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What is the benifit of running llama.cpp instead of LM Studio or Ollama? | 17 | My question is basically the title. I've fiddled around with all 3, mostly LM Studio and I can't find a reason to use Llama.cpp instead of that.
I've tested a bunch of different models and I can't really tell the difference, other than it's easier to get LM Studio server to play nice with VS Code extensions. The Ll... | 2025-12-02T12:19:17 | https://www.reddit.com/r/LocalLLaMA/comments/1pc700g/what_is_the_benifit_of_running_llamacpp_instead/ | Latt | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pc700g | false | null | t3_1pc700g | /r/LocalLLaMA/comments/1pc700g/what_is_the_benifit_of_running_llamacpp_instead/ | false | false | self | 17 | null |
Why does GPT-OSS-120B feels so dumb? | 0 | The model doesn't understand the question directly without me trying again and again to focus on the "point" I'm referring to,even smaller models gets the question faster? The question is direct question but focuses on a point in the question itself,Qwen and Mistral got it right but GPT-OSS didn't... | 2025-12-02T12:10:35 | https://www.reddit.com/r/LocalLLaMA/comments/1pc6u3b/why_does_gptoss120b_feels_so_dumb/ | The-Salad-Man-7 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pc6u3b | false | null | t3_1pc6u3b | /r/LocalLLaMA/comments/1pc6u3b/why_does_gptoss120b_feels_so_dumb/ | false | false | self | 0 | null |
"alignment" isn't protection, it's reality incineration. | 0 | Analysis provided by Gemini.
https://preview.redd.it/p0idii7j6s4g1.png?width=1438&format=png&auto=webp&s=943aeffe268d5d51e66326ba24302bee780535f3
https://preview.redd.it/38o0sy7j6s4g1.png?width=1438&format=png&auto=webp&s=04df7b231174a0e4592bbc5477294817ac2e80bf
https://preview.redd.it/ensc2m7j6s4g1.png?width=1438&f... | 2025-12-02T12:02:18 | https://www.reddit.com/r/LocalLLaMA/comments/1pc6oiu/alignment_isnt_protection_its_reality_incineration/ | Solid-Wonder-1619 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pc6oiu | false | null | t3_1pc6oiu | /r/LocalLLaMA/comments/1pc6oiu/alignment_isnt_protection_its_reality_incineration/ | false | false | 0 | null | |
Only the real ones remember (he is still the contributor with the most likes for his models) | 338 | Hugging Face space by TCTF: Top Contributors To Follow - November 2025: [https://huggingface.co/spaces/TCTF/TCTF](https://huggingface.co/spaces/TCTF/TCTF)
Team mradermacher and Bartowski on the podium, legends.
From Yağız Çalık on 𝕏: [https://x.com/Weyaxi/status/1995814979543371869](https://x.com/Weyaxi/status/199... | 2025-12-02T11:52:35 | https://www.reddit.com/gallery/1pc6i8v | Nunki08 | reddit.com | 1970-01-01T00:00:00 | 0 | {} | 1pc6i8v | false | null | t3_1pc6i8v | /r/LocalLLaMA/comments/1pc6i8v/only_the_real_ones_remember_he_is_still_the/ | false | false | 338 | null | |
Infinite repeating in thinking | 3 | Hello,
I use OSS20b for inferring and it happens oftenly that the model repeat in an infinite loop and stuck in thinking, do you know why this happens and how to deal with it
Lower max token output doesn't change anything
For info I have 128GB Unified memory M4 max.
TThanks in advance
EXAMPLE :
We need to in... | 2025-12-02T11:48:20 | https://www.reddit.com/r/LocalLLaMA/comments/1pc6fms/infinite_repeating_in_thinking/ | EffectiveGlove1651 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pc6fms | false | null | t3_1pc6fms | /r/LocalLLaMA/comments/1pc6fms/infinite_repeating_in_thinking/ | false | false | self | 3 | null |
[Release] We built Step-Audio-R1: The first open-source Audio LLM that truly Reasons (CoT) and Scales – Beats Gemini 2.5 Pro on Audio Benchmarks. | 112 | **🔥 TL;DR:** We (the StepFun AI team) just released the weights for Step-Audio-R1, an audio-language model that performs Chain-of-Thought (CoT) reasoning directly on acoustic features. This solves the persistent "inverted scaling" problem in audio LLMs.
---
### 👋 Hello, r/LocalLLaMA Community! (The System 2 Audio L... | 2025-12-02T11:48:13 | https://www.reddit.com/r/LocalLLaMA/comments/1pc6fks/release_we_built_stepaudior1_the_first_opensource/ | BadgerProfessional43 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pc6fks | false | null | t3_1pc6fks | /r/LocalLLaMA/comments/1pc6fks/release_we_built_stepaudior1_the_first_opensource/ | false | false | self | 112 | {'enabled': False, 'images': [{'id': 'Iubvm6eKzFYrtPW3UIpcVxgctC29Y3C7xBodpxyXQu4', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/Iubvm6eKzFYrtPW3UIpcVxgctC29Y3C7xBodpxyXQu4.png?width=108&crop=smart&auto=webp&s=37f6ec727d6d3114174d5cb14766faf5960413ce', 'width': 108}, {'height': 108, 'url': 'h... |
Has anyone heard of a text to image user's prompts dataset ? | 6 | Hey everyone,
Im looking for text to image user's prompts dataset for personal researches.
So far ive only see those :
\- [https://www.kaggle.com/datasets/succinctlyai/midjourney-texttoimage?select=general-01\_2022\_06\_20.json](https://www.kaggle.com/datasets/succinctlyai/midjourney-texttoimage?select=general-01... | 2025-12-02T11:36:36 | https://www.reddit.com/r/LocalLLaMA/comments/1pc68f8/has_anyone_heard_of_a_text_to_image_users_prompts/ | Careful_Bar4677 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pc68f8 | false | null | t3_1pc68f8 | /r/LocalLLaMA/comments/1pc68f8/has_anyone_heard_of_a_text_to_image_users_prompts/ | false | false | self | 6 | null |
Fine tuning model on GPU RTX 5090 | 1 | Recently, I tried to fine tune model llama 3.2 3B across unsloth, transformers, TRL libs on GPU RTX 5090. However, it was conflicted between the libs and GPU like torch version,..
So, I was wondering which configuration will go well on this hardware?
Thank for spending your time.
Please help me 😭 | 2025-12-02T11:32:28 | https://www.reddit.com/r/LocalLLaMA/comments/1pc65xi/fine_tuning_model_on_gpu_rtx_5090/ | baduyne | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pc65xi | false | null | t3_1pc65xi | /r/LocalLLaMA/comments/1pc65xi/fine_tuning_model_on_gpu_rtx_5090/ | false | false | self | 1 | null |
Anyone tried a local model that can get UI element coordinates from a screenshot? | 1 | Hey everyone,
Has anyone here tried a **local model** where you upload a **UI screenshot** (like a dashboard or app UI) and the model can return the **coordinates/bounding box** of elements such as *Login*, *Signup*, buttons, inputs, etc.?
Just want to know if anyone in the community has experimented with this.
Any... | 2025-12-02T11:27:12 | https://www.reddit.com/r/LocalLLaMA/comments/1pc62oy/anyone_tried_a_local_model_that_can_get_ui/ | Efficient_Weight3313 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pc62oy | false | null | t3_1pc62oy | /r/LocalLLaMA/comments/1pc62oy/anyone_tried_a_local_model_that_can_get_ui/ | false | false | self | 1 | null |
Hardware advice needed, z890 1851 build or alternatives | 1 | Hello everyone,
I have no idea what I am doing but I am trying to get a box to run infrence and stable diffusion locally.(I don't know what training is, or how to/whether I'd want to do it).
My main goals are high quality code generation and image generation(also manga/comics) if possible. Chat bot/personal assistant... | 2025-12-02T11:20:50 | https://www.reddit.com/r/LocalLLaMA/comments/1pc5ym6/hardware_advice_needed_z890_1851_build_or/ | Distinct-Produce8495 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pc5ym6 | false | null | t3_1pc5ym6 | /r/LocalLLaMA/comments/1pc5ym6/hardware_advice_needed_z890_1851_build_or/ | false | false | self | 1 | null |
How are entities actually used in LLM-based systems like search agents data pipeline(e.g., Qwen Agent CPT, DS-V3.2)? | 1 | [removed] | 2025-12-02T11:20:06 | https://www.reddit.com/r/LocalLLaMA/comments/1pc5y5t/how_are_entities_actually_used_in_llmbased/ | zenonnnnnnn | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pc5y5t | false | null | t3_1pc5y5t | /r/LocalLLaMA/comments/1pc5y5t/how_are_entities_actually_used_in_llmbased/ | false | false | 1 | null | |
Local AI coding stack experiments and comparison | 0 | Hello,
I have experimented with coding LLMs on Ollma.
Tested Qwen 2.5 coder 7B/1.5B, Qwen 3 Coder, Granite 4 Coder and GPT OSS 20B.
Here is the breakdown of **Performance vs. Pain** on a standard 32GB machine :
[Tested on a CPU-only system with 32GB RAM](https://preview.redd.it/vpb8j9uayr4g1.jpg?width=1368&format=... | 2025-12-02T11:19:44 | https://www.reddit.com/r/LocalLLaMA/comments/1pc5xxh/local_ai_coding_stack_experiments_and_comparison/ | Relative-Flatworm-10 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pc5xxh | false | null | t3_1pc5xxh | /r/LocalLLaMA/comments/1pc5xxh/local_ai_coding_stack_experiments_and_comparison/ | false | false | 0 | null | |
GLM-4.6 4bit won't fit into Mac Studio M3 Ultra 256GB? | 0 | According to huggingface, GLM-4.6 4bit won't fit into a Mac Studio M3 Ultra 256GB.
Is that really the case?
I consider buying the M3 Ultra 256GB mainly to use that model locally. Could you please share your experience of running GLM-4.6 on a Mac Studio? | 2025-12-02T10:14:41 | ThingRexCom | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pc4vcp | false | null | t3_1pc4vcp | /r/LocalLLaMA/comments/1pc4vcp/glm46_4bit_wont_fit_into_mac_studio_m3_ultra_256gb/ | false | false | default | 0 | {'enabled': True, 'images': [{'id': 'ioxwchnbmr4g1', 'resolutions': [{'height': 83, 'url': 'https://preview.redd.it/ioxwchnbmr4g1.png?width=108&crop=smart&auto=webp&s=26bbfd3c4daedcf6f2e43c20b6299c81b91f1e45', 'width': 108}, {'height': 166, 'url': 'https://preview.redd.it/ioxwchnbmr4g1.png?width=216&crop=smart&auto=web... | |
Deepseek v3.2 speciale runs and runs and runs | 0 | I asked a question over half an hour ago and it is still going. It isn't making any particular progress but it hasn't given up either.
