https://qual...
2025-10-17T22:13:10
https://www.reddit.com/r/LocalLLaMA/comments/1o9eufs/whats_your_take_on_todays_ai_chat_models_quick/
moizsawan
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1o9eufs
false
null
t3_1o9eufs
/r/LocalLLaMA/comments/1o9eufs/whats_your_take_on_todays_ai_chat_models_quick/
false
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self
3
null
Anyone with 7900 XTX and vllm with Gemma3 QAT models?
0
If you have been able to run gemma3 QAT models with AMD consumer cards and vLLM please let me know how. I can run only unquantized and GPTQ models. QAT would be little bit better quality...
2025-10-17T22:10:58
https://www.reddit.com/r/LocalLLaMA/comments/1o9esmj/anyone_with_7900_xtx_and_vllm_with_gemma3_qat/
somealusta
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1o9esmj
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t3_1o9esmj
/r/LocalLLaMA/comments/1o9esmj/anyone_with_7900_xtx_and_vllm_with_gemma3_qat/
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self
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Qwen3-VL testout - open-source VL GOAT
34
I’ve been waiting on Qwen3-VL and finally ran the 4B on scanned tables, color-blind plates, UI screenshots, and small “sort these images” sets. For “read text fast and accurately,” ramp-up was near zero. Tables came out clean with headers and merged cells handled better than Qwen2.5-VL. Color perception is clearly impr...
2025-10-17T22:05:26
https://www.reddit.com/r/LocalLLaMA/comments/1o9eo4f/qwen3vl_testout_opensource_vl_goat/
Zealousideal-Fox-76
self.LocalLLaMA
1970-01-01T00:00:00
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{}
1o9eo4f
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/r/LocalLLaMA/comments/1o9eo4f/qwen3vl_testout_opensource_vl_goat/
false
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self
34
null
Built a 100% Local AI Medical Assistant in an afternoon - Zero Cloud, using LlamaFarm
26
I wanted to show off the power of local AI and got tired of uploading my lab results to ChatGPT and trusting some API with my medical data. Got this up and running in 4 hours. It has 125K+ medical knowledge chunks to ground it in truth and a multi-step RAG retrieval strategy to get the best responses. Plus, it is open ...
2025-10-17T22:04:05
https://www.reddit.com/r/LocalLLaMA/comments/1o9en0w/built_a_100_local_ai_medical_assistant_in_an/
badgerbadgerbadgerWI
self.LocalLLaMA
1970-01-01T00:00:00
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{}
1o9en0w
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null
EXO + Mac Studio + DGX Sparks (for prefill tokens) = 2.8x performance gains on AI benchmarks.
7
I mean, it’s kind of an extremely pricey Frankenstein setup, but still kind of cool that it uses the strengths of both the Mac Studio (wide memory bus) and the DGX (compute for prefill) together to achieve significant performance gains.
2025-10-17T22:01:04
https://www.tomshardware.com/software/two-nvidia-dgx-spark-systems-combined-with-m3-ultra-mac-studio-to-create-blistering-llm-system-exo-labs-demonstrates-disaggregated-ai-inference-and-achieves-a-2-8-benchmark-boost
Porespellar
tomshardware.com
1970-01-01T00:00:00
0
{}
1o9ekh1
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null
t3_1o9ekh1
/r/LocalLLaMA/comments/1o9ekh1/exo_mac_studio_dgx_sparks_for_prefill_tokens_28x/
false
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default
7
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Has anyone tried AgentRouter for testing multiple LLM APIs? Looking for feedback
0
Hey folks, I’ve been looking for ways to test different AI models without committing to multiple paid subscriptions, and I came across this platform called AgentRouter that seems to aggregate access to various models through a single API endpoint. From what I understand, they’re offering $200 in free credits right now...
2025-10-17T21:58:18
https://www.reddit.com/r/LocalLLaMA/comments/1o9ei24/has_anyone_tried_agentrouter_for_testing_multiple/
AdLongjumping3934
self.LocalLLaMA
1970-01-01T00:00:00
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/r/LocalLLaMA/comments/1o9ei24/has_anyone_tried_agentrouter_for_testing_multiple/
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Yet another unemployment-fueled Perplexity clone
35
Hi, I lost my Data Analyst job so i figured it was the perfect time to get back into coding. I tried to selfhost SearxNG and Perplexica SearxNG is great but Perplexica is not, (not fully configurable, no Katex support) generally the features of Perplexica didn't feat my use case (neither for Morphic) So i started t...
2025-10-17T21:46:03
https://www.reddit.com/r/LocalLLaMA/comments/1o9e7of/yet_another_unemploymentfueled_perplexity_clone/
Opti_Dev
self.LocalLLaMA
1970-01-01T00:00:00
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{}
1o9e7of
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t3_1o9e7of
/r/LocalLLaMA/comments/1o9e7of/yet_another_unemploymentfueled_perplexity_clone/
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https://b.thumbs.redditm…hBDVEjW7QnGo.jpg
35
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PlayDiffusion finetune for audio inpainting non-verbal tags
6
PlayDiffusion is a 7B Apache-licensed diffusion model which can 'inpaint' audio. So you can change existing audio (slightly) by providing new text. I was curious to learn how it works and challenged myself if it was possible to make a small fine-tune which adds support for non-verbal tags such as \`<laugh>\` or \`<coug...
2025-10-17T21:30:28
https://www.reddit.com/r/LocalLLaMA/comments/1o9du7h/playdiffusion_finetune_for_audio_inpainting/
oezi13
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1o9du7h
false
null
t3_1o9du7h
/r/LocalLLaMA/comments/1o9du7h/playdiffusion_finetune_for_audio_inpainting/
false
false
self
6
{'enabled': False, 'images': [{'id': 'ZEcJi7QNv7vzN-560uxn0XlcMRWh7EsxM7YNcyM6l6g', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/ZEcJi7QNv7vzN-560uxn0XlcMRWh7EsxM7YNcyM6l6g.png?width=108&crop=smart&auto=webp&s=bcd87614a3688dd2b7062e471197a5c77e0e1430', 'width': 108}, {'height': 108, 'url': 'h...
Is qwen VL2 worth downloading today
1
I’m using iPhone 13 locally AI and qwen 2 VL seem to be the only vision choice, at 1.25gig, does it compare well to newer vl models? Also is open Ilm leaderboard still maintained
2025-10-17T21:14:30
https://www.reddit.com/r/LocalLLaMA/comments/1o9dga8/is_qwen_vl2_worth_downloading_today/
crappy-Userinterface
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1o9dga8
false
null
t3_1o9dga8
/r/LocalLLaMA/comments/1o9dga8/is_qwen_vl2_worth_downloading_today/
false
false
self
1
null
Best hardware and models to get started with local hosting late 2025
13
Hi Everyone, I've been curious about getting into hosting local models to mess around with. And maybe to help with my daily coding work, but I'd consider that just as a bonus. Generally, my usecases would be around processing data and coding. I was wondering what would decent hardware to get started, I don't think ...
2025-10-17T20:57:47
https://www.reddit.com/r/LocalLLaMA/comments/1o9d13w/best_hardware_and_models_to_get_started_with/
overloafunderloaf
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1o9d13w
false
null
t3_1o9d13w
/r/LocalLLaMA/comments/1o9d13w/best_hardware_and_models_to_get_started_with/
false
false
self
13
null
A Framework for Autonomous Context Engineering in Large Language Models
0
2025-10-17T20:03:52
https://medium.com/@mbonsign/a-framework-for-autonomous-context-engineering-in-large-language-models-749c4c8ef8e5
MikeBeezzz
medium.com
1970-01-01T00:00:00
0
{}
1o9bn6f
false
null
t3_1o9bn6f
/r/LocalLLaMA/comments/1o9bn6f/a_framework_for_autonomous_context_engineering_in/
false
false
default
0
{'enabled': False, 'images': [{'id': 'xkf4DFGJJVQAcOm-gRv1XUfT76S6eJbOZ5vCHrldqoM', 'resolutions': [{'height': 56, 'url': 'https://external-preview.redd.it/xkf4DFGJJVQAcOm-gRv1XUfT76S6eJbOZ5vCHrldqoM.jpeg?width=108&crop=smart&auto=webp&s=7e71148290a943095daca4dc044d6b8546eb49b8', 'width': 108}, {'height': 113, 'url': '...
