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LM Studio refuses to load the real uncensored huizimao_gpt-oss-120b (Q4_K_M and MXFP4_MoE) – still refuses NSFW after full reinstall and every cache wipe | 1 | [removed] | 2025-11-26T19:08:25 | https://www.reddit.com/r/LocalLLaMA/comments/1p7ghfl/lm_studio_refuses_to_load_the_real_uncensored/ | DependentTopic4954 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p7ghfl | false | null | t3_1p7ghfl | /r/LocalLLaMA/comments/1p7ghfl/lm_studio_refuses_to_load_the_real_uncensored/ | false | false | nsfw | 1 | null |
Folks running agents with local models, what’s the part that always feels hacky? | 0 | Hey, I’ve been talking to some people who automate stuff using local models and they keep telling me that the hardest part isn’t the inference or hardware, but getting their agents to consistently use the right business knowledge for each client. Apparently everyone ends up making their own little RAG, or memory system... | 2025-11-26T19:07:55 | https://www.reddit.com/r/LocalLLaMA/comments/1p7ggwv/folks_running_agents_with_local_models_whats_the/ | rucoide | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p7ggwv | false | null | t3_1p7ggwv | /r/LocalLLaMA/comments/1p7ggwv/folks_running_agents_with_local_models_whats_the/ | false | false | self | 0 | null |
What are the gotchas for the RTX Pro 6000? | 8 | I have a unique opportunity to get a RTX Pro 6000 at a substantial discount. I am currently running 3x 3090's and running out of VRAM for certain LLMs and use cases.
I've read that that the 6000 has some compatibility issues with some software services like vllm.
My goal is to run and test various LLMs with RAG and ... | 2025-11-26T18:40:35 | https://www.reddit.com/r/LocalLLaMA/comments/1p7fqq9/what_are_the_gotchas_for_the_rtx_pro_6000/ | shifty21 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p7fqq9 | false | null | t3_1p7fqq9 | /r/LocalLLaMA/comments/1p7fqq9/what_are_the_gotchas_for_the_rtx_pro_6000/ | false | false | self | 8 | null |
Have you dealt with Prompt Injection attacks in your AI projects yet? How bad did it get? | 0 | Curious how common this problem actually is for startups building with LLMs.
I had to shut down a side project after users discovered they could manipulate prompts and drain my API budget ($800 gone in hours). It was a nightmare to debug and even harder to prevent.
Since then, I've been working on a detection tool th... | 2025-11-26T18:27:57 | https://www.reddit.com/r/LocalLLaMA/comments/1p7fene/have_you_dealt_with_prompt_injection_attacks_in/ | dhruv_qmar | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p7fene | false | null | t3_1p7fene | /r/LocalLLaMA/comments/1p7fene/have_you_dealt_with_prompt_injection_attacks_in/ | false | false | self | 0 | null |
Black Friday Sale - Get NVIDIA laptop or faster non-NVIDIA laptop? | 2 | I don't play games. Mainly code + LLMs. I have 24GB VRAM on desktop that is servicing me well for all my needs.
I am in the market to upgrade workstation-grade laptop. Which would be ideal over 5+ years ownership?
Choice #1 - A laptop that has \[MOBILE\] NVIDIA RTX PRO™ 1000 Blackwell Laptop GPU 8GB GDDR7. TDP at 28W... | 2025-11-26T18:19:54 | https://www.reddit.com/r/LocalLLaMA/comments/1p7f6px/black_friday_sale_get_nvidia_laptop_or_faster/ | false79 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p7f6px | false | null | t3_1p7f6px | /r/LocalLLaMA/comments/1p7f6px/black_friday_sale_get_nvidia_laptop_or_faster/ | false | false | self | 2 | null |
Needing advice to buy a laptop | 1 | Hi! I've been looking at this [ThinkPad](https://www.lenovo.com/gb/en/configurator/cto/index.html?bundleId=21RXCTO1WWGB2) with the Ryzen AI 9 HX PRO 370 and 96 GB of RAM, which costs almost £2000 (2600 USD), though I have no idea how it will actually perform for my needs.
I'm planning to run good models for text like ... | 2025-11-26T18:13:35 | https://www.reddit.com/r/LocalLLaMA/comments/1p7f0k7/needing_advice_to_buy_a_laptop/ | Pishudo | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p7f0k7 | false | null | t3_1p7f0k7 | /r/LocalLLaMA/comments/1p7f0k7/needing_advice_to_buy_a_laptop/ | false | false | self | 1 | null |
Gemma3 GPU | 0 | Gemma 3 27B PF16
RTX 5090 x3 OR W7900 x4
50 tokens/s? context length 50k?