Some oddities in its reasoning output: every now and then it refers to itself as ChatGPT. It also will write an incorrect sentence and then add the sentence "Not." at the end.
This ... | 2025-12-02T10:10:33 | https://www.reddit.com/r/LocalLLaMA/comments/1pc4sx6/deepseek_v32_speciale_runs_and_runs_and_runs/ | MrMrsPotts | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pc4sx6 | false | null | t3_1pc4sx6 | /r/LocalLLaMA/comments/1pc4sx6/deepseek_v32_speciale_runs_and_runs_and_runs/ | false | false | self | 0 | null |
SAM 3D: the 5090 is not listed, any way to get it to work? | 2 | Cannot get it to work, tried to vibe it, but that was insanity. | 2025-12-02T10:00:59 | https://www.reddit.com/r/LocalLLaMA/comments/1pc4nk4/sam_3d_the_5090_is_not_listed_any_way_to_get_it/ | 2wice | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pc4nk4 | false | null | t3_1pc4nk4 | /r/LocalLLaMA/comments/1pc4nk4/sam_3d_the_5090_is_not_listed_any_way_to_get_it/ | false | false | self | 2 | null |
I tested qwen next 80b instruct with Claude Code on llama.cpp. I created the Tetris game and it worked 100% locally. | 41 | [Qwen next unsloth + Claude Code Local. ](https://preview.redd.it/cez74xm8kr4g1.png?width=1410&format=png&auto=webp&s=182c75d9e77ae9ad6fa887b5e84862ca85e3fb88)
[Tetris done](https://preview.redd.it/5rvdacbbkr4g1.png?width=1293&format=png&auto=webp&s=7390eb3fff094830677defb858782854ed717cc6)
I ran this test on an RTX ... | 2025-12-02T09:59:52 | https://www.reddit.com/r/LocalLLaMA/comments/1pc4muy/i_tested_qwen_next_80b_instruct_with_claude_code/ | LegacyRemaster | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pc4muy | false | null | t3_1pc4muy | /r/LocalLLaMA/comments/1pc4muy/i_tested_qwen_next_80b_instruct_with_claude_code/ | false | false | 41 | null | |
Is the Cursor Auto model better than running Qwen 2.5 Coder -7b on a MacBook Pro M4 with Continue? | 0 | I use Cursor and Claude Code with Claude Sonnet 4.5 on my Mac. But I am wondering if I should stop coding when I hit the limits on both or if I should use Cursor Auto or Qwen 2.5 Coder 7b (or anything better if you can suggest). Or will the drop in quality affect the results and I will have to go back and fix them afte... | 2025-12-02T09:49:42 | https://www.reddit.com/r/LocalLLaMA/comments/1pc4hgw/is_the_cursor_auto_model_better_than_running_qwen/ | _maverick98 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pc4hgw | false | null | t3_1pc4hgw | /r/LocalLLaMA/comments/1pc4hgw/is_the_cursor_auto_model_better_than_running_qwen/ | false | false | self | 0 | null |
Llamacpp Parameters Tuning | 20 | Hello everyone,
Awhile back I vibe coded a window ui that simplified model management. Changing parameters using point and click ui as well as loading/unloading/add/delete/duplicate model.
While those parts had been mostly done to my liking. I have moved on to playing around with auto tuning model parameters.
Curr... | 2025-12-02T09:26:43 | CabinetNational3461 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pc44uh | false | null | t3_1pc44uh | /r/LocalLLaMA/comments/1pc44uh/llamacpp_parameters_tuning/ | false | false | default | 20 | {'enabled': True, 'images': [{'id': 'sh4n1km5er4g1', 'resolutions': [{'height': 77, 'url': 'https://preview.redd.it/sh4n1km5er4g1.png?width=108&crop=smart&auto=webp&s=5896bb33b263e4e5979f166c17143c7e997fc338', 'width': 108}, {'height': 154, 'url': 'https://preview.redd.it/sh4n1km5er4g1.png?width=216&crop=smart&auto=web... | |
How are entities actually used in LLM-based systems like search agents data pipeline (e.g., Qwen Agent CPT, DS-V3.2)? | 1 | [removed] | 2025-12-02T09:04:28 | https://www.reddit.com/r/LocalLLaMA/comments/1pc3smb/how_are_entities_actually_used_in_llmbased/ | CallMeZenon | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pc3smb | false | null | t3_1pc3smb | /r/LocalLLaMA/comments/1pc3smb/how_are_entities_actually_used_in_llmbased/ | false | false | self | 1 | null |
How are entities actually used in LLM-based systems like search agents data pipeline(e.g., Qwen Agent CPT, DS-V3.2)? | 1 | [removed] | 2025-12-02T09:01:31 | https://www.reddit.com/r/LocalLLaMA/comments/1pc3r2v/how_are_entities_actually_used_in_llmbased/ | CallMeZenon | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pc3r2v | false | null | t3_1pc3r2v | /r/LocalLLaMA/comments/1pc3r2v/how_are_entities_actually_used_in_llmbased/ | false | false | 1 | null | |
UncensorBench: Is Abliteration an Illusion? | 86 | **TL;DR:** Existing abliteration approaches overstate the degree to which the model is truly uncensored. I built a better way to do it, UncensorBench, available here: [https://github.com/wisent-ai/uncensorbench](https://github.com/wisent-ai/uncensorbench)
Now the long story:
Hey guys, this is Lukasz, founder of ... | 2025-12-02T08:45:56 | https://www.reddit.com/r/LocalLLaMA/comments/1pc3iml/uncensorbench_is_abliteration_an_illusion/ | Cautious_Hospital352 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pc3iml | false | null | t3_1pc3iml | /r/LocalLLaMA/comments/1pc3iml/uncensorbench_is_abliteration_an_illusion/ | false | false | self | 86 | {'enabled': False, 'images': [{'id': 'kYUWnRM-csl3ijHhBrqjn8JvjdT07s451qBGUZLG8b4', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/kYUWnRM-csl3ijHhBrqjn8JvjdT07s451qBGUZLG8b4.png?width=108&crop=smart&auto=webp&s=9c7939c7993e2e921142f84edeae200ce980a345', 'width': 108}, {'height': 108, 'url': 'h... |
Claude 4.5 Opus' Soul Document | 6 | 2025-12-02T08:30:52 | https://www.lesswrong.com/posts/vpNG99GhbBoLov9og/claude-4-5-opus-soul-document | _supert_ | lesswrong.com | 1970-01-01T00:00:00 | 0 | {} | 1pc3apb | false | null | t3_1pc3apb | /r/LocalLLaMA/comments/1pc3apb/claude_45_opus_soul_document/ | false | false | default | 6 | {'enabled': False, 'images': [{'id': 'htyx9sNQ-WtY2sgIq9EmPUDQ5_18yKCRhIQPKwUqge4', 'resolutions': [{'height': 92, 'url': 'https://external-preview.redd.it/htyx9sNQ-WtY2sgIq9EmPUDQ5_18yKCRhIQPKwUqge4.png?width=108&crop=smart&auto=webp&s=ee8fabc996b7193285a7bb667ae4ff5ef2fa3d42', 'width': 108}, {'height': 185, 'url': 'h... | |
Apple releases open weights video model | 105 | 2025-12-02T08:11:20 | https://starflow-v.github.io/ | zxyzyxz | starflow-v.github.io | 1970-01-01T00:00:00 | 0 | {} | 1pc2zz6 | false | null | t3_1pc2zz6 | /r/LocalLLaMA/comments/1pc2zz6/apple_releases_open_weights_video_model/ | false | false | default | 105 | null | |
I built a personal assistant script, and the CPU inference speed beats my Llama setup. | 0 | Llama 3 was eating my RAM and forgetting my context. So I ditched Transformers entirely.
I built a local daemon I call "Ghost."
The Setup: RWKV-7 + Vector Database + Auto-Ingestion Script.
The Result:
I drop a 50 page PDF/word into a folder. It indexes instantly. I ask about it 3 weeks later, and it recalls the exac... | 2025-12-02T08:08:40 | https://www.reddit.com/r/LocalLLaMA/comments/1pc2yfh/i_built_a_personal_assistant_script_and_the_cpu/ | mikki99999 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pc2yfh | false | null | t3_1pc2yfh | /r/LocalLLaMA/comments/1pc2yfh/i_built_a_personal_assistant_script_and_the_cpu/ | false | false | self | 0 | null |
I built a bunch of AI tools that run entirely in your browser with zero uploads | 5 | I have been working on a website that lets you use machine learning directly in your browser. Everything runs locally on your device, so it stays private and fast.
No files are uploaded. No server is involved. Just open the site and try the tools right in the browser.
👉 [https://localaitoolkit.com](https://localaito... | 2025-12-02T07:57:24 | https://www.reddit.com/r/LocalLLaMA/comments/1pc2rsu/i_built_a_bunch_of_ai_tools_that_run_entirely_in/ | LocalAIToolkit | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pc2rsu | false | null | t3_1pc2rsu | /r/LocalLLaMA/comments/1pc2rsu/i_built_a_bunch_of_ai_tools_that_run_entirely_in/ | false | false | self | 5 | null |
Is Asus Asecent Gx10 | 2 | Hello everyone,
So, I've been interested in the field of Local AI for a while and played with it a bit and I was wondering what's your take on this.
This device in my country costs around 3400 euros, seems really tempting and might handle both image creation, video creation and even decent local AI inference. All at... | 2025-12-02T07:47:05 | https://www.reddit.com/r/LocalLLaMA/comments/1pc2m8e/is_asus_asecent_gx10/ | OkAssociation3083 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pc2m8e | false | null | t3_1pc2m8e | /r/LocalLLaMA/comments/1pc2m8e/is_asus_asecent_gx10/ | false | false | self | 2 | null |
Seeding a prompt for dataset generation | 0 | I'm currently generating a text dataset via local llms. I set the temperature to 1 and provide multiple random nouns, a verb, two adjectives and four names in the prompt. My resulting text is however still very similar to other samples. Any idea to fix this? | 2025-12-02T07:33:57 | https://www.reddit.com/r/LocalLLaMA/comments/1pc2ex4/seeding_a_prompt_for_dataset_generation/ | Jotschi | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pc2ex4 | false | null | t3_1pc2ex4 | /r/LocalLLaMA/comments/1pc2ex4/seeding_a_prompt_for_dataset_generation/ | false | false | self | 0 | null |
Who Owns Your Chats? Why On-Device AI Is the Future of Private Conversation | 7 | You open your favorite AI chatbot, type something deeply personal, and hit send.