LLM on USB (offline)
2
I'm trying to get an AI chatbot that helps me with coding that runs completely online and on my USB flash drive, is that possible?
2025-10-17T19:56:47
https://www.reddit.com/r/LocalLLaMA/comments/1o9bgia/llm_on_usb_offline/
ilBenso_
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1o9bgia
false
null
t3_1o9bgia
/r/LocalLLaMA/comments/1o9bgia/llm_on_usb_offline/
false
false
self
2
null
Whistledash. Create Private LLM Endpoints in 3 Clicks
0
Hey everyone I’ve been building something called Whistledash, and I’d love to hear your thoughts. It’s designed for developers and small AI projects who want to spin up private LLM inference endpoints - without dealing with complicated infra setups. Think of it as a kind of Vercel for LLMs, focused on simplicity, pr...
2025-10-17T19:41:15
https://v.redd.it/fbv82ylh6qvf1
purellmagents
v.redd.it
1970-01-01T00:00:00
0
{}
1o9b2i4
false
{'reddit_video': {'bitrate_kbps': 2400, 'dash_url': 'https://v.redd.it/fbv82ylh6qvf1/DASHPlaylist.mpd?a=1763322092%2CMTM5MzYyMjAzMGViZTc5M2JmM2YzNjI0ODNjMDJiNzE5NmM5YzZkZjBjZWMyYzNiZDE4YzllZjdiZTE5ZGEzZg%3D%3D&v=1&f=sd', 'duration': 71, 'fallback_url': 'https://v.redd.it/fbv82ylh6qvf1/DASH_720.mp4?source=fallback', 'ha...
t3_1o9b2i4
/r/LocalLLaMA/comments/1o9b2i4/whistledash_create_private_llm_endpoints_in_3/
false
false
https://external-preview…b979e1da98b8bfe9
0
{'enabled': False, 'images': [{'id': 'cGc1YmE3aGg2cXZmMa4hBUmpVbyIIIu2tcw9SAGwcn0a8gFnfIgyl6a1T45i', 'resolutions': [{'height': 60, 'url': 'https://external-preview.redd.it/cGc1YmE3aGg2cXZmMa4hBUmpVbyIIIu2tcw9SAGwcn0a8gFnfIgyl6a1T45i.png?width=108&crop=smart&format=pjpg&auto=webp&s=c5436a8f7a581ebc6962c46eec28fa9398dc2...
So I guess I accidentally became one of you guys
14
I have kind of always dismissed the idea of getting a computer that is good enough to run anything locally, but decided to upgrade my current setup and got a mac m4 mini desktop computer. I know this isn't like the best thing ever and doesn't have like some massive GPU on it or something, but I'm wondering if there is ...
2025-10-17T19:38:42
https://www.reddit.com/r/LocalLLaMA/comments/1o9b08m/so_i_guess_i_accidentally_became_one_of_you_guys/
cobalt1137
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1o9b08m
false
null
t3_1o9b08m
/r/LocalLLaMA/comments/1o9b08m/so_i_guess_i_accidentally_became_one_of_you_guys/
false
false
self
14
null
LM Studio API: MCP tool-calling with tools: [{ "type": "mcp" … }] never emits tool_call - GUI works. Anyone got a working payload?
0
**TL;DR** Calling LM Studio’s **OpenAI-compatible API** with the documented **MCP tool schema** (via /v1/responses) never produces tool\_calls for me. The **LM Studio GUI** with the same MCP server *does* work. Looking for a **known-good JSON payload** or confirmation that MCP tool-calling is **GUI-only** right now. ...
2025-10-17T19:32:30
https://www.reddit.com/r/LocalLLaMA/comments/1o9aumu/lm_studio_api_mcp_toolcalling_with_tools_type_mcp/
Shark_Tooth1
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1o9aumu
false
null
t3_1o9aumu
/r/LocalLLaMA/comments/1o9aumu/lm_studio_api_mcp_toolcalling_with_tools_type_mcp/
false
false
self
0
null
New model from inclusionAI - LLaDA2.0-mini-preview
76
LLaDA2-mini-preview is a diffusion language model featuring a 16BA1B Mixture-of-Experts (MoE) architecture. As an enhanced, instruction-tuned iteration of the LLaDA series, it is optimized for practical applications. From the benchmarks the preview looks 'not as good' as ling mini 2.0, but it's still a preview, not th...
2025-10-17T19:17:48
https://huggingface.co/inclusionAI/LLaDA2.0-mini-preview
edward-dev
huggingface.co
1970-01-01T00:00:00
0
{}
1o9agyg
false
null
t3_1o9agyg
/r/LocalLLaMA/comments/1o9agyg/new_model_from_inclusionai_llada20minipreview/
false
false
default
76
{'enabled': False, 'images': [{'id': 'xv_Z1skcqtXjop4d-0l1Usyn5XM0UbKgNLHO0wCID8I', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/xv_Z1skcqtXjop4d-0l1Usyn5XM0UbKgNLHO0wCID8I.png?width=108&crop=smart&auto=webp&s=c93fc9c259ea7e1a3bbec94e110840e01d80dd4b', 'width': 108}, {'height': 116, 'url': 'h...
Local multimodal RAG with Qwen3-VL — text + image retrieval
15
Built a small demo showing how to run a full multimodal RAG pipeline locally using **Qwen3-VL-GGUF** It loads and chunks your docs, embeds both text and images, retrieves the most relevant pieces for any question, and sends everything to Qwen3-VL for reasoning. The UI is just Gradio https://reddit.com/link/1o9agkl/vi...
2025-10-17T19:17:24
https://www.reddit.com/r/LocalLLaMA/comments/1o9agkl/local_multimodal_rag_with_qwen3vl_text_image/
AlanzhuLy
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1o9agkl
false
null
t3_1o9agkl
/r/LocalLLaMA/comments/1o9agkl/local_multimodal_rag_with_qwen3vl_text_image/
false
false
self
15
null
NVIDIA Robotics collaborates with Hugging Face LeRobot to launch a new robotic simulation and teleoperation framework
3
https://reddit.com/link/1o9a50s/video/ubmllj500qvf1/player Credit to [https://x.com/jadechoghari/status/1979206847904039396](https://x.com/jadechoghari/status/1979206847904039396)
2025-10-17T19:05:19
https://www.reddit.com/r/LocalLLaMA/comments/1o9a50s/nvidia_robotics_collaborates_with_hugging_face/
Soft-Worth-4872
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1o9a50s
false
null
t3_1o9a50s
/r/LocalLLaMA/comments/1o9a50s/nvidia_robotics_collaborates_with_hugging_face/
false
false
self
3
null
ROCm 7.0 Install for Mi50 32GB | Ubuntu 24.04 LTS
85
I shared a comment on how to do this [here](https://www.reddit.com/r/linux4noobs/comments/1ly8rq6/comment/nb9uiye/), but I still see people asking for help so I decided to make a video tutorial. # Text guide: 1. Copy & paste all the commands from the quick install [https://rocm.docs.amd.com/projects/install-on-linux/...