——————————————————
Gemma 3 27B Q8
RTX 5090 x2 OR W7900 x2
50 tokens/s? context length 50k?
——————————————————
Thanks！
😳😳😳 | 2025-11-26T17:55:23 | https://www.reddit.com/r/LocalLLaMA/comments/1p7eix2/gemma3_gpu/ | FalseCardiologist577 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p7eix2 | false | null | t3_1p7eix2 | /r/LocalLLaMA/comments/1p7eix2/gemma3_gpu/ | false | false | self | 0 | null |
tried a persistent memory system instead of rag, surprisingly decent | 8 | so ive been messing with a personal assistant thing on llama 4 8b. problem is it forgets stuff from earlier in the conversation. tried rag with chroma but honestly it sucks for conversational context, keeps pulling wrong stuff.
was looking at alternatives and found this thing called EverMemOS on github. its like a mem... | 2025-11-26T17:51:30 | https://www.reddit.com/r/LocalLLaMA/comments/1p7efa7/tried_a_persistent_memory_system_instead_of_rag/ | Scared-Ticket5027 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p7efa7 | false | null | t3_1p7efa7 | /r/LocalLLaMA/comments/1p7efa7/tried_a_persistent_memory_system_instead_of_rag/ | false | false | self | 8 | null |
Has anyone had luck with LLMs running on performance-constrained devices? | 1 | [removed] | 2025-11-26T17:39:06 | https://www.reddit.com/r/LocalLLaMA/comments/1p7e3ct/has_anyone_had_luck_with_llms_running_on/ | tr0picana | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p7e3ct | false | null | t3_1p7e3ct | /r/LocalLLaMA/comments/1p7e3ct/has_anyone_had_luck_with_llms_running_on/ | false | false | self | 1 | null |
Has anyone had luck with LLMs running on performance-constrained devices? | 1 | [removed] | 2025-11-26T17:37:40 | https://www.reddit.com/r/LocalLLaMA/comments/1p7e20n/has_anyone_had_luck_with_llms_running_on/ | tr0picana | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p7e20n | false | null | t3_1p7e20n | /r/LocalLLaMA/comments/1p7e20n/has_anyone_had_luck_with_llms_running_on/ | false | false | self | 1 | null |
Inferencing 4 models on AMD NPU and GPU at the same time from a single URL | 53 | I've been working on adding multi-model capability to Lemonade and thought this was cool enough to share a video.
Previously, Lemonade would load up a model on NPU or GPU for you but would only keep one model in memory at a time. Loading a new model would evict the last one.
After multi-model support merges, you'll ... | 2025-11-26T17:37:30 | https://v.redd.it/oh7zqsgjxm3g1 | jfowers_amd | v.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1p7e1u9 | false | {'reddit_video': {'bitrate_kbps': 5000, 'dash_url': 'https://v.redd.it/oh7zqsgjxm3g1/DASHPlaylist.mpd?a=1766770664%2CM2MxMDNmYzBmOTJiZWVkZjZlODY0OTUzYjYwZmI3ZmFhNGIxY2I3NjRmMzVkYjc1YTcyNGEyZWRjMTRhMjAzMQ%3D%3D&v=1&f=sd', 'duration': 16, 'fallback_url': 'https://v.redd.it/oh7zqsgjxm3g1/CMAF_1080.mp4?source=fallback', 'h... | t3_1p7e1u9 | /r/LocalLLaMA/comments/1p7e1u9/inferencing_4_models_on_amd_npu_and_gpu_at_the/ | false | false | 53 | {'enabled': False, 'images': [{'id': 'enhqY3Z4Z2p4bTNnMTTP6h2YiU2NEZD0kxWgCrla1iQtfnqveGDIkOVMOao5', 'resolutions': [{'height': 85, 'url': 'https://external-preview.redd.it/enhqY3Z4Z2p4bTNnMTTP6h2YiU2NEZD0kxWgCrla1iQtfnqveGDIkOVMOao5.png?width=108&crop=smart&format=pjpg&auto=webp&s=9dae33867afeea2ee5c98f86426472d226b27... | |
I launched a Permission system for AI agents today! | 0 | I’m excited to share **AgentSudo**, a small open-source permission system for AI agents.