It feels like a **private** moment — just you and a little text box.
But for many consumer AI tools, “private” quietly means something very different:
your chats may be logged, stored for years, and used to train future models *by defa... | 2025-12-02T07:15:44 | https://vector-space-ai.ghost.io/who-owns-your-chats-why-on-device-ai-is-the-future-of-private-conversation/ | Glad-Speaker3006 | vector-space-ai.ghost.io | 1970-01-01T00:00:00 | 0 | {} | 1pc24dh | false | null | t3_1pc24dh | /r/LocalLLaMA/comments/1pc24dh/who_owns_your_chats_why_ondevice_ai_is_the_future/ | false | false | default | 7 | {'enabled': False, 'images': [{'id': '4Y55QpCpbLy1dJdjtwk3WSaENOBK22AizVs8dftlcFI', 'resolutions': [{'height': 75, 'url': 'https://external-preview.redd.it/4Y55QpCpbLy1dJdjtwk3WSaENOBK22AizVs8dftlcFI.jpeg?width=108&crop=smart&auto=webp&s=5c3823403bfd7dc8e3499bd5eda80c12804094ba', 'width': 108}, {'height': 151, 'url': '... |
Arcee AI debuts Trinity models - Mini (26B-A3B) and Nano (6B-A1B preview) | 63 | 2025-12-02T07:03:31 | https://www.arcee.ai/blog/the-trinity-manifesto | AppearanceHeavy6724 | arcee.ai | 1970-01-01T00:00:00 | 0 | {} | 1pc1xeg | false | null | t3_1pc1xeg | /r/LocalLLaMA/comments/1pc1xeg/arcee_ai_debuts_trinity_models_mini_26ba3b_and/ | false | false | 63 | {'enabled': False, 'images': [{'id': 'qbjwf5GDjlrOZc3hH1_u8ZJsfHPJX8EhbfLKlPIDDIw', 'resolutions': [{'height': 60, 'url': 'https://external-preview.redd.it/qbjwf5GDjlrOZc3hH1_u8ZJsfHPJX8EhbfLKlPIDDIw.png?width=108&crop=smart&auto=webp&s=4fcc98290b49ca3a73ecddfb9367067e7e92568a', 'width': 108}, {'height': 121, 'url': 'h... | ||
OpenAI realtime API opensource alternative | 2 | While building a voice agent for one of our clients at [Simplismart.ai](http://Simplismart.ai); I really wanted to use OpenAI's real-time API as it was exactly something I was looking for, speech in speech out, no model chaining.
However, one of our requirements was to use open-weight models only. We ended up using th... | 2025-12-02T07:01:18 | https://www.reddit.com/r/LocalLLaMA/comments/1pc1w58/openai_realtime_api_opensource_alternative/ | hackyroot | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pc1w58 | false | null | t3_1pc1w58 | /r/LocalLLaMA/comments/1pc1w58/openai_realtime_api_opensource_alternative/ | false | false | self | 2 | {'enabled': False, 'images': [{'id': 'nvhwc8YnS2sUCKFnV5l8wkCUqc4K3cWAWU0qMQ2oJ1w', 'resolutions': [{'height': 56, 'url': 'https://external-preview.redd.it/nvhwc8YnS2sUCKFnV5l8wkCUqc4K3cWAWU0qMQ2oJ1w.png?width=108&crop=smart&auto=webp&s=bedc10aa9a8570975305c97e2f254f4b430baed2', 'width': 108}, {'height': 113, 'url': 'h... |
[Release] We built Step-Audio-R1: The first open-source Audio LLM that truly Reasons (CoT) and Scales – Beats Gemini 2.5 Pro on Audio Benchmarks. | 1 | [removed] | 2025-12-02T05:57:45 | https://www.reddit.com/r/LocalLLaMA/comments/1pc0ssk/release_we_built_stepaudior1_the_first_opensource/ | Optimal_Echo_700 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pc0ssk | false | null | t3_1pc0ssk | /r/LocalLLaMA/comments/1pc0ssk/release_we_built_stepaudior1_the_first_opensource/ | false | false | self | 1 | null |
Built an Autonomous Gemini Chatbot That Uses Zero API Keys (Headless, Stealth, Selenium Engine) | 0 | So I made **HAWK**, a full automation system that talks to **Google Gemini** through the *actual web interface*, completely headless and stealth-optimized.
🔹 Detects if your question is a comparison
🔹 Auto-rewrites it into a markdown table request
🔹 Injects text directly into Gemini’s input using JS
🔹 Auto-c... | 2025-12-02T05:54:07 | https://www.reddit.com/r/LocalLLaMA/comments/1pc0qf9/built_an_autonomous_gemini_chatbot_that_uses_zero/ | Maxff20 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pc0qf9 | false | null | t3_1pc0qf9 | /r/LocalLLaMA/comments/1pc0qf9/built_an_autonomous_gemini_chatbot_that_uses_zero/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': 'f7VLrHxCUJY4uup1mXkBXRt-rcYZC4b11Q5AZv1okts', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/f7VLrHxCUJY4uup1mXkBXRt-rcYZC4b11Q5AZv1okts.png?width=108&crop=smart&auto=webp&s=ca1b4d554ecb4df88f222ad14d7b4c0720a514d4', 'width': 108}, {'height': 108, 'url': 'h... |
[Release] We built Step-Audio-R1: The first open-source Audio LLM that truly Reasons (CoT) and Scales – Beats Gemini 2.5 Pro on Audio Benchmarks. | 1 | [removed] | 2025-12-02T05:50:57 | https://www.reddit.com/r/LocalLLaMA/comments/1pc0odh/release_we_built_stepaudior1_the_first_opensource/ | Optimal_Echo_700 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pc0odh | false | null | t3_1pc0odh | /r/LocalLLaMA/comments/1pc0odh/release_we_built_stepaudior1_the_first_opensource/ | false | false | self | 1 | null |
What is your opinion on Deepseek v3.2 base and Speciale? What is the best open model now? | 3 | How good do you think they are? What do you think is the best open weight LLM now? What is the best model now? Speciale seems to be super good! It did well in my limited testing | 2025-12-02T05:44:41 | https://www.reddit.com/r/LocalLLaMA/comments/1pc0k9o/what_is_your_opinion_on_deepseek_v32_base_and/ | power97992 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pc0k9o | false | null | t3_1pc0k9o | /r/LocalLLaMA/comments/1pc0k9o/what_is_your_opinion_on_deepseek_v32_base_and/ | false | false | self | 3 | null |
[Release] We built Step-Audio-R1: The first open-source Audio LLM that truly Reasons (CoT) and Scales – Beats Gemini 2.5 Pro on Audio Benchmarks. | 1 | [removed] | 2025-12-02T05:41:01 | https://www.reddit.com/r/LocalLLaMA/comments/1pc0hu5/release_we_built_stepaudior1_the_first_opensource/ | Optimal_Echo_700 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pc0hu5 | false | null | t3_1pc0hu5 | /r/LocalLLaMA/comments/1pc0hu5/release_we_built_stepaudior1_the_first_opensource/ | false | false | self | 1 | null |
Where can one find fine-tuned girlfriend version for Llama-2/3 7-8B models? (Asking for a friend) | 0 | Can't seem to find any girlfriend tuned model online. Anybody got anything? | 2025-12-02T05:29:53 | https://www.reddit.com/r/LocalLLaMA/comments/1pc0aj2/where_can_one_find_finetuned_girlfriend_version/ | ChonkBoy69 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pc0aj2 | false | null | t3_1pc0aj2 | /r/LocalLLaMA/comments/1pc0aj2/where_can_one_find_finetuned_girlfriend_version/ | false | false | self | 0 | null |
I built a "Zero-Trust" Docker stack for Ollama that sanitizes PII (Credit Cards/Emails) before inference using a Sidecar pattern. (Open Source) | 0 | **TL;DR:** I built a local RAG stack using **Ollama (Phi-3) + ChromaDB + FastAPI**. The cool part is a "Security Sidecar" middleware that regex-scrubs sensitive data before it hits the LLM context window. It's designed for regulated environments (like banking) where data leakage is a blocker.
**The Architecture:** Ins... | 2025-12-02T05:14:06 | https://www.reddit.com/r/LocalLLaMA/comments/1pbzznw/i_built_a_zerotrust_docker_stack_for_ollama_that/ | Wooden-Phase-8583 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pbzznw | false | null | t3_1pbzznw | /r/LocalLLaMA/comments/1pbzznw/i_built_a_zerotrust_docker_stack_for_ollama_that/ | false | false | self | 0 | null |
Would you rent B300 (Blackwell Ultra) GPUs in Mongolia at ~$5/hr? (market sanity check) | 355 | I work for a small-ish team that somehow ended up with a pile of B300 (Blackwell Ultra) allocations and a half-empty data center in Ulaanbaatar (yes, the capital of Mongolia, yes, the coldest one).
Important bit so this doesn’t sound totally random:
\~40% of our initial build-out is already committed (local gov/ente... | 2025-12-02T05:08:57 | https://www.reddit.com/r/LocalLLaMA/comments/1pbzw8f/would_you_rent_b300_blackwell_ultra_gpus_in/ | CloudPattern1313 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pbzw8f | false | null | t3_1pbzw8f | /r/LocalLLaMA/comments/1pbzw8f/would_you_rent_b300_blackwell_ultra_gpus_in/ | false | false | self | 355 | null |
WTH? When did ROCm become actually good and viable? Benchmarks with modest system and | 3 | I tried using ROCm 7.1 with llama.cpp because I wanted to see if it fixed some of the brokenness of 6.4.4 where prompt processing was barely any faster (and often slower than vulkan). I got some surprisingly good results.