2025-10-17T18:51:45
https://www.youtube.com/watch?v=xcI0pyE8VN8
legit_split_
youtube.com
1970-01-01T00:00:00
0
{}
1o99s2u
false
{'oembed': {'author_name': 'Tresdin Tech', 'author_url': 'https://www.youtube.com/@TresdinTech', 'height': 200, 'html': '<iframe width="356" height="200" src="https://www.youtube.com/embed/xcI0pyE8VN8?feature=oembed&enablejsapi=1" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyrosco...
t3_1o99s2u
/r/LocalLLaMA/comments/1o99s2u/rocm_70_install_for_mi50_32gb_ubuntu_2404_lts/
false
false
default
85
{'enabled': False, 'images': [{'id': 'QZgvW0JuHPNTo3BakCvCal_DO30UZr-SjSZAX09mNCA', 'resolutions': [{'height': 81, 'url': 'https://external-preview.redd.it/QZgvW0JuHPNTo3BakCvCal_DO30UZr-SjSZAX09mNCA.jpeg?width=108&crop=smart&auto=webp&s=7a89bfa365fc6bee83a5665535feb289a73fe5bf', 'width': 108}, {'height': 162, 'url': '...
LM Studio not reading document correctly. But why?
3
I'm a bit new to LM Studio and using it's chat interface to test model responses. But when I uploaded a transcript of a video, I'm getting a wild response. [Actual Transcript content](https://preview.redd.it/fkk58sgxqpvf1.png?width=762&format=png&auto=webp&s=5ea6f717c446978ee8dd27a1f9ea2645ca8a7b00) This is about a ...
2025-10-17T18:17:10
https://www.reddit.com/r/LocalLLaMA/comments/1o98vqd/lm_studio_not_reading_document_correctly_but_why/
OutboundSF
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1o98vqd
false
null
t3_1o98vqd
/r/LocalLLaMA/comments/1o98vqd/lm_studio_not_reading_document_correctly_but_why/
false
false
https://b.thumbs.redditm…E8BeTPxSJIOQ.jpg
3
null
Please share advices and configuration for 4x3090 and coding agents?
3
I'd like some advises from the community on how to optimise the software side of a local build with 4 RTX 3090. I currently tried GLM 4.5 AIR with vllm through code-code-router. It worked well enough, but was struggling on some tasks and was overall behaving differently from Claude Code with Sonnet. Not only on the re...
2025-10-17T18:10:31
https://www.reddit.com/r/LocalLLaMA/comments/1o98pkb/please_share_advices_and_configuration_for_4x3090/
skenizen
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1o98pkb
false
null
t3_1o98pkb
/r/LocalLLaMA/comments/1o98pkb/please_share_advices_and_configuration_for_4x3090/
false
false
self
3
null
NVIDIA sent me a 5090 so I can demo Qwen3-VL GGUF
188
*Processing img tuc86xduopvf1...* 3 days ago. We [partnered with the Qwen team](https://x.com/Alibaba_Qwen/status/1978154384098754943) so the new Qwen3-VL 4B & 8B models run **day-0** with GGUF, MLX inside [NexaSDK](https://github.com/NexaAI/nexa-sdk)**,** powered by our NexaML Engine — the first and only framework th...
2025-10-17T18:06:56
https://www.reddit.com/r/LocalLLaMA/comments/1o98m76/nvidia_sent_me_a_5090_so_i_can_demo_qwen3vl_gguf/
AlanzhuLy
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1o98m76
false
null
t3_1o98m76
/r/LocalLLaMA/comments/1o98m76/nvidia_sent_me_a_5090_so_i_can_demo_qwen3vl_gguf/
false
false
self
188
null
New from Cerebras: REAP the Experts: Why Pruning Prevails for One-Shot MoE compression
122
TLDR: We show that one-shot pruning of experts in large MoEs is better than expert merging when looking at realistic benchmarks, not just perplexity measures. Using a saliency criterion that measures expected routed contribution of each expert (REAP), we pruned Qwen3-Coder-480B to 363B (25% pruning) and 246B (50% pru...
2025-10-17T17:59:47
https://www.reddit.com/r/LocalLLaMA/comments/1o98f57/new_from_cerebras_reap_the_experts_why_pruning/
ilzrvch
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1o98f57
false
null
t3_1o98f57
/r/LocalLLaMA/comments/1o98f57/new_from_cerebras_reap_the_experts_why_pruning/
false
false
https://b.thumbs.redditm…hz7UI_7DOnoA.jpg
122
{'enabled': False, 'images': [{'id': 'WYinqoDP9OerKm8ljzpFUp26G03RA6wo-9izylOPBeM', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/WYinqoDP9OerKm8ljzpFUp26G03RA6wo-9izylOPBeM.png?width=108&crop=smart&auto=webp&s=d31ae810e06d7223f3e32d6fe1f9675160484629', 'width': 108}, {'height': 116, 'url': 'h...
🚀 Get $100 in Lovable credits when you publish your first website! 💰
0
Lovable is giving away **$100 in free credits** to all new users — and you’ll receive it **right after you publish your first website**. It’s the perfect chance to try their AI-powered website builder, create real projects, and go live without spending anything. 👉 **Join here:** [https://lovable.dev/invite/O63ALVF]...
2025-10-17T17:06:36
https://www.reddit.com/r/LocalLLaMA/comments/1o970ro/get_100_in_lovable_credits_when_you_publish_your/
Objective-Spend5894
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1o970ro
false
null
t3_1o970ro
/r/LocalLLaMA/comments/1o970ro/get_100_in_lovable_credits_when_you_publish_your/
false
false
self
0
null
RTX Pro 6000 Blackwell vLLM Benchmark: 120B Model Performance Analysis
173
**Hardware:** NVIDIA RTX Pro 6000 Blackwell Workstation Edition (96GB VRAM) **Software:** vLLM 0.11.0 | CUDA 13.0 | Driver 580.82.09 | FP16/BF16 **Model:** openai/gpt-oss-120b source: [https://huggingface.co/openai/gpt-oss-120b](https://huggingface.co/openai/gpt-oss-120b) Ran two test scenarios with 500-token and ...
2025-10-17T16:53:42
https://www.reddit.com/r/LocalLLaMA/comments/1o96o9o/rtx_pro_6000_blackwell_vllm_benchmark_120b_model/
notaDestroyer
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1o96o9o
false
null
t3_1o96o9o
/r/LocalLLaMA/comments/1o96o9o/rtx_pro_6000_blackwell_vllm_benchmark_120b_model/
false
false
https://b.thumbs.redditm…MUbTHjBoWP7c.jpg
173
{'enabled': False, 'images': [{'id': '12ojQ9khZuJRm7jqdMaOtnKaFtBC6Yo7dfwq4qKZ3jA', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/12ojQ9khZuJRm7jqdMaOtnKaFtBC6Yo7dfwq4qKZ3jA.png?width=108&crop=smart&auto=webp&s=292c3d3a2dfa2ce762d4e0ad0113f21057208fb5', 'width': 108}, {'height': 116, 'url': 'h...
A good local LLM model for basic projects
3
I'm a college student, and I was looking for LLMs to run locally and using them in my projects since I don't really wanna go with paid LLM APIs. I have an RTX 4050 Laptop GPU (6GB VRAM) and 32GB RAM, which models, along with how many parameters would be the best choice? Thanks in advance
2025-10-17T16:53:36
https://www.reddit.com/r/LocalLLaMA/comments/1o96o5q/a_good_local_llm_model_for_basic_projects/
Terrox1205
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1o96o5q
false
null
t3_1o96o5q
/r/LocalLLaMA/comments/1o96o5q/a_good_local_llm_model_for_basic_projects/
false
false
self
3
null
Using llamacpp and RCP, managed to improve promt processing by 4x times (160 t/s to 680 t/s) and text generation by 2x times (12.67 t/s to 22.52 t/s) by changing the device order including RPC. GLM 4.6 IQ4_XS multiGPU + RPC.
123
Hello guys, hoping you're having a good day. As you know, llamacpp has RPC since time ago. I have 2 PCs in my home: My "Server": * AM5 MSI X670E Carbon * AMD Ryzen 9 9900X * 192GB DDR5 6000Mhz CL32 * 7 GPUs * 5090x2 * 4090x2 * A6000 * 3090x2 * MCX314A-BCCT 40Gbps NIC (totally overkill, prob 10Gbps is fi...