# What My Project Does
AgentSudo lets you **assign scoped permissions** to AI agents and protect Python functions using a decorator — just like the `sudo` command in Unix.
Example:
from agentsudo import Agent, sudo
... | 2025-11-26T17:30:09 | Interesting_Fun2022 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1p7dujm | false | null | t3_1p7dujm | /r/LocalLLaMA/comments/1p7dujm/i_launched_a_permission_system_for_ai_agents_today/ | false | false | default | 0 | {'enabled': True, 'images': [{'id': 'wccn3wpfzm3g1', 'resolutions': [{'height': 58, 'url': 'https://preview.redd.it/wccn3wpfzm3g1.png?width=108&crop=smart&auto=webp&s=8f23455208c2d1dd09d2fa498a092162484064b0', 'width': 108}, {'height': 117, 'url': 'https://preview.redd.it/wccn3wpfzm3g1.png?width=216&crop=smart&auto=web... | |
some roleplaying experience using routha | 0 | i had nice experience using that router, ngl might have been the smoothest experience routing models, and well its token allowance is pretty nice like it lasted me a few days | 2025-11-26T17:21:36 | https://routha.com | DustZealousideal7593 | routha.com | 1970-01-01T00:00:00 | 0 | {} | 1p7dmdj | false | null | t3_1p7dmdj | /r/LocalLLaMA/comments/1p7dmdj/some_roleplaying_experience_using_routha/ | false | false | default | 0 | null |
Optimising NVIDIA’s DGX Spark (Grace + Blackwell) – 1.5× PyTorch speedup with custom build | 20 | I’ve open-sourced a complete end-to-end setup to maximise AI performance on the new NVIDIA DGX Spark – the compact dev box built on the Grace-Blackwell superchip (20-core Grace ARM CPU + 6144-core Blackwell GPU).
Because this architecture is so new (SM 12.x GPU, unified CPU-GPU memory), many libraries weren’t fully ut... | 2025-11-26T17:12:57 | https://www.reddit.com/r/LocalLLaMA/comments/1p7ddv3/optimising_nvidias_dgx_spark_grace_blackwell_15/ | guigsss | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p7ddv3 | false | null | t3_1p7ddv3 | /r/LocalLLaMA/comments/1p7ddv3/optimising_nvidias_dgx_spark_grace_blackwell_15/ | false | false | self | 20 | {'enabled': False, 'images': [{'id': 'zK2hk0yddnniG9BPVkGynvMQ5J0XWKGJ5C4nHV6FsM8', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/zK2hk0yddnniG9BPVkGynvMQ5J0XWKGJ5C4nHV6FsM8.png?width=108&crop=smart&auto=webp&s=68783b6244ee9f0aea251c7da08f7e4a01d52e5a', 'width': 108}, {'height': 108, 'url': 'h... |
Open-source just beat humans at ARC-AGI (71.6%) for $0.02 per task - full code available | 326 | German researchers achieved 71.6% on ARC-AGI (humans average 70%) using three clever techniques that run on a regular GPU for 2 cents per task. OpenAI's o3 gets 87% but costs $17 per task - that's 850x more expensive.
The breakthrough uses:
- Product of Experts (viewing puzzles from 16 angles)
- Test-Time Training (mo... | 2025-11-26T17:08:09 | https://www.reddit.com/r/LocalLLaMA/comments/1p7d97m/opensource_just_beat_humans_at_arcagi_716_for_002/ | Proof-Possibility-54 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p7d97m | false | null | t3_1p7d97m | /r/LocalLLaMA/comments/1p7d97m/opensource_just_beat_humans_at_arcagi_716_for_002/ | false | false | self | 326 | {'enabled': False, 'images': [{'id': 'uHzKPuyrXDXIifXsbIs4phy5SHwlVrqDCg-xfpRH0ms', 'resolutions': [{'height': 81, 'url': 'https://external-preview.redd.it/uHzKPuyrXDXIifXsbIs4phy5SHwlVrqDCg-xfpRH0ms.jpeg?width=108&crop=smart&auto=webp&s=931a2c32dcfbdd7f70bc6a1252f1fc9ba53c9528', 'width': 108}, {'height': 162, 'url': '... |
Optimising NVIDIA’s DGX Spark (Grace + Blackwell) – 1.5× PyTorch speedup with custom build | 1 | I’ve open-sourced a complete end-to-end setup to maximise AI performance on the new NVIDIA DGX Spark – the compact dev box built on the Grace-Blackwell superchip (20-core Grace ARM CPU + 6144-core Blackwell GPU).