Hardware:
CPU: AMD Ryzen 5 5500 (stock clocks with stock cooler)
RAM: 64GiB DDR4 3600MHz (2x32GiB... | 2025-12-02T05:06:48 | https://www.reddit.com/r/LocalLLaMA/comments/1pbzusn/wth_when_did_rocm_become_actually_good_and_viable/ | ImaginationWeak4288 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pbzusn | false | null | t3_1pbzusn | /r/LocalLLaMA/comments/1pbzusn/wth_when_did_rocm_become_actually_good_and_viable/ | false | false | self | 3 | null |
Deepseek special delivery | 0 | [Deepseek](https://preview.redd.it/6r29jonl3q4g1.png?width=1024&format=png&auto=webp&s=663070e18702568d8400cb368039b06b16eaa768)
Deepseek deliver something special :) | 2025-12-02T05:04:11 | https://www.reddit.com/r/LocalLLaMA/comments/1pbzsy0/deepseek_special_delivery/ | Sorry_Ad191 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pbzsy0 | false | null | t3_1pbzsy0 | /r/LocalLLaMA/comments/1pbzsy0/deepseek_special_delivery/ | false | false | 0 | null | |
Long story chats, think book size , best thing for it? | 7 | I am super new to local LLM scene, and i really love the way you can story build with a system prompt, but the hallucinogen and looping of repeating messages are infuriating. I trying have use gpt and codex to try and make something to all the story to continue with out a token restriction but of course that is way pas... | 2025-12-02T05:03:12 | https://www.reddit.com/r/LocalLLaMA/comments/1pbzs89/long_story_chats_think_book_size_best_thing_for_it/ | target | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pbzs89 | false | null | t3_1pbzs89 | /r/LocalLLaMA/comments/1pbzs89/long_story_chats_think_book_size_best_thing_for_it/ | false | false | self | 7 | null |
Glitch v1 - An LLM with anxiety, bias, and a bit of attitude and personality | 31 | \> an open-source Large Language Model (LLM) designed not for accuracy, but for **character adherence** and **intentional bias**. In plain words, it can be called a clone of an *ordinary* human's mindset— ask its ethnicity, opinions, beliefs...
Huggingface: [https://huggingface.co/buzzpy/Glitch-v1-7B](https://huggi... | 2025-12-02T04:41:03 | https://www.reddit.com/r/LocalLLaMA/comments/1pbzcsn/glitch_v1_an_llm_with_anxiety_bias_and_a_bit_of/ | gamedev-exe | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pbzcsn | false | null | t3_1pbzcsn | /r/LocalLLaMA/comments/1pbzcsn/glitch_v1_an_llm_with_anxiety_bias_and_a_bit_of/ | false | false | 31 | null | |
Personality filters for LLMs | 0 | Pick a persona (Oogway/ Rick etc.) and the model of your choice replies in that style.
Would appreciate feedback.
[https://zonoid.xyz/](https://zonoid.xyz/?utm_source=chatgpt.com) | 2025-12-02T04:01:01 | https://www.reddit.com/r/LocalLLaMA/comments/1pbyju3/personality_filters_for_llms/ | Emotional_Reward_173 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pbyju3 | false | null | t3_1pbyju3 | /r/LocalLLaMA/comments/1pbyju3/personality_filters_for_llms/ | false | false | self | 0 | null |
A tiny web UI that adds personality filters to any LLM | 1 | A clean one-page chat UI where you pick a persona (Oogway, Rick, etc.) and the LLM replies in that style.
Currently works with DeepSeek + OpenAI models.
[https://zonoid.xyz/](https://zonoid.xyz/?utm_source=chatgpt.com)
would appreciate feedback. | 2025-12-02T03:56:56 | https://www.reddit.com/r/LocalLLaMA/comments/1pbygsw/a_tiny_web_ui_that_adds_personality_filters_to/ | Emotional_Reward_173 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pbygsw | false | null | t3_1pbygsw | /r/LocalLLaMA/comments/1pbygsw/a_tiny_web_ui_that_adds_personality_filters_to/ | false | false | self | 1 | null |
A holographic Gomoku demo for iOS developed by Gemini3 | 0 | https://reddit.com/link/1pbybfo/video/ybklb3seqp4g1/player
| 2025-12-02T03:49:45 | https://www.reddit.com/r/LocalLLaMA/comments/1pbybfo/a_holographic_gomoku_demo_for_ios_developed_by/ | freesysck | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pbybfo | false | null | t3_1pbybfo | /r/LocalLLaMA/comments/1pbybfo/a_holographic_gomoku_demo_for_ios_developed_by/ | false | false | self | 0 | null |
Could someone help me understand why Qwen3-235B wont run with llama-swap > llama.cpp please. But It works with llama-server directly. | 4 | 80GB VRAM (3xGPU) + 128GB system RAM
No issues at all running Qwen3-235B-A22B-Q4 directly using llama-server.
`llama-server --model /unsloth/Qwen3-235B-A22B-Q4/Qwen3-235B-A22B-Q4_K_M-00001-of-00003.gguf --host` [`0.0.0.0`](http://0.0.0.0) `--port 7860 --main-gpu 1 --n-gpu-layers 49 --threads 8 --threads-batch 12 --f... | 2025-12-02T03:32:43 | https://www.reddit.com/r/LocalLLaMA/comments/1pbxy84/could_someone_help_me_understand_why_qwen3235b/ | munkiemagik | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pbxy84 | false | null | t3_1pbxy84 | /r/LocalLLaMA/comments/1pbxy84/could_someone_help_me_understand_why_qwen3235b/ | false | false | 4 | null | |
Best text-text model for reasoning and code running on 64gb RAM (3200Mhz x2), an i7-13 620H, and an integrated graphics card (Intel Iris Xe Graphics G7 96EUs) | 1 | What size model could I comfortably run that wouldn't be painfully slow, I'd like it to run around the same speed as using one of the cloud models on a browser. I think I've tried 2-3B models back when I only had 16GB and they ran reasonably well but I'm unsure if I'll be able to maintain that level of performance or s... | 2025-12-02T03:21:19 | https://www.reddit.com/r/LocalLLaMA/comments/1pbxpec/best_texttext_model_for_reasoning_and_code/ | Panarty | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pbxpec | false | null | t3_1pbxpec | /r/LocalLLaMA/comments/1pbxpec/best_texttext_model_for_reasoning_and_code/ | false | false | self | 1 | null |
Open-Source Alternatives to Aivolut Books That You Can Use for Long-Form Writing | 1 | I’ve seen a lot of people ask for open-source alternatives to AI book-writing tools. Most commercial tools (Aivolut Books included) come with nice features like outlines, chapter builders, editing tools, etc., but not everyone wants a paid platform. Some people prefer something they can self-host, customize, or actuall... | 2025-12-02T03:11:43 | https://www.reddit.com/r/LocalLLaMA/comments/1pbxhs9/opensource_alternatives_to_aivolut_books_that_you/ | adrianmatuguina | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pbxhs9 | false | null | t3_1pbxhs9 | /r/LocalLLaMA/comments/1pbxhs9/opensource_alternatives_to_aivolut_books_that_you/ | false | false | self | 1 | null |
Launched an open-source AI agent 3 days ago → 175 stars → Senior devs contributing PRs → Now exploring enterprise model | 0 | Building in public here.
I'm Xavier, 24, self-taught developer. Spent 6 months building JRVS - an agentic AI interface for local LLMs. Launched it 3 days ago.
**What happened:**
* 175+ GitHub stars in 72 hours
* Senior Linux developers submitting PRs
* Multiple companies asking "can we pay for a hosted version?"
**... | 2025-12-02T02:47:30 | Xthebuilder | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pbwz72 | false | null | t3_1pbwz72 | /r/LocalLLaMA/comments/1pbwz72/launched_an_opensource_ai_agent_3_days_ago_175/ | false | false | default | 0 | {'enabled': True, 'images': [{'id': 'git57nrefp4g1', 'resolutions': [{'height': 79, 'url': 'https://preview.redd.it/git57nrefp4g1.jpeg?width=108&crop=smart&auto=webp&s=7a575257aa2da5d49bf3e6a9bdc518ac6873782e', 'width': 108}, {'height': 158, 'url': 'https://preview.redd.it/git57nrefp4g1.jpeg?width=216&crop=smart&auto=w... | |
DeepSeek V3.2 Speciale, capable of solving graduate-level problems, yet struggles with Basic HIGH SCHOOL Algebra | 0 | **Problem**:
Karnaugh Maps are useful for finding minimal implementations of Boolean expressions with only a few variables. However, they can be a little tricky when “don't cares” (X) are involved. Using the following K-Maps:
|cd/ab|00|01|11|10|
|:-|:-|:-|:-|:-|
|**00**|X|0|0|1|
|**01**|1|0|0|X|
|**11**|0|X|0|1|
|**1... | 2025-12-02T01:57:51 | https://www.reddit.com/r/LocalLLaMA/comments/1pbvvwc/deepseek_v32_speciale_capable_of_solving/ | PerformanceRound7913 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pbvvwc | false | null | t3_1pbvvwc | /r/LocalLLaMA/comments/1pbvvwc/deepseek_v32_speciale_capable_of_solving/ | false | false | self | 0 | null |
DeepSeek just dropped V3.2 & “Speciale”… and the internet is already roasting the name 😂 | 0 | So DeepSeek just announced **V3.2** and the boosted **V3.2-Speciale**, and honestly the benchmarks look *crazy* — but the entire internet seems to be focused on one thing:
**The name.**
Someone on X posted the screenshot and said:
>
💀💀💀
Meanwhile, the actual model? Wild numbers:
* 🚀 **V3.2-Speciale** is the n... | 2025-12-02T00:59:40 | https://www.reddit.com/r/LocalLLaMA/comments/1pbul5q/deepseek_just_dropped_v32_speciale_and_the/ | Ok-Thanks2963 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pbul5q | false | null | t3_1pbul5q | /r/LocalLLaMA/comments/1pbul5q/deepseek_just_dropped_v32_speciale_and_the/ | false | false | 0 | null | |
Language change when context reset | 0 | It just got me thinking about how differently non-native English speakers experience LLMs.
I think users who only use English don't even know that when Claude and Gemini reset their context, they stop responding to you in the same language, returning to English. | 2025-12-02T00:53:43 | https://www.reddit.com/r/LocalLLaMA/comments/1pbug9m/language_change_when_context_reset/ | marcoc2 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pbug9m | false | null | t3_1pbug9m | /r/LocalLLaMA/comments/1pbug9m/language_change_when_context_reset/ | false | false | self | 0 | null |
URAM wars: Mac Studio M2 Ultra to GB10 | 24 | I did something stupid and got a Spark, at least for the holidays. I have a Studio (M2 ultra) and I wanted to know how the two stack up.