2025-10-17T16:52:21
https://www.reddit.com/r/LocalLLaMA/comments/1o96mwq/using_llamacpp_and_rcp_managed_to_improve_promt/
panchovix
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1o96mwq
false
null
t3_1o96mwq
/r/LocalLLaMA/comments/1o96mwq/using_llamacpp_and_rcp_managed_to_improve_promt/
false
false
self
123
{'enabled': False, 'images': [{'id': 'TSUeCH2NDv6RbJnLo0teQe06N3eAzK4CFJBJmi2-P2Y', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/TSUeCH2NDv6RbJnLo0teQe06N3eAzK4CFJBJmi2-P2Y.png?width=108&crop=smart&auto=webp&s=98f4a9657fc66207bb288d30345450d85ef44c2f', 'width': 108}, {'height': 108, 'url': 'h...
5060ti chads... keep rising? (maybe)
2
Hey there, I have been trying to eek out the most performance from my setup. Previously I had 2x 5060ti (total 32gb vram) and 64gb system ram. I was running gpt-oss 120b at around 22 t/s. I saw a post here recently where someone posted that their ram improvement from getting more premium ram helped increase the cpu o...
2025-10-17T16:49:58
https://www.reddit.com/r/LocalLLaMA/comments/1o96kn7/5060ti_chads_keep_rising_maybe/
see_spot_ruminate
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1o96kn7
false
null
t3_1o96kn7
/r/LocalLLaMA/comments/1o96kn7/5060ti_chads_keep_rising_maybe/
false
false
self
2
null
vLLM Performance Benchmark: OpenAI GPT-OSS-20B on RTX Pro 6000 Blackwell (96GB)
8
**Hardware:** NVIDIA RTX Pro 6000 Blackwell Workstation Edition (96GB VRAM) **Software:** vLLM 0.11.0 | CUDA 13.0 | Driver 580.82.09 | FP16/BF16 **Model:** openai/gpt-oss-20b source: [https://huggingface.co/openai/gpt-oss-20b](https://huggingface.co/openai/gpt-oss-20b) Ran benchmarks across different output lengt...
2025-10-17T16:45:55
https://www.reddit.com/r/LocalLLaMA/comments/1o96gtu/vllm_performance_benchmark_openai_gptoss20b_on/
notaDestroyer
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1o96gtu
false
null
t3_1o96gtu
/r/LocalLLaMA/comments/1o96gtu/vllm_performance_benchmark_openai_gptoss20b_on/
false
false
https://b.thumbs.redditm…ODvnqAHnBkeo.jpg
8
{'enabled': False, 'images': [{'id': 'oLekl_ORR7Cm_gsrJon__vT598RBB5Hxp4VkS8gKBSU', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/oLekl_ORR7Cm_gsrJon__vT598RBB5Hxp4VkS8gKBSU.png?width=108&crop=smart&auto=webp&s=56f93ea81e319c450e5ccbbf073520d2e0a4c3a9', 'width': 108}, {'height': 116, 'url': 'h...
vLLM extremely slow / no response with max_model_len=8192 and multi-GPU tensor parallel
0
**Body** \`\`\` Setup: text \- Model: llama-3.1-8b \- Hardware: 2x NVIDIA A40 \- CUDA: 12.5, Driver: 555.42.06 \- vLLM version: <your vLLM version>\`\`\` \- Serving command: \`\`\`CUDA\_VISIBLE\_DEVICES=0,1 vllm serve ./llama-3.1-8b \\ \--tensor-parallel-size 2 \\ \--max-model-len 8192 \\ \--gpu-memory-utili...
2025-10-17T16:30:52
https://www.reddit.com/r/LocalLLaMA/comments/1o962tt/vllm_extremely_slow_no_response_with_max_model/
Dizzy-Watercress-744
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1970-01-01T00:00:00
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Biggest security or compliance headache when deploying LLMs in production?
1
Hi all, I am a security researcher exploring AI/LLM security topics and was curious to hear from those deploying models in production - what’s been your biggest security or compliance headache so far?
2025-10-17T15:59:11
https://www.reddit.com/r/LocalLLaMA/comments/1o958eh/biggest_security_or_compliance_headache_when/
Big_Impression_410
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1o958eh
false
null
t3_1o958eh
/r/LocalLLaMA/comments/1o958eh/biggest_security_or_compliance_headache_when/
false
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self
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null
Is there any wayto change reasoning effort on the fly for GPT-OSS in llama.cpp?
15
I run GPT-OSS-120B on my rig. I'm using a command like `llama-server ... --chat-template-kwargs '{"reasoning_effort":"high"}'` This works, and GPT OSS is much more capable of high reasoning effort. However, in some situations (coding, summarization, etc) I would like to set the reasoning effort to low. I understand ...
2025-10-17T15:58:54
https://www.reddit.com/r/LocalLLaMA/comments/1o9584a/is_there_any_wayto_change_reasoning_effort_on_the/
kevin_1994
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1o9584a
false
null
t3_1o9584a
/r/LocalLLaMA/comments/1o9584a/is_there_any_wayto_change_reasoning_effort_on_the/
false
false
self
15
null
The Hidden Philosophy Inside Large Language Models
0
2025-10-17T15:58:33
https://wmosshammer.medium.com/the-hidden-philosophy-inside-large-language-models-4bc0d7e4f9d8
Uncomfortable_Pause2
wmosshammer.medium.com
1970-01-01T00:00:00
0
{}
1o957sz
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null
t3_1o957sz
/r/LocalLLaMA/comments/1o957sz/the_hidden_philosophy_inside_large_language_models/
false
false
https://external-preview…eb373f192b23c2cc
0
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dual 5070ti vs. 5090
3
Simple review of some localLLM testing shows a dual 5070ti setup achieving 55 otks/s while a 5090 achieves 65 otks/s with same aggregate memory. However in Canadian $ terms a dual 5070ti setup is about $2,200 while a 5090 (when found at MSRP) is at $3,300. So in $/otks/s terms the 5070ti is a better value ($40/otkps v...
2025-10-17T15:42:55
https://www.reddit.com/r/LocalLLaMA/comments/1o94swi/dual_5070ti_vs_5090/
ghabian
self.LocalLLaMA
1970-01-01T00:00:00
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1o94swi
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/r/LocalLLaMA/comments/1o94swi/dual_5070ti_vs_5090/
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3
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oppo is powered by AI using arm
1
Info :https://x.com/Arm/status/1979140387022270924?t=6hHVyOygoTAKMbRofuOPQg&s=19
2025-10-17T15:42:04
https://i.redd.it/y0kozertzovf1.jpeg
Illustrious-Swim9663
i.redd.it
1970-01-01T00:00:00
0
{}
1o94s3k
false
null
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/r/LocalLLaMA/comments/1o94s3k/oppo_is_powered_by_ai_using_arm/
false
false
https://b.thumbs.redditm…PECQqBo5jrPY.jpg
1
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What is a recommended processor, board and ram for an LLM with a 3090
0
As the title states, getting a 3090 for a local LLM for my own home AI but curious what the best combo for this would be or would one of the AI max AIOs that are now popping up be a better option?
2025-10-17T15:33:39
https://www.reddit.com/r/LocalLLaMA/comments/1o94ka0/what_is_a_recommended_processor_board_and_ram_for/
Firecracker048
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1o94ka0
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/r/LocalLLaMA/comments/1o94ka0/what_is_a_recommended_processor_board_and_ram_for/
false
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0
null
Local tool to search documents (RAG only)
12
Is there a local, open-source tool that can be used to search documents using embedding or RAG, without any LLM needed for the processing. Usually in RAG with LLM, first the document is searched and then the results are given to the LLM and so on. I am looking just for a way to search a document, let's say a PDF (assum...