Because this architecture is so new (SM 12.x GPU, unified CPU-GPU memory), many libraries weren’t ful... | 2025-11-26T17:06:00 | https://www.reddit.com/r/LocalLLaMA/comments/1p7d763/optimising_nvidias_dgx_spark_grace_blackwell_15/ | guigsss | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p7d763 | false | null | t3_1p7d763 | /r/LocalLLaMA/comments/1p7d763/optimising_nvidias_dgx_spark_grace_blackwell_15/ | false | false | self | 1 | null |
Built a small, modular email-automation agent framework that works great with Llama.cpp (and Mailtrap for IMAP/SMTP) | 0 | Hey everyone 👋
I’ve been building a surprisingly simple but useful tool over the last weeks, and I thought it might be interesting to folks here who enjoy tinkering with local models.
I needed a way to classify incoming emails and generate responses without relying on any cloud API. So I wrote a small, modular JavaS... | 2025-11-26T17:00:54 | https://www.reddit.com/r/LocalLLaMA/comments/1p7d235/built_a_small_modular_emailautomation_agent/ | purellmagents | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p7d235 | false | null | t3_1p7d235 | /r/LocalLLaMA/comments/1p7d235/built_a_small_modular_emailautomation_agent/ | false | false | self | 0 | null |
archgw 0.3.20 - gutted out 500Mbs worth of python dependenices in the req path. | 13 | [archgw](https://github.com/katanemo/archgw) (a models-native sidecar proxy for AI agents) offered two capabilities that required loading small LLMs in memory: guardrails to prevent jailbreak attempts, and function-calling for routing requests to the right downstream tool or agent. These built-in features required the ... | 2025-11-26T16:12:19 | https://www.reddit.com/r/LocalLLaMA/comments/1p7briq/archgw_0320_gutted_out_500mbs_worth_of_python/ | AdditionalWeb107 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p7briq | false | null | t3_1p7briq | /r/LocalLLaMA/comments/1p7briq/archgw_0320_gutted_out_500mbs_worth_of_python/ | false | false | self | 13 | {'enabled': False, 'images': [{'id': '_vZQV2VR3h6BQss9IlOnBd9blEmN2perG1TXpCiwpO8', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/_vZQV2VR3h6BQss9IlOnBd9blEmN2perG1TXpCiwpO8.png?width=108&crop=smart&auto=webp&s=f4b20612b036d9dcb558251a6802662117b3b932', 'width': 108}, {'height': 108, 'url': 'h... |
Recommendations for smallest capable model for low stakes Agentic RAG? | 10 | I’m setting up a chat bot for my company that can do some low stakes document RAG. As of right now it’s all text but in the future I might want vision as well. My setup is 1 RTX 4090 with an additional 60 GB of RAM. Right now the heaviest model I can load while getting usable toks/s is a 4 bit quant of Qwen-30B-A3B-Ins... | 2025-11-26T15:58:18 | https://www.reddit.com/r/LocalLLaMA/comments/1p7bdt2/recommendations_for_smallest_capable_model_for/ | jude_mcjude | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p7bdt2 | false | null | t3_1p7bdt2 | /r/LocalLLaMA/comments/1p7bdt2/recommendations_for_smallest_capable_model_for/ | false | false | self | 10 | null |
Getting error ❌ Failed to create Llama: LlamaException: Failed to initialize Llama (Invalid argument(s): Failed to load dynamic library //'Path to llama.dll here'//: The specified module could not be found. | 0 | Hiya. I'm a complete newbie to this stuff, and im not sure this is the right sub to post my problem in, but ill try nonetheless. If not, just tell me. So I'm attempting to build an app which runs a local AI model with flutter and AndroidStudio, in dart. Ive been getting an error consistently whenever ive tried to run t... | 2025-11-26T15:54:34 | https://www.reddit.com/r/LocalLLaMA/comments/1p7baa4/getting_error_failed_to_create_llama/ | Toolsmith_Tim | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p7baa4 | false | null | t3_1p7baa4 | /r/LocalLLaMA/comments/1p7baa4/getting_error_failed_to_create_llama/ | false | false | self | 0 | null |
China just passed the U.S. in open model downloads for the first time | 131 | 2025-11-26T15:27:43 | https://www.reddit.com/r/LocalLLaMA/comments/1p7alka/china_just_passed_the_us_in_open_model_downloads/ | nekofneko | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p7alka | false | null | t3_1p7alka | /r/LocalLLaMA/comments/1p7alka/china_just_passed_the_us_in_open_model_downloads/ | false | false | 131 | null | ||
How the heck is Qwen3-Coder so fast? Nearly 10x other models. | 47 | My Strix Halo w/ 64gb VRAM, (other half on RAM) runs Qwen3-Coder at 30t/s roughly. And that's the Unsloth Q8\_K\_XL 36GB quant.