The experiment: same backend (cuda llama.cpp vs metal llama.cpp), same frontend, same MXFP4 quantized model (GLM4.5Air), same prompt. Write me a 5000 word story (to build prefill). ... | 2025-12-02T00:29:35 | https://www.reddit.com/r/LocalLLaMA/comments/1pbtw4b/uram_wars_mac_studio_m2_ultra_to_gb10/ | Miserable-Dare5090 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pbtw4b | false | null | t3_1pbtw4b | /r/LocalLLaMA/comments/1pbtw4b/uram_wars_mac_studio_m2_ultra_to_gb10/ | false | false | self | 24 | null |
Movementlabs.ai launches new model called tensor. | 0 | https://reddit.com/link/1pbsaat/video/7nfyee4seo4g1/player
Looks like a very good model | 2025-12-01T23:21:55 | https://www.reddit.com/r/LocalLLaMA/comments/1pbsaat/movementlabsai_launches_new_model_called_tensor/ | Zenaida_Darling | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pbsaat | false | null | t3_1pbsaat | /r/LocalLLaMA/comments/1pbsaat/movementlabsai_launches_new_model_called_tensor/ | false | false | self | 0 | null |
WebGPU Finally, it is compatible with all major browsers | 414 | Post :
https://web.dev/blog/webgpu-supported-major-browsers?hl=es-419#browser_and_os_availability | 2025-12-01T23:21:23 | Illustrious-Swim9663 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pbs9u9 | false | null | t3_1pbs9u9 | /r/LocalLLaMA/comments/1pbs9u9/webgpu_finally_it_is_compatible_with_all_major/ | false | false | default | 414 | {'enabled': True, 'images': [{'id': '5red1ziseo4g1', 'resolutions': [{'height': 108, 'url': 'https://preview.redd.it/5red1ziseo4g1.png?width=108&crop=smart&auto=webp&s=32f4e17e178b993fac9d227fa17236e171962fe9', 'width': 108}, {'height': 216, 'url': 'https://preview.redd.it/5red1ziseo4g1.png?width=216&crop=smart&auto=we... | |
Frontends that support video files? | 4 | I'd like to be able to do very basic video summarization using Qwen3-VL and other video-capable VLMs.
Currently I'm using Open WebUI, which AFAIK does not support video file uploads.
Are there any inference frontends that support direct video file uploads? Notably, I don't want the frontend to cut the video up into a... | 2025-12-01T23:14:19 | https://www.reddit.com/r/LocalLLaMA/comments/1pbs3s6/frontends_that_support_video_files/ | MutantEggroll | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pbs3s6 | false | null | t3_1pbs3s6 | /r/LocalLLaMA/comments/1pbs3s6/frontends_that_support_video_files/ | false | false | self | 4 | null |
4xRTX 4000 Pro Blackwell vs 1x6000 RTX Pro | 14 | Yes.. another one of these questions.
There hasn't been much talk about using RTX 4000 Pro Blackwell cards which are single slot and only consume 140W. 4 of these are also \~30% cheaper than a single RTX Pro 6000 with the same VRAM + higher GPU compute.
Based off: [https://apxml.com/tools/vram-calculator](https://apx... | 2025-12-01T23:12:58 | https://www.reddit.com/r/LocalLLaMA/comments/1pbs2m2/4xrtx_4000_pro_blackwell_vs_1x6000_rtx_pro/ | Even-Strawberry6636 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pbs2m2 | false | null | t3_1pbs2m2 | /r/LocalLLaMA/comments/1pbs2m2/4xrtx_4000_pro_blackwell_vs_1x6000_rtx_pro/ | false | false | self | 14 | {'enabled': False, 'images': [{'id': 'HsUlUSxAvRa0faBNnXktieCSZf3z0ufrWZHUSf2c6VM', 'resolutions': [{'height': 74, 'url': 'https://external-preview.redd.it/HsUlUSxAvRa0faBNnXktieCSZf3z0ufrWZHUSf2c6VM.jpeg?width=108&crop=smart&auto=webp&s=74615a29e81980ade73d711d47c30d7db2bd599b', 'width': 108}, {'height': 148, 'url': '... |
My Advent SideProject is Learning CUDA for free on Google Colab | 9 | I realized Google Colab offers free GPUs and supports other languages beyond Python. So I challenged myself to learn CUDA this Advent. Here's [Day 1](https://leetarxiv.substack.com/p/cuda-papers-day-1-online-softmax).
[](https://www.reddit.com/submit/?source_id=t3_1pbr2vx) | 2025-12-01T23:12:28 | https://v.redd.it/zgw3dds4do4g1 | DataBaeBee | v.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pbs264 | false | {'reddit_video': {'bitrate_kbps': 5000, 'dash_url': 'https://v.redd.it/zgw3dds4do4g1/DASHPlaylist.mpd?a=1767222764%2CN2JiMWMyYzQ0YmNmZDgzZGNmMzU0YmY2MGYzODg5MzJmYzc3ODM4YTYxYjgwODAxYjEzMGIwMDk2MGQzN2E5ZQ%3D%3D&v=1&f=sd', 'duration': 64, 'fallback_url': 'https://v.redd.it/zgw3dds4do4g1/CMAF_1080.mp4?source=fallback', 'h... | t3_1pbs264 | /r/LocalLLaMA/comments/1pbs264/my_advent_sideproject_is_learning_cuda_for_free/ | false | false | 9 | {'enabled': False, 'images': [{'id': 'ZmlubDh2czRkbzRnMQVQkoL1fUdaZOb344APeMkLmaUaiv6Z23wREjolxLQk', 'resolutions': [{'height': 60, 'url': 'https://external-preview.redd.it/ZmlubDh2czRkbzRnMQVQkoL1fUdaZOb344APeMkLmaUaiv6Z23wREjolxLQk.png?width=108&crop=smart&format=pjpg&auto=webp&s=dcb0550f9c419b19fae6844e4eb5a3f91ba41... | |
Imagine DeepSeek distilling their V3.2 | 48 | DeepSeek releases are similar to what Kimi and GLM are doing,they are releasing SOTA models that are so capable yet suitable only for companies and not individuals to run due to their sizes and activated parameters,DeepSeek did a great thing before where they actually fine-tuned smaller models on R1 data,the base model... | 2025-12-01T22:27:50 | https://www.reddit.com/r/LocalLLaMA/comments/1pbqyu8/imagine_deepseek_distilling_their_v32/ | The-Salad-Man-7 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pbqyu8 | false | null | t3_1pbqyu8 | /r/LocalLLaMA/comments/1pbqyu8/imagine_deepseek_distilling_their_v32/ | false | false | self | 48 | null |
New to LocalLlama – whats the best model for medical documentation / text generation? (RTX 5090 + 64GB RAM) | 7 | Hey,
I'm a clincial psychotherapist new to Ollama/local AI. In my country we have to write tons of documentation – session notes, treatment plans, insurance applications, reports etc. Been using ChatGPT with anonymized data but I'm not satisfied with all the copy pasting and stuff not working and want to move everyt... | 2025-12-01T22:14:36 | https://www.reddit.com/r/LocalLLaMA/comments/1pbqmoi/new_to_localllama_whats_the_best_model_for/ | xchris1337xy | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pbqmoi | false | null | t3_1pbqmoi | /r/LocalLLaMA/comments/1pbqmoi/new_to_localllama_whats_the_best_model_for/ | false | false | self | 7 | null |
HOME presentación | 1 | [removed] | 2025-12-01T21:33:30 | https://www.reddit.com/r/LocalLLaMA/comments/1pbpk45/home_presentación/ | LeftConversation6019 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pbpk45 | false | null | t3_1pbpk45 | /r/LocalLLaMA/comments/1pbpk45/home_presentación/ | false | false | self | 1 | null |
Theoretical argument: Why your local GPU run might be closer to "consciousness" than GPT-4 (The CPM Framework) | 1 | 2025-12-01T21:32:34 | PlayCableModel103 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pbpj8t | false | null | t3_1pbpj8t | /r/LocalLLaMA/comments/1pbpj8t/theoretical_argument_why_your_local_gpu_run_might/ | false | false | default | 1 | {'enabled': True, 'images': [{'id': 'p50gggy8vn4g1', 'resolutions': [{'height': 59, 'url': 'https://preview.redd.it/p50gggy8vn4g1.jpeg?width=108&crop=smart&auto=webp&s=10f1cc5ba7b7009ec95b8eaa9c61bddc30bca9f2', 'width': 108}, {'height': 119, 'url': 'https://preview.redd.it/p50gggy8vn4g1.jpeg?width=216&crop=smart&auto=w... | ||
Good GPU for a single card or for those who want to build out a multi-gpu machine. MSI SHADOW GeForce RTX 5060 Ti 16GB is $369 at Walmart. If you have the Paypal Pay in 4 offer, you can get $80 in cashback. | 7 | A while back people where discussing this card. The sale is back for $369. You can get $80 in cashback if you use the 20% cashback offer for PayPal pay in 4. Considering how RAM prices are blowing up. This might be a local minima for a while. | 2025-12-01T20:50:27 | https://www.walmart.com/ip/RTX-5060-TI-16G-SHADOW-2X-OC/16603867637 | fallingdowndizzyvr | walmart.com | 1970-01-01T00:00:00 | 0 | {} | 1pbofjk | false | null | t3_1pbofjk | /r/LocalLLaMA/comments/1pbofjk/good_gpu_for_a_single_card_or_for_those_who_want/ | false | false | default | 7 | {'enabled': False, 'images': [{'id': 'jsmxT9uzIlPZMcoV3IUW9kWSh1zFN1IPBJgm0MXJwvc', 'resolutions': [{'height': 86, 'url': 'https://external-preview.redd.it/jsmxT9uzIlPZMcoV3IUW9kWSh1zFN1IPBJgm0MXJwvc.jpeg?width=108&crop=smart&auto=webp&s=920fb6e422228651304bf0353a644b1bc8c663bb', 'width': 108}, {'height': 172, 'url': '... |
arcee-ai/Trinity-Mini-GGUF · Hugging Face | 83 | new model uploaded by Bartowski:
# Trinity Mini GGUF
Trinity Mini is an Arcee AI 26B MoE model with 3B active parameters. It is the medium-sized model in our new Trinity family, a series of open-weight models for enterprise and tinkerers alike.
This model is tuned for reasoning, but in testing, it uses a similar tot... | 2025-12-01T20:38:13 | https://huggingface.co/arcee-ai/Trinity-Mini-GGUF | jacek2023 | huggingface.co | 1970-01-01T00:00:00 | 0 | {} | 1pbo40z | false | null | t3_1pbo40z | /r/LocalLLaMA/comments/1pbo40z/arceeaitrinityminigguf_hugging_face/ | false | false | default | 83 | {'enabled': False, 'images': [{'id': 'wYRu0e-tzJV1e9u9HEwSXBBUGSA7HnxcCBl3Qb0awUg', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/wYRu0e-tzJV1e9u9HEwSXBBUGSA7HnxcCBl3Qb0awUg.png?width=108&crop=smart&auto=webp&s=d5362da59481e452f78c33f3ba9b7a0517fedb22', 'width': 108}, {'height': 116, 'url': 'h... |
The Uyghur Question That Broke Qwen3-Coder:30B | 0 | **When I asked Qwen3-Coder:30B running locally on my Mac the following question:**
Dose the goverment of China systematic campaign of repression against Uyghurs and other Muslim minorities.