2025-10-17T15:29:04
https://www.reddit.com/r/LocalLLaMA/comments/1o94fs0/local_tool_to_search_documents_rag_only/
SuddenWerewolf7041
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1o94fs0
false
null
t3_1o94fs0
/r/LocalLLaMA/comments/1o94fs0/local_tool_to_search_documents_rag_only/
false
false
self
12
null
Google can't write their docs right, or is there some weird bs going on
0
I am trying to setup Genai batching, yesterday it was working fine and today even the example in the Google Genai docs arent work
2025-10-17T15:02:20
https://www.reddit.com/r/LocalLLaMA/comments/1o93pzm/google_cant_write_their_docs_right_or_is_there/
vensucksatlife
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1o93pzm
false
null
t3_1o93pzm
/r/LocalLLaMA/comments/1o93pzm/google_cant_write_their_docs_right_or_is_there/
false
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self
0
null
Get 1 Month of Perplexity Pro for Free
1
[removed]
2025-10-17T14:58:29
https://pplx.ai/anthonywur63521
Status-low21
pplx.ai
1970-01-01T00:00:00
0
{}
1o93lzv
false
null
t3_1o93lzv
/r/LocalLLaMA/comments/1o93lzv/get_1_month_of_perplexity_pro_for_free/
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null
Audio transcription with llama.cpp multimodal
4
Has anybody attempted audio transcription with the newish llama.cpp audio support? I have successfully compiled and run llama and a model, but I can't quite seem to understand how exactly to make the model understand the task: \`\`\` llama-mtmd-cli -m Voxtral-Mini-3B-2507-Q4\_K\_M.gguf --mmproj mmproj-Voxtral-Mini-...
2025-10-17T14:46:22
https://www.reddit.com/r/LocalLLaMA/comments/1o93ad1/audio_transcription_with_llamacpp_multimodal/
TachyonicBytes
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1o93ad1
false
null
t3_1o93ad1
/r/LocalLLaMA/comments/1o93ad1/audio_transcription_with_llamacpp_multimodal/
false
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self
4
null
The real 'privacy' challenge for local models isn't just data on disk, it's the biometric key.
28
We spend a lot of time here talking about running models locally for privacy and control over our data. We hash out quantization, VRAM, and efficient inference. But I think we're overlooking a criticl, persistet privacy challenge that's already solved by external AI: biometric identity fuson.... I ran a test on my own ...
2025-10-17T13:48:32
https://www.reddit.com/r/LocalLLaMA/comments/1o91thq/the_real_privacy_challenge_for_local_models_isnt/
ExtraAlien1
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1o91thq
false
null
t3_1o91thq
/r/LocalLLaMA/comments/1o91thq/the_real_privacy_challenge_for_local_models_isnt/
false
false
self
28
null
LLM speed on my system (R5 5600G, 5060Ti 16GB, 32GB RAM)
2
**LLM speed on my system (R5 5600G, 5060Ti 16GB, 32GB RAM)** **I tested several models on my system, i asked "Write a short text about the future of technology". Here are the results:** |Model|Total Duration (s)|Load Duration (s)|Prompt Eval Count (tokens)|Prompt Eval Duration (ms)|Prompt Eval Rate (tokens/s)|Ev...
2025-10-17T13:47:48
https://www.reddit.com/r/LocalLLaMA/comments/1o91suj/llm_speed_on_my_system_r5_5600g_5060ti_16gb_32gb/
R_dva
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1o91suj
false
null
t3_1o91suj
/r/LocalLLaMA/comments/1o91suj/llm_speed_on_my_system_r5_5600g_5060ti_16gb_32gb/
false
false
self
2
null
Updated to Ubuntu 24.04 and now Tesla P40 doesn't work with LMStudio
1
I've just recently updated to Ubuntu 24.04 and I am trying to use LMStudio with my P40. I installed the Data Center Driver for Ubuntu 24.04 580.95.05 driver, in order for Ubuntu to see the P40. I'm also running an RTX 2060 for driving graphics. When I launch LMstudio it only sees the RTX 2060. When I run with: C...
2025-10-17T13:47:14
https://www.reddit.com/r/LocalLLaMA/comments/1o91sdp/updated_to_ubuntu_2404_and_now_tesla_p40_doesnt/
fleabs
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1o91sdp
false
null
t3_1o91sdp
/r/LocalLLaMA/comments/1o91sdp/updated_to_ubuntu_2404_and_now_tesla_p40_doesnt/
false
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self
1
null
1 Month of Perplexity Pro for free
1
Hey everyone ☺️ you can currently get 1 month of Perplexity Pro completely free — here’s how: 1. Accept your Comet invite with the Pro option 2. Download Comet and log in to your account 3. Ask at least one question using Comet 4. After your first question, your free month of Perplexity Pro will be automatically activ...
2025-10-17T13:27:21
https://pplx.ai/anthonywur63521
Loose-Dog-7703
pplx.ai
1970-01-01T00:00:00
0
{}
1o91b87
false
null
t3_1o91b87
/r/LocalLLaMA/comments/1o91b87/1_month_of_perplexity_pro_for_free/
false
false
default
1
null
Agentic RAG for Dummies - A minimal Agentic RAG demo built with LangGraph — learn Retrieval-Augmented Agents in minutes.
0
Hey everyone! I stumbled upon a repository you absolutely need to check out if you are trying to build a truly advanced RAG system, what's now called Agentic RAG. Agentic RAG for Dummies This project shows you how to build a document Q&A system that actually works, all with minimal code thanks to LangGraph. Why This...
2025-10-17T13:26:01
https://www.reddit.com/r/LocalLLaMA/comments/1o91a2g/agentic_rag_for_dummies_a_minimal_agentic_rag/
CapitalShake3085
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1o91a2g
false
null
t3_1o91a2g
/r/LocalLLaMA/comments/1o91a2g/agentic_rag_for_dummies_a_minimal_agentic_rag/
false
false
self
0
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Need advice: A2000 (12 GB) vs 2× 1080 Ti for GPT-20B fine-tuning?
2
I want to fine tune gpt oss 20b model but I'm unsure if it'll work on my pc I have two options 1. A2000 with 12gb vram 2. Dual 1080ti with 11gm vram each So can you suggest whats best for me
2025-10-17T13:25:46
https://www.reddit.com/r/LocalLLaMA/comments/1o919ul/need_advice_a2000_12_gb_vs_2_1080_ti_for_gpt20b/
Kaustubh_Rai
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1o919ul
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/r/LocalLLaMA/comments/1o919ul/need_advice_a2000_12_gb_vs_2_1080_ti_for_gpt20b/
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2
null
Get 1 Month of Perplexity Pro for Free
1
[removed]
2025-10-17T13:09:47
https://pplx.ai/anthonywur63521
Necessary_Gap_7217
pplx.ai
1970-01-01T00:00:00
0
{}
1o90vzc
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null
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/r/LocalLLaMA/comments/1o90vzc/get_1_month_of_perplexity_pro_for_free/
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false
default
1
null
Get 1 Month of Perplexity Pro for Free
1
[removed]
2025-10-17T13:08:01
https://pplx.ai/anthonywur63521
Necessary_Gap_7217
pplx.ai
1970-01-01T00:00:00
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{}
1o90ugo
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t3_1o90ugo
/r/LocalLLaMA/comments/1o90ugo/get_1_month_of_perplexity_pro_for_free/
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null
do 2x MCIO to PCIe x16 adapters exist?
19
I want some kind of a "reverse bifurcation", 2 separate x8 ports combined into one x16. Is it possible to insert a x16 GPU into these two MCIO x8 ports? I've found some cables but not sure if they will work. Where do I put that 4 pin cable on the 2nd pic? Will the adapter on the 3rd pic work if I ditch the left card an...
2025-10-17T12:55:48
https://www.reddit.com/gallery/1o90jvf
MelodicRecognition7
reddit.com
1970-01-01T00:00:00
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false
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https://b.thumbs.redditm…JXYCciNQy3pE.jpg
19
null
LlamaBarn — A macOS menu bar app for running local LLMs (open source)
94
Hey `r/LocalLLaMA`! We just released this in beta and would love to get your feedback. Here: https://github.com/ggml-org/LlamaBarn What it does: - Download models from a curated catalog - Run models with one click — it auto-configures them for your system - Built-in web UI and REST API (via `llama.cpp` server) It's ...