Other's of SIMILAR SIZE AND QUANT perform at maybe 4-10 tok/s.
How is this possible?! Seed-OSS-36B (Unsloth) gives me 4 t/s (although, it does produce more accurate results given a system p... | 2025-11-26T15:03:53 | https://www.reddit.com/r/LocalLLaMA/comments/1p79ziz/how_the_heck_is_qwen3coder_so_fast_nearly_10x/ | CSEliot | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p79ziz | false | null | t3_1p79ziz | /r/LocalLLaMA/comments/1p79ziz/how_the_heck_is_qwen3coder_so_fast_nearly_10x/ | false | false | self | 47 | null |
Tauq - Token-Efficient Data Notation | 54% Fewer Tokens Than JSON | 0 | 2025-11-26T14:24:24 | https://tauq.org | RealEpistates | tauq.org | 1970-01-01T00:00:00 | 0 | {} | 1p790vg | false | null | t3_1p790vg | /r/LocalLLaMA/comments/1p790vg/tauq_tokenefficient_data_notation_54_fewer_tokens/ | false | false | default | 0 | null | |
Dual 9060 XT vs 7900 XT (32 GB vs 20 GB) | 0 | I was messing around with smaller models and surprised by how fast output tokens have gotten recently (M4 Pro 24 GB with gpt-oss 20B at 70 tok/sec and Granite 4H Tiny at 99 tok/sec) and now I want to get into slightly bigger models but not too keen on spending 4k+ on an M4 Max 128GB.
Mainly eyeing some of the bigger ... | 2025-11-26T14:07:04 | https://www.reddit.com/r/LocalLLaMA/comments/1p78m06/dual_9060_xt_vs_7900_xt_32_gb_vs_20_gb/ | Eltonite | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p78m06 | false | null | t3_1p78m06 | /r/LocalLLaMA/comments/1p78m06/dual_9060_xt_vs_7900_xt_32_gb_vs_20_gb/ | false | false | self | 0 | null |
[Experiment] Drastically reducing Gemini 3.0 Pro inference latency (-60%) and boosting divergent thinking scores (>99th %) using "Metaphysical Context Priming" | 0 | I’ve been running some controlled experiments on **Gemini 3.0 Pro Preview** regarding context priming and its effect on inference speed and creativity. I found a reproducible anomaly that I wanted to share for replication.
**The Setup:**
I ran 3 instances of the same model through the **Divergent Association Task (D... | 2025-11-26T14:03:47 | https://www.reddit.com/r/LocalLLaMA/comments/1p78j6e/experiment_drastically_reducing_gemini_30_pro/ | pianodude7 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p78j6e | false | null | t3_1p78j6e | /r/LocalLLaMA/comments/1p78j6e/experiment_drastically_reducing_gemini_30_pro/ | false | false | self | 0 | null |
scaling is dead | 0 | 2025-11-26T13:59:56 | https://i.redd.it/btc82z4zxl3g1 | Crazyscientist1024 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1p78fo4 | false | null | t3_1p78fo4 | /r/LocalLLaMA/comments/1p78fo4/scaling_is_dead/ | false | false | default | 0 | null | |
scaling is dead | 166 | 2025-11-26T13:59:55 | Crazyscientist1024 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1p78fni | false | null | t3_1p78fni | /r/LocalLLaMA/comments/1p78fni/scaling_is_dead/ | false | false | 166 | {'enabled': True, 'images': [{'id': 'dn9FflCk_srV4aSACExicJlGdLyxJWxeGKjZChuQkeg', 'resolutions': [{'height': 135, 'url': 'https://preview.redd.it/btc82z4zxl3g1.jpeg?width=108&crop=smart&auto=webp&s=8354b143052a483946660852441a2522684aac80', 'width': 108}, {'height': 271, 'url': 'https://preview.redd.it/btc82z4zxl3g1.j... | |||
Holy Shit! Kimi is So Underated! | 107 | 2025-11-26T13:56:15 | https://www.reddit.com/r/LocalLLaMA/comments/1p78cl8/holy_shit_kimi_is_so_underated/ | xiaoruhao | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p78cl8 | false | null | t3_1p78cl8 | /r/LocalLLaMA/comments/1p78cl8/holy_shit_kimi_is_so_underated/ | false | false | 107 | null | ||
Tested AI tools by making them build and play Tetris. Results were weird. | 35 | Had a random idea last week, what if I made different AI models build Tetris from scratch then compete against each other? No human intervention just pure AI autonomy.