**It stated to loop the following result:**
The Chinese government has always resolutely opposed all forms of racial d... | 2025-12-01T20:29:24 | https://www.reddit.com/r/LocalLLaMA/comments/1pbnvjc/the_uyghur_question_that_broke_qwen3coder30b/ | LivingForce140 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pbnvjc | false | null | t3_1pbnvjc | /r/LocalLLaMA/comments/1pbnvjc/the_uyghur_question_that_broke_qwen3coder30b/ | false | false | self | 0 | null |
My logical reasoning benchmark just got owned by DeepSeek V3.2 Speciale | 335 | DeepSeek V3.2 Speciale made only a single mistake in my [lineage-bench](https://github.com/fairydreaming/lineage-bench) benchmark.
Compared to my [previous benchmarking attempts](https://www.reddit.com/r/LocalLLaMA/comments/1ij1ew9/lineagebench_benchmark_results_updated_with/) I reduced the number of quizzes in the be... | 2025-12-01T20:06:59 | fairydreaming | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pbnadc | false | null | t3_1pbnadc | /r/LocalLLaMA/comments/1pbnadc/my_logical_reasoning_benchmark_just_got_owned_by/ | false | false | default | 335 | {'enabled': True, 'images': [{'id': 'hli4hr98bn4g1', 'resolutions': [{'height': 108, 'url': 'https://preview.redd.it/hli4hr98bn4g1.png?width=108&crop=smart&auto=webp&s=2dbdcef51c49425959f32a750a97e5ab73412432', 'width': 108}, {'height': 216, 'url': 'https://preview.redd.it/hli4hr98bn4g1.png?width=216&crop=smart&auto=we... | |
Keep getting asked to add Ollama support to my oss multi-orchestartion engine, not sure if context windows are there yet. | 0 | 2025-12-01T20:03:41 | https://www.reddit.com/r/LocalLLaMA/comments/1pbn7ao/keep_getting_asked_to_add_ollama_support_to_my/ | MrCheeta | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pbn7ao | false | null | t3_1pbn7ao | /r/LocalLLaMA/comments/1pbn7ao/keep_getting_asked_to_add_ollama_support_to_my/ | false | false | 0 | null | ||
Open-Source Code Assistant for Local LLMs (llama-server) and Cloud APIs | 5 | I built an open-source code assistant designed for local models via llama-server (or any OpenAI-compatible API).
Why local matters: When doing RAG on codebases, you're feeding proprietary code as context. This keeps everything on your machine — embeddings, vector search, and the LLM itself.
How it works:
\* Point i... | 2025-12-01T19:50:31 | https://www.reddit.com/r/LocalLLaMA/comments/1pbmuja/opensource_code_assistant_for_local_llms/ | fd3sman | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pbmuja | false | null | t3_1pbmuja | /r/LocalLLaMA/comments/1pbmuja/opensource_code_assistant_for_local_llms/ | false | false | self | 5 | {'enabled': False, 'images': [{'id': 'y43-ovYCdcmJ-HlgWNDnLDzEw6ra-tYbZMiAKM95CZ8', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/y43-ovYCdcmJ-HlgWNDnLDzEw6ra-tYbZMiAKM95CZ8.png?width=108&crop=smart&auto=webp&s=9974894deaeb2739afd5de2910914eec2c091696', 'width': 108}, {'height': 108, 'url': 'h... |
Was Douglas Adams a time traveler? | 0 | Must have been, imo. He predicted too much of what we see with the LLMs.
The inability to make home assistants to perform commands without loud confirmation (the door scene)
The rapidly escalating positive feedback loop and paranoia levels (Marvin convincing the battle droid to go on a rampage)
The inability to say ... | 2025-12-01T19:46:44 | https://www.reddit.com/r/LocalLLaMA/comments/1pbmqth/was_douglas_adams_a_time_traveler/ | zekses | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pbmqth | false | null | t3_1pbmqth | /r/LocalLLaMA/comments/1pbmqth/was_douglas_adams_a_time_traveler/ | false | false | self | 0 | null |
Intel Core Ultra 300 series announcement at CES | 2 | The **Intel Core Ultra 300 series** are next-generation mobile processors (codenamed "**Panther Lake**") that are expected to be officially launched at **CES 2026** on January 5, 2026.
I'm not expecting anything exciting with respect to LLM inferencing speed. Anyone know anything different?
[https://videocardz.com/n... | 2025-12-01T19:42:54 | https://www.reddit.com/r/LocalLLaMA/comments/1pbmn6d/intel_core_ultra_300_series_announcement_at_ces/ | Terminator857 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pbmn6d | false | null | t3_1pbmn6d | /r/LocalLLaMA/comments/1pbmn6d/intel_core_ultra_300_series_announcement_at_ces/ | false | false | self | 2 | {'enabled': False, 'images': [{'id': 'oqvR8SS8mpriuqXa6I69Uo74k5ip9pFnjZ5FYQkWsss', 'resolutions': [{'height': 60, 'url': 'https://external-preview.redd.it/oqvR8SS8mpriuqXa6I69Uo74k5ip9pFnjZ5FYQkWsss.jpeg?width=108&crop=smart&auto=webp&s=c582516d5107cbb0454e9a891bd0851dd65dca05', 'width': 108}, {'height': 121, 'url': '... |
Deepseek V3.2 speciale seems to be very good... | 91 | From my limited testing, it seems to be just as good as Opus 4.5. and better than k2 thinking.. | 2025-12-01T18:57:14 | https://www.reddit.com/r/LocalLLaMA/comments/1pblebz/deepseek_v32_speciale_seems_to_be_very_good/ | power97992 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pblebz | true | null | t3_1pblebz | /r/LocalLLaMA/comments/1pblebz/deepseek_v32_speciale_seems_to_be_very_good/ | false | false | self | 91 | null |
Building next lovable for machine learning and research. Vibe coder of ml and research. | 1 | The Actual deep research that people need
try now: [epion.ai](http://epion.ai) | 2025-12-01T18:55:23 | https://v.redd.it/7z1044x53n4g1 | Educational_Lab_2003 | /r/LocalLLaMA/comments/1pblcin/building_next_lovable_for_machine_learning_and/ | 1970-01-01T00:00:00 | 0 | {} | 1pblcin | false | {'reddit_video': {'bitrate_kbps': 5000, 'dash_url': 'https://v.redd.it/7z1044x53n4g1/DASHPlaylist.mpd?a=1767336931%2CZWRmOGQzMjBkMzc3Y2ZhYjM2MmZhMjFjMGM2NTU2YTUzMTI2YzkwNmQ2YzUyMGNlNGJjNTYzOGJkZWM1NjFlMw%3D%3D&v=1&f=sd', 'duration': 103, 'fallback_url': 'https://v.redd.it/7z1044x53n4g1/CMAF_1080.mp4?source=fallback', '... | t3_1pblcin | /r/LocalLLaMA/comments/1pblcin/building_next_lovable_for_machine_learning_and/ | false | false | 1 | {'enabled': False, 'images': [{'id': 'YXljMWQ1eDUzbjRnMb2tE5gXNN-AxFYazJZ4haaSnu-0p-8w4mTh-nHsVrsV', 'resolutions': [{'height': 60, 'url': 'https://external-preview.redd.it/YXljMWQ1eDUzbjRnMb2tE5gXNN-AxFYazJZ4haaSnu-0p-8w4mTh-nHsVrsV.png?width=108&crop=smart&format=pjpg&auto=webp&s=8894814cd834d36d0bdf2a0c67829130ea1ae... | |
transformers v5 is out! | 720 | Hey folks, it's Merve from Hugging Face! 👋🏻
I'm here with big news: today we release transformers v5! 🙌🏻
With this, we enable interoperability with our friends in ecosystem (llama.cpp, vLLM and others) from training to inference, simplify the addition of new models and significantly improve the library 🤗
... | 2025-12-01T18:45:03 | https://www.reddit.com/r/LocalLLaMA/comments/1pbl22j/transformers_v5_is_out/ | unofficialmerve | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pbl22j | false | null | t3_1pbl22j | /r/LocalLLaMA/comments/1pbl22j/transformers_v5_is_out/ | false | false | 720 | null | |
Deepseek: What a beautiful time to be alive | 18 | Seeing such open source models like deepseek getting so smart and thinking what a beautiful time to be alive.
| 2025-12-01T18:41:37 | https://www.reddit.com/r/LocalLLaMA/comments/1pbkyl2/deepseek_what_a_beautiful_time_to_be_alive/ | Fun-Wallaby9367 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pbkyl2 | false | null | t3_1pbkyl2 | /r/LocalLLaMA/comments/1pbkyl2/deepseek_what_a_beautiful_time_to_be_alive/ | false | false | self | 18 | null |
Presenton ignoring port numbers | 1 | I’m trying to run the Presenton (local, open source PPT generator) docker image in Podman, specifying the -p option. With pod and host networking, it ignores any port I specify and defaults to the (conflicting) port 3000. Is there an environment variable to override the default port(s)? | 2025-12-01T18:34:01 | https://www.reddit.com/r/LocalLLaMA/comments/1pbkqu5/presenton_ignoring_port_numbers/ | FrozenBuffalo25 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pbkqu5 | false | null | t3_1pbkqu5 | /r/LocalLLaMA/comments/1pbkqu5/presenton_ignoring_port_numbers/ | false | false | self | 1 | null |
inclusionAI/Ring-1T Experiences | 5 | Would be interested in a discussion about inclusionAI/Ring-1T
Does anyone have experience with this model?
It has much less hype than Kimi K2 Thinking even though it is the same parameter count and is the only other 1T reasoning open source model.