2025-10-17T12:54:41
https://i.redd.it/nmcd9kwwvnvf1.png
erusev_
i.redd.it
1970-01-01T00:00:00
0
{}
1o90ixr
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t3_1o90ixr
/r/LocalLLaMA/comments/1o90ixr/llamabarn_a_macos_menu_bar_app_for_running_local/
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default
94
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gpt-oss 20b with 8 vCpus (24 GHz) , how much token per second ? (cpu only mode)
1
has anyone tried running gpt oss 20b in cpu only mode(8vCpus 24GHz) ? , if so how much token per second can it generate ?
2025-10-17T12:49:01
https://www.reddit.com/r/LocalLLaMA/comments/1o90eaj/gptoss_20b_with_8_vcpus_24_ghz_how_much_token_per/
firasjlassi
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1o90eaj
false
null
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/r/LocalLLaMA/comments/1o90eaj/gptoss_20b_with_8_vcpus_24_ghz_how_much_token_per/
false
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self
1
null
Get 1 Month of Perplexity Pro for Free
0
Hey everyone ☺️ you can currently get 1 month of Perplexity Pro completely free — here’s how: 1. Accept your Comet invite with the Pro option 2. Download Comet and log in to your account 3. Ask at least one question using Comet 4. After your first question, your free month of Perplexity Pro will be automatically activ...
2025-10-17T12:10:46
https://pplx.ai/anthonywur63521
Necessary_Gap_7217
pplx.ai
1970-01-01T00:00:00
0
{}
1o8zksm
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null
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/r/LocalLLaMA/comments/1o8zksm/get_1_month_of_perplexity_pro_for_free/
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default
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null
Upgrading my PC to run Qwen3-Coder-30B-A3B, Specs advice?
3
Hi All! I would appreciate some advice on this upgrade I'm planning. I'm new to local LLMs, but managed to run Qwen3 30B on an online rented RTX 5090 via vLLM, and liked the results. My current PC specs: CPU: AMD **Ryzen 5 7600X** 4.7 GHz 6-Core RAM: CORSAIR VENGEANCE DDR5 RAM **32GB** (2x16GB) 5200MHz ( running ...
2025-10-17T11:16:07
https://www.reddit.com/r/LocalLLaMA/comments/1o8yili/upgrading_my_pc_to_run_qwen3coder30ba3b_specs/
bumblebee_m
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1o8yili
false
null
t3_1o8yili
/r/LocalLLaMA/comments/1o8yili/upgrading_my_pc_to_run_qwen3coder30ba3b_specs/
false
false
self
3
null
This is what’s wrong with the world
0
2025-10-17T10:57:57
https://www.reddit.com/gallery/1o8y6is
GravyPoo
reddit.com
1970-01-01T00:00:00
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{}
1o8y6is
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t3_1o8y6is
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https://b.thumbs.redditm…ZrTZMlWNK_MU.jpg
0
null
what to use for embeddings for search application?
7
I'm trying to get some embeddings for a new search application im working on. I don't want to rely on 3-rd party apis (like openai `text-embedding-3-small` or similar). How would I get fast cpu-only embeddings? Is there anything I can ship that would run from an inexpensive VPS? I'm running [https://...
2025-10-17T10:56:51
https://www.reddit.com/r/LocalLLaMA/comments/1o8y5uy/what_to_use_for_embeddings_for_search_application/
cranberrie_sauce
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1o8y5uy
false
null
t3_1o8y5uy
/r/LocalLLaMA/comments/1o8y5uy/what_to_use_for_embeddings_for_search_application/
false
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self
7
{'enabled': False, 'images': [{'id': 'HVlDx3sIc9fDyqxYROltZh4_zaLPIwQ2OvPGjxm27kk', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/HVlDx3sIc9fDyqxYROltZh4_zaLPIwQ2OvPGjxm27kk.png?width=108&crop=smart&auto=webp&s=e0a0b9e00a90a64308b392ea065a5666bbc7c99a', 'width': 108}, {'height': 116, 'url': 'h...
How do you define acceptance criteria when delivering LLM projects for companies?
20
Hi everyone, I’d like to ask—when you take on large language model (LLM) projects for companies, how do you usually discuss and agree on acceptance criteria? My initial idea was to collaborate with the client to build an evaluation set (perhaps in the form of multiple-choice questions), and once the model achieves a m...
2025-10-17T10:09:10
https://www.reddit.com/r/LocalLLaMA/comments/1o8xd0p/how_do_you_define_acceptance_criteria_when/
piske_usagi
self.LocalLLaMA
1970-01-01T00:00:00
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{}
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/r/LocalLLaMA/comments/1o8xd0p/how_do_you_define_acceptance_criteria_when/
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self
20
null
just added Qwen3-VL support for MNN Chat android
20
https://reddit.com/link/1o8x4ta/video/juu7ycgm9nvf1/player Also support qwen3-vl-4b and qwen3-vl-8b Download the 0.7.5version to experience: [https://github.com/alibaba/MNN/blob/master/apps/Android/MnnLlmChat/README.md#version-075](https://github.com/alibaba/MNN/blob/master/apps/Android/MnnLlmChat/README.md#version...
2025-10-17T09:55:15
https://www.reddit.com/r/LocalLLaMA/comments/1o8x4ta/just_added_qwen3vl_support_for_mnn_chat_android/
Juude89
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1o8x4ta
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null
t3_1o8x4ta
/r/LocalLLaMA/comments/1o8x4ta/just_added_qwen3vl_support_for_mnn_chat_android/
false
false
self
20
{'enabled': False, 'images': [{'id': 'zNY5eQnZ-x8ORX22UUI4aGsd0-StGUHm-Z-wi5X4Vb4', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/zNY5eQnZ-x8ORX22UUI4aGsd0-StGUHm-Z-wi5X4Vb4.png?width=108&crop=smart&auto=webp&s=b2b811a5f0601218e718749816846cb4388718c5', 'width': 108}, {'height': 108, 'url': 'h...
What in the Black Friday hell is happening with the DDR5-5600 128GB SODIMM kits ?
50
In summer Amazon was selling them with something like 320€, not they are almost 500€ and increasing, I wanted to update my 64GB to 128, but this is obscene :(
2025-10-17T09:51:44
https://www.reddit.com/r/LocalLLaMA/comments/1o8x2w0/what_in_the_black_friday_hell_is_happening_with/
HumanDrone8721
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1o8x2w0
false
null
t3_1o8x2w0
/r/LocalLLaMA/comments/1o8x2w0/what_in_the_black_friday_hell_is_happening_with/
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self
50
null
Valve Developer Contributes Major Improvement To RADV Vulkan For Llama.cpp AI
234
2025-10-17T09:37:37
https://www.phoronix.com/news/RADV-Valve-Boost-Llama.cpp
FastDecode1
phoronix.com
1970-01-01T00:00:00
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Exploring LLM Inferencing, looking for solid reading and practical resources
5
I’m planning to dive deeper into LLM inferencing, focusing on the practical aspects - efficiency, quantization, optimization, and deployment pipelines. I’m not just looking to read theory, but actually apply some of these concepts in small-scale experiments and production-like setups. Would appreciate any recommendat...
2025-10-17T09:14:56
https://www.reddit.com/r/LocalLLaMA/comments/1o8wi46/exploring_llm_inferencing_looking_for_solid/
SAbdusSamad
self.LocalLLaMA
1970-01-01T00:00:00
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{}
1o8wi46
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self
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null
What do you think about this?
0
2025-10-17T08:49:35
https://youtube.com/watch?v=CctJNYYCPo0&si=9QRr11d1JwNzw-pc
DecisionLow2640
youtube.com
1970-01-01T00:00:00
0
{}
1o8w3t6
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null
What do you think about this?