Set up a simple test. Give them a prompt, let them code everything themselves, then make them play their own game for 1 minute and record the score... | 2025-11-26T13:48:46 | Aggressive-Earth-973 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1p786cm | false | null | t3_1p786cm | /r/LocalLLaMA/comments/1p786cm/tested_ai_tools_by_making_them_build_and_play/ | false | false | default | 35 | {'enabled': True, 'images': [{'id': 'q44nu8ggul3g1', 'resolutions': [{'height': 187, 'url': 'https://preview.redd.it/q44nu8ggul3g1.jpeg?width=108&crop=smart&auto=webp&s=2dd2a8aaf543445d30566839b8de206176acce3e', 'width': 108}, {'height': 375, 'url': 'https://preview.redd.it/q44nu8ggul3g1.jpeg?width=216&crop=smart&auto=... | |
Tesla T4? What impacts the prompt processing the most. | 2 | From techpowerup - while it has quite slow 16Gb VRAM at 320GB/s, it also has 65TFLOPS at FP16.
So I began to wonder if for agentic use, where processing speed is more important, wouldn't a GPU with very fast FP16 calculation speed be a better choice? Or would the memory bandwidth still impact the time-to-first-token? | 2025-11-26T13:34:20 | https://www.reddit.com/r/LocalLLaMA/comments/1p77uss/tesla_t4_what_impacts_the_prompt_processing_the/ | kaisurniwurer | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p77uss | false | null | t3_1p77uss | /r/LocalLLaMA/comments/1p77uss/tesla_t4_what_impacts_the_prompt_processing_the/ | false | false | self | 2 | null |
What Happens Next? | 5 | At this point, it’s quite clear that we’ve been heading towards better models, both closed and open source are improving, relative token costs to performance is getting cheaper. Obviously this trend will continue, therefore assuming it does, it opens other areas to explore, such as agentic/tool calling. Can we extrapol... | 2025-11-26T13:32:53 | https://www.reddit.com/r/LocalLLaMA/comments/1p77tok/what_happens_next/ | ionlycreate42 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p77tok | false | null | t3_1p77tok | /r/LocalLLaMA/comments/1p77tok/what_happens_next/ | false | false | self | 5 | null |
comic (manga, ...) translation | 4 | I would like to create a local translation pipeline for comics/mangas/.. using python, ollama (or vllm/transfomers/...). the vl models sould be < 20GB. If someone already has built something similar or has otherwise experience, pls give me some hints ,)
My first tries with ollama and several vl-models had been fairly... | 2025-11-26T13:32:32 | https://www.reddit.com/r/LocalLLaMA/comments/1p77tf2/comic_manga_translation/ | randygeneric | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p77tf2 | false | null | t3_1p77tf2 | /r/LocalLLaMA/comments/1p77tf2/comic_manga_translation/ | false | false | self | 4 | null |
Agent framework chaos? > Better Agents CLI | 4 | There are soooo many AI agent frameworks out there right now. And even once you pick one Agno, Mastra, PydanticAI, whatever still end up missing the reliability layer: testing, evals, structure, versioned prompts, reproducibility, guardrails, observability, etc.