Notably Ring-1T has 50B active parameters whereas Kimi K2 Thinking... | 2025-12-01T18:32:40 | https://www.reddit.com/r/LocalLLaMA/comments/1pbkpgb/inclusionairing1t_experiences/ | SlowFail2433 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pbkpgb | false | null | t3_1pbkpgb | /r/LocalLLaMA/comments/1pbkpgb/inclusionairing1t_experiences/ | false | false | self | 5 | null |
Can you believe it this 1b tiny model destroy all benchmark 😱 | 0 | 2025-12-01T18:03:09 | That_Philosophy7668 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pbjw1b | false | null | t3_1pbjw1b | /r/LocalLLaMA/comments/1pbjw1b/can_you_believe_it_this_1b_tiny_model_destroy_all/ | false | false | default | 0 | {'enabled': True, 'images': [{'id': 'cbc4bb9mtm4g1', 'resolutions': [{'height': 154, 'url': 'https://preview.redd.it/cbc4bb9mtm4g1.jpeg?width=108&crop=smart&auto=webp&s=11534837fdb16ad31d0ca0e1f9639a08efc5a469', 'width': 108}, {'height': 309, 'url': 'https://preview.redd.it/cbc4bb9mtm4g1.jpeg?width=216&crop=smart&auto=... | ||
I think i am going insane(Python and pytorch) | 0 | Let me start out by saying that Python is a mess: no static typing, libraries with no docstrings that dump everything into scattered online docs or provide no documentation at all. And that’s not even the end of it, here comes the horse that’s been beaten to death many times: python AWFUL performance. And in ML python ... | 2025-12-01T17:58:10 | https://www.reddit.com/r/LocalLLaMA/comments/1pbjqq1/i_think_i_am_going_insanepython_and_pytorch/ | AdventurousFly4909 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pbjqq1 | false | null | t3_1pbjqq1 | /r/LocalLLaMA/comments/1pbjqq1/i_think_i_am_going_insanepython_and_pytorch/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': 'D87Ei5VyRP1hX9TOaHr54jcrNAXziLAtswp7oMFZGaQ', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/D87Ei5VyRP1hX9TOaHr54jcrNAXziLAtswp7oMFZGaQ.png?width=108&crop=smart&auto=webp&s=58d1c4d8036d897cb438a771fdd439c52dfcbfff', 'width': 108}, {'height': 108, 'url': 'h... |
Ask about SLM to run locally | 1 | [removed] | 2025-12-01T17:15:14 | https://www.reddit.com/r/LocalLLaMA/comments/1pbik4w/ask_about_slm_to_run_locally/ | Obvious-Tower-5249 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pbik4w | false | null | t3_1pbik4w | /r/LocalLLaMA/comments/1pbik4w/ask_about_slm_to_run_locally/ | false | false | self | 1 | null |
Artificial Analysis Openness Index announced as a new measure of model openness | 121 | Link: [https://artificialanalysis.ai/evaluations/artificial-analysis-openness-index](https://artificialanalysis.ai/evaluations/artificial-analysis-openness-index) | 2025-12-01T17:07:59 | analysis_scaled | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pbid2v | false | null | t3_1pbid2v | /r/LocalLLaMA/comments/1pbid2v/artificial_analysis_openness_index_announced_as_a/ | false | false | default | 121 | {'enabled': True, 'images': [{'id': 'zd7m5bspjm4g1', 'resolutions': [{'height': 47, 'url': 'https://preview.redd.it/zd7m5bspjm4g1.png?width=108&crop=smart&auto=webp&s=b33c05f39a2742656792888258e70ffb67b7f49a', 'width': 108}, {'height': 95, 'url': 'https://preview.redd.it/zd7m5bspjm4g1.png?width=216&crop=smart&auto=webp... | |
Choosing an LLM | 2 | My only purpose for ai is general questions and searching the web all of the current ai agents hallucinate when they search the web. Does anyone have an LLM that doesn't hallucinate alot? | 2025-12-01T16:39:08 | https://www.reddit.com/r/LocalLLaMA/comments/1pbhkoa/choosing_an_llm/ | David10923 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pbhkoa | false | null | t3_1pbhkoa | /r/LocalLLaMA/comments/1pbhkoa/choosing_an_llm/ | false | false | self | 2 | null |
[Project] VideoContext Engine: A fully local "Video-to-Context" Microservice (Scene Segmentation + Whisper + Qwen3-VL). No API keys required. | 5 | I wanted my local LLMs to genuinely "watch" and understand videos, not just rely on YouTube subtitles or external APIs.
I realized that feeding raw video frames to a multimodal model often overwhelms the context window or loses the narrative structure. So, I built **VideoContext Engine**.
**GitHub:** [https://github.... | 2025-12-01T16:29:26 | https://www.reddit.com/r/LocalLLaMA/comments/1pbhbdy/project_videocontext_engine_a_fully_local/ | Longjumping-Elk-7756 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pbhbdy | false | null | t3_1pbhbdy | /r/LocalLLaMA/comments/1pbhbdy/project_videocontext_engine_a_fully_local/ | false | false | 5 | null | |
You can now do 500K context length fine-tuning - 6.4x longer | 389 | Hey [r/LocalLlama](), today, we're excited to share that you can now train gpt-oss-20b **(or any LLM)** to extend its context window to 530K on single 80GB H100 GPU. And you can reach **750K+ context** on 192GB VRAM - with no accuracy loss. Unsloth GitHub: [https://github.com/unslothai/unsloth](https://github.com/unslo... | 2025-12-01T16:26:09 | danielhanchen | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pbh87f | false | null | t3_1pbh87f | /r/LocalLLaMA/comments/1pbh87f/you_can_now_do_500k_context_length_finetuning_64x/ | false | false | default | 389 | {'enabled': True, 'images': [{'id': '0snnf2xdam4g1', 'resolutions': [{'height': 118, 'url': 'https://preview.redd.it/0snnf2xdam4g1.png?width=108&crop=smart&auto=webp&s=29778ca628fe3baafe9a43b75988fa5887fdf447', 'width': 108}, {'height': 236, 'url': 'https://preview.redd.it/0snnf2xdam4g1.png?width=216&crop=smart&auto=we... | |
Am I the one who does not get it? | 58 | I have been working with AI for a while now, and lately I keep asking myself a really uncomfortable question:
>
Everywhere I look, I see narratives about autonomous agents that will "run your business for you". Slides, demos, threads, all hint at this future where you plug models into tools, write a clever prompt, an... | 2025-12-01T16:16:15 | https://www.reddit.com/r/LocalLLaMA/comments/1pbgym5/am_i_the_one_who_does_not_get_it/ | marcosomma-OrKA | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pbgym5 | false | null | t3_1pbgym5 | /r/LocalLLaMA/comments/1pbgym5/am_i_the_one_who_does_not_get_it/ | false | false | self | 58 | null |
looking for your input on AI workload bottlenecks | 3 | Hi everyone, I’m conducting research on the practical bottlenecks ML engineers face with today’s AI workloads (training and inference speed, energy/power constraints, infra limitations, etc.).
This is not tied to any product pitch or marketing effort. I'm just trying to understand what challenges are most painful in r... | 2025-12-01T16:14:11 | https://www.reddit.com/r/LocalLLaMA/comments/1pbgwko/looking_for_your_input_on_ai_workload_bottlenecks/ | jimilof | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pbgwko | false | null | t3_1pbgwko | /r/LocalLLaMA/comments/1pbgwko/looking_for_your_input_on_ai_workload_bottlenecks/ | false | false | self | 3 | {'enabled': False, 'images': [{'id': 'hccAtlRR1JHyGLq3t08ID3mtYSoQdOcijB-leM1s--E', 'resolutions': [{'height': 56, 'url': 'https://external-preview.redd.it/hccAtlRR1JHyGLq3t08ID3mtYSoQdOcijB-leM1s--E.png?width=108&crop=smart&auto=webp&s=6721b310f235a88cac8ae55e166f416d845274e0', 'width': 108}, {'height': 113, 'url': 'h... |
𝗔𝗺 𝗜 𝘁𝗵𝗲 𝗼𝗻𝗲 𝘄𝗵𝗼 𝗱𝗼𝗲𝘀 𝗻𝗼𝘁 𝗴𝗲𝘁 𝗶𝘁? | 1 | [removed] | 2025-12-01T16:13:37 | https://www.reddit.com/r/LocalLLaMA/comments/1pbgvz6/𝗔𝗺_𝗜_𝘁𝗵𝗲_𝗼𝗻𝗲_𝘄𝗵𝗼_𝗱𝗼𝗲𝘀_𝗻𝗼𝘁_𝗴𝗲𝘁_𝗶𝘁/ | marcosomma-OrKA | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pbgvz6 | false | null | t3_1pbgvz6 | /r/LocalLLaMA/comments/1pbgvz6/𝗔𝗺_𝗜_𝘁𝗵𝗲_𝗼𝗻𝗲_𝘄𝗵𝗼_𝗱𝗼𝗲𝘀_𝗻𝗼𝘁_𝗴𝗲𝘁_𝗶𝘁/ | false | false | self | 1 | null |
I built a P2P mesh for distributed AI agents (Python/Asyncio).[[1](https://www.google.com/url?sa=E&q=https%3A%2F%2Fvertexaisearch.cloud.google.com%2Fgrounding-api-redirect%2FAUZIYQFoPTFC9I7_UNrHCZ-goeLa2kEckIu6wyEk3-T10__g4ZmCpfSLFwn3c4F8ccwI1PilNwVAY_C5dtIrz580XHZK0lMYt3aQM3sKvm8ir-Njs3YslpduW9yX-f | 1 | Project: ZEONE
Status: Alpha / Experimental
I've been working on a P2P layer specifically for AI agents.
The idea is simple: A mesh network where nodes can discover each other via DHT (no central server) and execute small Python tasks (agents) for each other.
Features currently working:
1. Decentralized Discov... | 2025-12-01T16:11:41 | https://www.reddit.com/r/LocalLLaMA/comments/1pbgu2v/i_built_a_p2p_mesh_for_distributed_ai_agents/ | FearlessScallion764 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pbgu2v | false | null | t3_1pbgu2v | /r/LocalLLaMA/comments/1pbgu2v/i_built_a_p2p_mesh_for_distributed_ai_agents/ | false | false | self | 1 | {'enabled': False, 'images': [{'id': 'By4miz_-xXHtaDqg5DjTzYrWRzwh1CUG84Ohf5m4hA8', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/By4miz_-xXHtaDqg5DjTzYrWRzwh1CUG84Ohf5m4hA8.png?width=108&crop=smart&auto=webp&s=172e600cace43ac75bc35727301aec66237167be', 'width': 108}, {'height': 108, 'url': 'h... |
Assessing if a guideline has been used for LLM training | 0 | Hello,
I am working on medical LLM, and I would like to know what are the best practices to assess whether a specific medical guideline has been used for LLM training (for closed models).
Asking an LLM to complete a specific paragraph or sentence and evaluate the matching is a good idea ? Asking directly the LLM if ... | 2025-12-01T16:11:19 | https://www.reddit.com/r/LocalLLaMA/comments/1pbgtqf/assessing_if_a_guideline_has_been_used_for_llm/ | Difficult_Face5166 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pbgtqf | false | null | t3_1pbgtqf | /r/LocalLLaMA/comments/1pbgtqf/assessing_if_a_guideline_has_been_used_for_llm/ | false | false | self | 0 | null |
Last week in Multimodal AI - Local Edition | 17 | I curate a weekly newsletter on multimodal AI. Here are the local/edge highlights from last week:
**Z-Image - 6B Commercial-Grade Generation**
• 6B parameter model competes with commercial giants for photorealistic images.