1
2025-10-17T08:43:57
https://youtu.be/CctJNYYCPo0?si=FCMAXR78QOqFy7Zz
DecisionLow2640
youtu.be
1970-01-01T00:00:00
0
{}
1o8w0r1
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{'oembed': {'author_name': 'Maximilian Schwarzmüller', 'author_url': 'https://www.youtube.com/@maximilian-schwarzmueller', 'height': 200, 'html': '<iframe width="356" height="200" src="https://www.youtube.com/embed/CctJNYYCPo0?feature=oembed&enablejsapi=1" frameborder="0" allow="accelerometer; autoplay; clipboard-write...
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false
false
https://external-preview…6cc2e2301e0467d9
1
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Which path has a stronger long-term future — API/Agent work vs Core ML/Model Training?
1
Hey everyone 👋 I’m a Junior AI Developer currently working on projects that involve external APIs + LangChain/LangGraph + FastAPI — basically building chatbots, agents, and tool integrations that wrap around existing LLM APIs (OpenAI, Groq, etc). While I enjoy the prompting + orchestration side, I’ve been thinking a...
2025-10-17T08:24:15
https://www.reddit.com/r/LocalLLaMA/comments/1o8vpz7/which_path_has_a_stronger_longterm_future/
Funny_Working_7490
self.LocalLLaMA
1970-01-01T00:00:00
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self
1
null
Write three times the word potato
879
I was testing how well Qwen3-0.6B could follow simple instructions... and it accidentally created a trolling masterpiece.
2025-10-17T07:32:29
https://www.reddit.com/gallery/1o8uxh6
TooManyPascals
reddit.com
1970-01-01T00:00:00
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/r/LocalLLaMA/comments/1o8uxh6/write_three_times_the_word_potato/
false
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https://b.thumbs.redditm…ckXM3kS4Llno.jpg
879
null
I want to build an AI inference server for 72B models...what should I do?
2
This has been a goal of mine since I started engineering with AI. This machine will: 1. **Run AI Models Locally:** I want to run 72B (higher?) models smoothly (multi-tokens/second) 2. **Have API Access:** I will expose Ollama to the web and let my web apps connect with it via API. 3. **Possibly have NAS:** I have a 2...
2025-10-17T06:58:28
https://www.reddit.com/r/LocalLLaMA/comments/1o8uemm/i_want_to_build_an_ai_inference_server_for_72b/
courtimus-prime
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1o8uemm
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t3_1o8uemm
/r/LocalLLaMA/comments/1o8uemm/i_want_to_build_an_ai_inference_server_for_72b/
false
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self
2
null
AI as Judge for smaller LMs. Suggestions?
5
Hey, creator of the GPU-poor Arena here. I have a simple question for you guys. What is the best LLM to use for the role of a judge (AI as judge) for automated evaluation of smaller (GPU poor) models? I think we should keep the West-East dual judge system. For example, Gemini 2.5 Pro and DeepSeek I'm really curiou...
2025-10-17T06:07:59
https://www.reddit.com/r/LocalLLaMA/comments/1o8tlz3/ai_as_judge_for_smaller_lms_suggestions/
kastmada
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1o8tlz3
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t3_1o8tlz3
/r/LocalLLaMA/comments/1o8tlz3/ai_as_judge_for_smaller_lms_suggestions/
false
false
self
5
null
Setting up
2
2025-10-17T05:41:19
https://i.redd.it/ls2qgn0n0mvf1.jpeg
UmpireForeign7730
i.redd.it
1970-01-01T00:00:00
0
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1o8t64k
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t3_1o8t64k
/r/LocalLLaMA/comments/1o8t64k/setting_up/
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default
2
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Built Overtab: An On-device AI browsing assistant powered by Gemini Nano (no cloud, no data sent out)!
13
Hey everyone 👋 I’ve been obsessed with making browsing smarter, so I built what I wished existed: **Overtab**, an on-device AI Chrome assistant I created for the **Google Chrome Built-in AI Challenge 2025** that gives instant insights right in your browser. Highlight text, ask by voice, or right-click images: all pr...
2025-10-17T05:20:11
https://www.reddit.com/r/LocalLLaMA/comments/1o8st45/built_overtab_an_ondevice_ai_browsing_assistant/
Consistent_One7493
self.LocalLLaMA
1970-01-01T00:00:00
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/r/LocalLLaMA/comments/1o8st45/built_overtab_an_ondevice_ai_browsing_assistant/
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13
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🚀 HuggingFaceChat Omni: Dynamic policy-baed routing to 115+ LLMs
53
Introducing: [HuggingChat Omni ](https://github.com/huggingface/chat-ui) Select the best model for every prompt automatically \- Automatic model selection for your queries \- 115 models available across 15 providers Available now all Hugging Face users. 100% open source. Omni uses a policy-based appr...
2025-10-17T04:52:56
https://i.redd.it/tmc0nl14pjvf1.png
AdditionalWeb107
i.redd.it
1970-01-01T00:00:00
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false
https://b.thumbs.redditm…-c-hnV5fNt6E.jpg
53
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Nvidia DGX Spark finally came out but not sure if its for me. Advice on which system best suits my needs
0
I found out about the Nvidia DGX Spark not from a tech announcement or leak, but from a podcast hosted by Steven on the channel Diary of a CEO. (https://www.youtube.com/watch?v=sFkR34AMPw8&t=4300s) This featured Daniel Priestly, a very successful entrepreneur. About halfway through the video, he gets more in-depth into...
2025-10-17T04:50:16
https://www.reddit.com/r/LocalLLaMA/comments/1o8sa6z/nvidia_dgx_spark_finally_came_out_but_not_sure_if/
alexthewoo
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
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t3_1o8sa6z
/r/LocalLLaMA/comments/1o8sa6z/nvidia_dgx_spark_finally_came_out_but_not_sure_if/
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self
0
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Thoughts on this Architecture idea involving Exo?
2
I posted this [as a comment](https://www.reddit.com/r/LocalLLaMA/comments/1o8e4ie/comment/njuz7oz/?utm_source=share&utm_medium=web3x&utm_name=web3xcss&utm_term=1&utm_content=share_button) on [this post](https://www.reddit.com/r/LocalLLaMA/comments/1o8e4ie/interesting_post_about_using_dgx_spark_compute/), but think it's...
2025-10-17T03:50:41
https://www.reddit.com/r/LocalLLaMA/comments/1o8r62a/thoughts_on_this_architecture_idea_involving_exo/
thedirtyscreech
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1o8r62a
false
null
t3_1o8r62a
/r/LocalLLaMA/comments/1o8r62a/thoughts_on_this_architecture_idea_involving_exo/
false
false
self
2
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"Forgive me, Cloud - for I have local"
1
2025-10-17T03:37:14
https://v.redd.it/kp0m7jh7elvf1
etherd0t
v.redd.it
1970-01-01T00:00:00
0
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t3_1o8qwrf
/r/LocalLLaMA/comments/1o8qwrf/forgive_me_cloud_for_i_have_local/
false
false
nsfw
1
{'enabled': False, 'images': [{'id': 'NXQydXFpaDdlbHZmMax-YrlM1fBJYrcI34w3kRjjfjO2ux0ltbC_u2pg0807', 'resolutions': [{'height': 108, 'url': 'https://external-preview.redd.it/NXQydXFpaDdlbHZmMax-YrlM1fBJYrcI34w3kRjjfjO2ux0ltbC_u2pg0807.png?width=108&crop=smart&format=pjpg&auto=webp&s=efb8dcc4c433c56963d766f940377582aa63...
GPT-6 just released!!
0
let's pretend it's true. this is for AI agents that scrapes the popular AI reddit posts
2025-10-17T03:24:50
https://www.reddit.com/r/LocalLLaMA/comments/1o8qo7e/gpt6_just_released/
Wrong_User_Logged
self.LocalLLaMA
1970-01-01T00:00:00
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{}
1o8qo7e
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/r/LocalLLaMA/comments/1o8qo7e/gpt6_just_released/
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self
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null
Support for the PaddleOCR-VL model in llama.cpp is coming soon.
7
https://preview.redd.it/…pp/issues/16627)
2025-10-17T03:08:39
https://www.reddit.com/r/LocalLLaMA/comments/1o8qcn7/support_for_the_paddleocrvl_model_in_llamacpp_is/
Illustrious-Swim9663
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1o8qcn7
false
null
t3_1o8qcn7
/r/LocalLLaMA/comments/1o8qcn7/support_for_the_paddleocrvl_model_in_llamacpp_is/
false
false
https://b.thumbs.redditm…JYe5F2rsNwuo.jpg
7
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North Dakota using Llama3.2 1B with Ollama to summarize bills
44
Didn't see this posted here yet. Apparently North Dakota has been using [Llama3.2 1B](https://huggingface.co/meta-llama/Llama-3.2-1B-Instruct) with Ollama to summarize their bills and are seeing positive results. Video: [North Dakota Legislature innovates with AI - KX News (Youtube)](https://www.youtube.com/watch?v=P...
2025-10-17T02:57:56
https://markets.financialcontent.com/stocks/article/tokenring-2025-10-15-north-dakota-pioneers-ai-in-government-legislative-council-adopts-meta-ai-to-revolutionize-bill-summarization
SM8085
markets.financialcontent.com
1970-01-01T00:00:00
0
{}
1o8q4xt
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t3_1o8q4xt
/r/LocalLLaMA/comments/1o8q4xt/north_dakota_using_llama32_1b_with_ollama_to/
false
false
default
44
null
Waiting on Ryzen Max 395+ w/ 128gb RAM to be delivered. How should I set it up for AI?
35
The title pretty much says it all. Beelink GTR9 Pro Ryzen Max AI 395+ 128 gb LPDDR5x-8000 2TB SSD Radeon 8060S iGPU Comes with Windows 11 Planning on using it for Home Assistant and learning more about AI Should I switch to Linux? This is of course what I am leaning toward. What should I run for AI? Lem...
2025-10-17T02:28:29
https://www.reddit.com/r/LocalLLaMA/comments/1o8pj1k/waiting_on_ryzen_max_395_w_128gb_ram_to_be/
atomicpapa210
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1o8pj1k
false
null
t3_1o8pj1k
/r/LocalLLaMA/comments/1o8pj1k/waiting_on_ryzen_max_395_w_128gb_ram_to_be/
false
false
self
35
null
Introducing the Massive Legal Embedding Benchmark (MLEB)
12
"MLEB contains 10 datasets spanning multiple document types, jurisdictions, areas of law, and tasks... Of the 10 datasets in MLEB, 7 are entirely new, constructed either by having subject matter experts hand-label data or by adapting existing expert-labeled data." The datasets are high quality, representative and op...
2025-10-17T02:25:32
https://huggingface.co/blog/isaacus/introducing-mleb
Neon0asis
huggingface.co
1970-01-01T00:00:00
0
{}
1o8pgt9
false
null
t3_1o8pgt9
/r/LocalLLaMA/comments/1o8pgt9/introducing_the_massive_legal_embedding_benchmark/
false
false
default
12
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What gpu should I choose
1
[removed]
2025-10-17T02:12:15
https://www.reddit.com/r/LocalLLaMA/comments/1o8p6om/what_gpu_should_i_choose/
West-Kick2749
self.LocalLLaMA
1970-01-01T00:00:00
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1o8p6om
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/r/LocalLLaMA/comments/1o8p6om/what_gpu_should_i_choose/
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null
What GPU should I choose?
1
[removed]
2025-10-17T01:45:18
https://www.reddit.com/r/LocalLLaMA/comments/1o8om5k/what_gpu_should_i_choose/
West-Kick2749
self.LocalLLaMA
1970-01-01T00:00:00
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null
Best open-source text-to-video model?
5
I assume there's nothing that can come close to the level of Sora 2 or Veo 3 right now, but I'm wondering what's the best in the open source world right now. I'd like to try and generate some videos of medical physical exam findings or maneuvers, or medical pathologies, but Sora 2 is locked down and Veo 3 seems unabl...
2025-10-17T01:30:59
https://www.reddit.com/r/LocalLLaMA/comments/1o8obe8/best_opensource_texttovideo_model/
Amazydayzee
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1o8obe8
false
null
t3_1o8obe8
/r/LocalLLaMA/comments/1o8obe8/best_opensource_texttovideo_model/
false
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self
5
null
Help me select a model my setup can run (setup in post body)
3
Hi everyone. I recently put together a pc - ryzen7 9800x3d, 5070ti 16GBvram, 2+2GB nvme SSD, 64 gb DDR5 cl30 RAM. Can you help me choose which model can I run locally to experiment with? My use case - 1. want to put together a claude code like environment but hosted an run locally 2. ChatGPT/Claude code li...
2025-10-17T01:27:49
https://www.reddit.com/r/LocalLLaMA/comments/1o8o91c/help_me_select_a_model_my_setup_can_run_setup_in/
Competitive-You5538
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1o8o91c
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null
t3_1o8o91c
/r/LocalLLaMA/comments/1o8o91c/help_me_select_a_model_my_setup_can_run_setup_in/
false
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self
3
null
Best Open Source TTS That Sounds Most Natural Voice For Storytelling? That You Can Run With 12GB Vram?
69
Last I heard Higgs was great - but have heard it takes 24gb vram (and I only have 12GB on my machine). So wanted to see if anyone had suggested on the best free to use (commercial or otherwise) that I can run from my own machine.
2025-10-17T01:00:05
https://www.reddit.com/r/LocalLLaMA/comments/1o8no7i/best_open_source_tts_that_sounds_most_natural/
Head-Investigator540
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1o8no7i
false
null
t3_1o8no7i
/r/LocalLLaMA/comments/1o8no7i/best_open_source_tts_that_sounds_most_natural/
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false
self
69
null
Startup requiring GPU compute (rental)!
0
Hey guys, I'm just starting out at a startup where we have a requirement to source GPU compute for training and running inferences on our models. What is the best way of going about sourcing compute? 1. Get into fixed pricing contracts - Have visibility into clearly how much I'm going to pay.  2. Pay as I go, but onl...
2025-10-17T00:53:19
https://www.reddit.com/r/LocalLLaMA/comments/1o8nizt/startup_requiring_gpu_compute_rental/
Sharp_Ad9847
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1o8nizt
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t3_1o8nizt
/r/LocalLLaMA/comments/1o8nizt/startup_requiring_gpu_compute_rental/
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self
0
null
We built an open-source coding agent CLI that can be run locally
36
Basically, it’s like Claude Code but with native support for local LLMs and a universal tool parser that works even on inference platforms without built-in tool call support. Kolosal CLI is an open-source, cross-platform agentic command-line tool that lets you discover, download, and run models locally using an ultra-...
2025-10-17T00:41:19
https://i.redd.it/k22utme4jkvf1.png
SmilingGen
i.redd.it
1970-01-01T00:00:00
0
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1o8n9ym
false
null
t3_1o8n9ym
/r/LocalLLaMA/comments/1o8n9ym/we_built_an_opensource_coding_agent_cli_that_can/
false
false
https://b.thumbs.redditm…45B22PlNYYgA.jpg
36
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Fine-tuning
9
Hey everyone, I'm just starting out with Llama and I'm working on a bold final project. I'm developing a chatbot. Initially, I used RAG, but it's not returning good enough responses. My advisor pointed out that I can use fine-tuning for data, especially in cases of stable knowledge and specific terminology. However, ...
2025-10-17T00:28:48
https://www.reddit.com/r/LocalLLaMA/comments/1o8n0kd/finetuning/
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New OrKA-reasoning YAML docs for local agent orchestration with full traces
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If you build with local models and want orchestration you can inspect, I cleaned up OrKa’s docs. It is now a YAML-first reference for Agents, Nodes, and Tools. The goal is to help you wire small agents locally, route with conditions, and see every step in a trace. Highlights * Minimal YAML for each agent type: builde...
2025-10-17T00:23:19
https://i.redd.it/c6el0a9ufkvf1.png
marcosomma-OrKA
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