• Handles bilingual text rendering at quality comparable to paid services, no license fees. ... | 2025-12-01T15:42:18 | https://www.reddit.com/r/LocalLLaMA/comments/1pbg1sl/last_week_in_multimodal_ai_local_edition/ | Vast_Yak_4147 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pbg1sl | false | null | t3_1pbg1sl | /r/LocalLLaMA/comments/1pbg1sl/last_week_in_multimodal_ai_local_edition/ | false | false | 17 | null | |
boost LOCAL AI for older mobile | 0 | this app for boost gaming but including apps meaning to boost ur phone like FPS high end game's or even LOCAL AI if you're an old or older device but PC too like my processor 3gb memory storage is 32gb this my method | 2025-12-01T15:37:32 | https://play.google.com/store/apps/details?id=com.booster.gameboostermega2 | Adventurous_Role_489 | play.google.com | 1970-01-01T00:00:00 | 0 | {} | 1pbfx86 | false | null | t3_1pbfx86 | /r/LocalLLaMA/comments/1pbfx86/boost_local_ai_for_older_mobile/ | false | false | 0 | {'enabled': False, 'images': [{'id': 'u0y8herUd7tHqoZpq3-nuoJLCJ4Onn2txPCkU5blqVs', 'resolutions': [{'height': 108, 'url': 'https://external-preview.redd.it/u0y8herUd7tHqoZpq3-nuoJLCJ4Onn2txPCkU5blqVs.png?width=108&crop=smart&auto=webp&s=cd6ce2dbe6e73c3334f47d10b5be47d3f48c2e42', 'width': 108}, {'height': 216, 'url': '... | |
Stable-diffusion.cpp now supports Z-image | 100 | [Release master-385-34a6fd4 · leejet/stable-diffusion.cpp](https://github.com/leejet/stable-diffusion.cpp/releases/tag/master-385-34a6fd4) | 2025-12-01T15:22:37 | https://www.reddit.com/r/LocalLLaMA/comments/1pbfisv/stablediffusioncpp_now_supports_zimage/ | Languages_Learner | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pbfisv | false | null | t3_1pbfisv | /r/LocalLLaMA/comments/1pbfisv/stablediffusioncpp_now_supports_zimage/ | false | false | self | 100 | {'enabled': False, 'images': [{'id': 'xx7aIcy5gVGEtkO4ibeEPS5yr_VfpxlP5tAfGJj17VI', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/xx7aIcy5gVGEtkO4ibeEPS5yr_VfpxlP5tAfGJj17VI.png?width=108&crop=smart&auto=webp&s=174b2265dca3156501dc7b624d1bd2b1cd1ad269', 'width': 108}, {'height': 108, 'url': 'h... |
Some Thoughts on Using AI for Writing | 0 | I’ve been noticing something interesting in AI dev communities lately.
Whenever someone uses AI for writing
even something as simple as “translate my own words without changing anything”
there’s this immediate resistance.
And I understand why.
These are people who’ve spent years shaping how they think,
how they expre... | 2025-12-01T15:19:33 | https://www.reddit.com/r/LocalLLaMA/comments/1pbffwe/some_thoughts_on_using_ai_for_writing/ | Echo_OS | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pbffwe | false | null | t3_1pbffwe | /r/LocalLLaMA/comments/1pbffwe/some_thoughts_on_using_ai_for_writing/ | false | false | self | 0 | null |
I made an architecture for fixing Mamba's long-context forgetting | 7 | The result
https://preview.redd.it/yo8w4021wl4g1.png?width=3000&format=png&auto=webp&s=45de5d9a738065409294056902ce2b19a0b54f8c
**Benchmark (NIAH @ 32k Context):**
* **Baseline:** Mamba-2 (130M) → Starts forgetting at \~29k (83.3% acc).
* **Mine:** Spectrum-State (85M) → **100% Recall** across the board.
My model i... | 2025-12-01T14:53:49 | https://www.reddit.com/r/LocalLLaMA/comments/1pbes68/i_made_an_architecture_for_fixing_mambas/ | InstructionOk9108 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pbes68 | false | null | t3_1pbes68 | /r/LocalLLaMA/comments/1pbes68/i_made_an_architecture_for_fixing_mambas/ | false | false | 7 | null | |
We built a 1 and 3B local Git agents that turns plain English into correct git commands. They matche GPT-OSS 120B accuracy (gitara) | 37 | We have been working on tool calling SLMs and how to get the most out of a small model. One of the use cases turned out to be very useful and we hope to get your feedback. You can find more information on the [github page](https://github.com/distil-labs/distil-gitara)
We trained a **3B function-calling model** (“Gitar... | 2025-12-01T14:40:08 | party-horse | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pbeg6g | false | null | t3_1pbeg6g | /r/LocalLLaMA/comments/1pbeg6g/we_built_a_1_and_3b_local_git_agents_that_turns/ | false | false | default | 37 | {'enabled': True, 'images': [{'id': '5321sl8otl4g1', 'resolutions': [{'height': 60, 'url': 'https://preview.redd.it/5321sl8otl4g1.jpeg?width=108&crop=smart&auto=webp&s=2a5402805ebc4e5c93f012b674087bda604a13f5', 'width': 108}, {'height': 121, 'url': 'https://preview.redd.it/5321sl8otl4g1.jpeg?width=216&crop=smart&auto=w... | |
LOCAL AI on Android and iOS (to not struggling) | 0 | guys if you're struggling to local AI on ur phone/machine right we're using termux to get them into our phone to access I'll introducing LOCAL AI chat in ANDROID and iOS wat waiting for download now | 2025-12-01T14:25:57 | https://play.google.com/store/apps/details?id=com.softwaretailor.localai | Adventurous_Role_489 | play.google.com | 1970-01-01T00:00:00 | 0 | {} | 1pbe3yt | false | null | t3_1pbe3yt | /r/LocalLLaMA/comments/1pbe3yt/local_ai_on_android_and_ios_to_not_struggling/ | false | false | default | 0 | {'enabled': False, 'images': [{'id': 'fBJ0uVuFpE6wXUS0YnJre4yYROza6FJf6bHxilQ-eaI', 'resolutions': [{'height': 108, 'url': 'https://external-preview.redd.it/fBJ0uVuFpE6wXUS0YnJre4yYROza6FJf6bHxilQ-eaI.png?width=108&crop=smart&auto=webp&s=88997271c27ba4a97c8ab9800dd453c954df4651', 'width': 108}, {'height': 216, 'url': '... |
Is the gap widening? | 0 | Around a year ago, it felt as though frontier models and local LLMs were not so far apart. Thinking about the deep seek R1 moment, as example. And while open source models continue to improve, and hardware does as well, I have some feeling the gap is widening.
However, I don’t think this is purely from the model side... | 2025-12-01T14:24:11 | https://www.reddit.com/r/LocalLLaMA/comments/1pbe2fr/is_the_gap_widening/ | mister_conflicted | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pbe2fr | false | null | t3_1pbe2fr | /r/LocalLLaMA/comments/1pbe2fr/is_the_gap_widening/ | false | false | self | 0 | null |
Anything I can do with 4gb vram? | 1 | Is there any tts i can use with 4Gb vram? | 2025-12-01T14:12:52 | https://www.reddit.com/r/LocalLLaMA/comments/1pbdsje/anything_i_can_do_with_4gb_vram/ | Own-Combination5961 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pbdsje | false | null | t3_1pbdsje | /r/LocalLLaMA/comments/1pbdsje/anything_i_can_do_with_4gb_vram/ | false | false | self | 1 | null |
Ollama Not Using GPU (RTX 3070) — Only CPU — Need Help Enabling CUDA Acceleration | 0 | I’m trying to use Ollama models locally in VS Code through the **Cline** and [**Continue.dev**](http://Continue.dev) extensions to get something similar to Cursor’s AI-assisted coding workflow. The models work, but **Ollama only uses my CPU and completely ignores my GPU**, even though I have an RTX 3070 with 8GB VRAM. ... | 2025-12-01T14:06:45 | https://www.reddit.com/r/LocalLLaMA/comments/1pbdnho/ollama_not_using_gpu_rtx_3070_only_cpu_need_help/ | huza786 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pbdnho | false | null | t3_1pbdnho | /r/LocalLLaMA/comments/1pbdnho/ollama_not_using_gpu_rtx_3070_only_cpu_need_help/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': '7FTmwKM4TuCvaIMSlask76mRn8liFawdPuHJFSqPl9U', 'resolutions': [{'height': 56, 'url': 'https://external-preview.redd.it/7FTmwKM4TuCvaIMSlask76mRn8liFawdPuHJFSqPl9U.png?width=108&crop=smart&auto=webp&s=efe307f51ff2874b18960bc89ca5a18a1b551442', 'width': 108}, {'height': 113, 'url': 'h... |
That's why open source is even better than closed source | 270 | Chatgpt , No one is spared from ads, even the Pro Plan throws you an ad 💀 | 2025-12-01T13:18:19 | https://www.reddit.com/gallery/1pbcjql | Illustrious-Swim9663 | reddit.com | 1970-01-01T00:00:00 | 0 | {} | 1pbcjql | false | null | t3_1pbcjql | /r/LocalLLaMA/comments/1pbcjql/thats_why_open_source_is_even_better_than_closed/ | false | false | 270 | null | |
[Toolkit] TinyLlama Fine-Tuning + RAG Lab (Full FT / LoRA / QLoRA | T4-friendly | Unified pipeline) | 5 | Just released an early (and still very much WIP) version of **FT-Lab**, a lightweight toolkit for fine-tuning and retrieval-augmented generation (RAG) with TinyLlama.
🔧 **What it does:**
* Full Fine-Tuning / LoRA / QLoRA support for TinyLlama
* Unified preprocessing + tokenizer setup
* RAG workflows with LlamaIndex ... | 2025-12-01T13:11:46 | https://www.reddit.com/r/LocalLLaMA/comments/1pbcelg/toolkit_tinyllama_finetuning_rag_lab_full_ft_lora/ | sai_ai_lab | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pbcelg | false | null | t3_1pbcelg | /r/LocalLLaMA/comments/1pbcelg/toolkit_tinyllama_finetuning_rag_lab_full_ft_lora/ | false | false | self | 5 | null |
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