So we built something to fix that:
Better Agents a CLI... | 2025-11-26T13:25:35 | https://www.reddit.com/r/LocalLLaMA/comments/1p77o25/agent_framework_chaos_better_agents_cli/ | Previous_Ladder9278 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p77o25 | false | null | t3_1p77o25 | /r/LocalLLaMA/comments/1p77o25/agent_framework_chaos_better_agents_cli/ | false | false | self | 4 | {'enabled': False, 'images': [{'id': 'a9SD2nY9M5keaH03RP0Fpe0wnmDw_CFYCGJ6rMNxjVE', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/a9SD2nY9M5keaH03RP0Fpe0wnmDw_CFYCGJ6rMNxjVE.png?width=108&crop=smart&auto=webp&s=8a2e7de37c73d053188276ff3485a7515df182d9', 'width': 108}, {'height': 108, 'url': 'h... |
Qwen3-235B-A22B-Thinking-2507 stumped by Python indentation. | 1 | 2025-11-26T13:20:46 | https://v.redd.it/0qzvws5qql3g1 | noiserr | v.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1p77kcr | false | {'reddit_video': {'bitrate_kbps': 5000, 'dash_url': 'https://v.redd.it/0qzvws5qql3g1/DASHPlaylist.mpd?a=1766755262%2COWZjNDNhMmNhY2Y2ZGQ0OTkzNTJkYWQ2YjViMTExY2ZjMjEwMjM4MTU3ZDBjZWRkNDY3ZjYyOTVjZGEwMWY3Nw%3D%3D&v=1&f=sd', 'duration': 34, 'fallback_url': 'https://v.redd.it/0qzvws5qql3g1/CMAF_1080.mp4?source=fallback', 'h... | t3_1p77kcr | /r/LocalLLaMA/comments/1p77kcr/qwen3235ba22bthinking2507_stumped_by_python/ | false | false | 1 | {'enabled': False, 'images': [{'id': 'anlxcHk4dzJybDNnMXzlE2-eTJPwdVgyytnEOGhUHR6-zb_BO6wRztpHrCIZ', 'resolutions': [{'height': 60, 'url': 'https://external-preview.redd.it/anlxcHk4dzJybDNnMXzlE2-eTJPwdVgyytnEOGhUHR6-zb_BO6wRztpHrCIZ.png?width=108&crop=smart&format=pjpg&auto=webp&s=6419f34c2400d70795d95a46385ebfb4c0a77... | ||
Performance hit for mixed DIMM capacities on EPYC for MoE offloading? | 3 | Hi all!
I've finally plunged and purchased an Epyc 7763, and I got it with 4x 3200 MT/s 32GB sticks of RAM.
I'm planning to run GPT-OSS-120B and GLM-4.5-Air with some of the layers offloaded to CPU, so memory bandwidth matters quite a bit. I currently have 2x 3090s for this system, but I will get more eventually as w... | 2025-11-26T13:13:10 | https://www.reddit.com/r/LocalLLaMA/comments/1p77ehx/performance_hit_for_mixed_dimm_capacities_on_epyc/ | -finnegannn- | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p77ehx | false | null | t3_1p77ehx | /r/LocalLLaMA/comments/1p77ehx/performance_hit_for_mixed_dimm_capacities_on_epyc/ | false | false | self | 3 | null |
Why are Q1, Q2 quantization models created if they are universally seen as inferior even to models with fewer parameters? | 2 | I haven't seen a situation where someone claimed a quantization less than Q4 beats out another model with Q4+, even with fewer params.
Yet I see plenty of Q1-Q3 models getting released still today. What is their use? | 2025-11-26T13:05:21 | https://www.reddit.com/r/LocalLLaMA/comments/1p778ju/why_are_q1_q2_quantization_models_created_if_they/ | HushHushShush | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p778ju | false | null | t3_1p778ju | /r/LocalLLaMA/comments/1p778ju/why_are_q1_q2_quantization_models_created_if_they/ | false | false | self | 2 | null |
Need advice on a highly accurate RAG pipeline for massive technical docs (10k–50k pages). | 0 | I’m building a RAG system to answer questions from extremely dense technical documentation (think ARM architecture manuals, protocol specs, engineering procedures). Accuracy is more important than creativity. Hallucinations are unacceptable.
# Core problems
* Simple chunking breaks context; headings, definitions, tab... | 2025-11-26T13:04:43 | https://www.reddit.com/r/LocalLLaMA/comments/1p7781y/need_advice_on_a_highly_accurate_rag_pipeline_for/ | VitaminnCPP | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p7781y | false | null | t3_1p7781y | /r/LocalLLaMA/comments/1p7781y/need_advice_on_a_highly_accurate_rag_pipeline_for/ | false | false | self | 0 | null |
SOLAYAi - First Prompt in Full Airplane Mode - on Android | 0 | SOLAYAi runs entirely on the phone, with no cloud - the airplane-mode video proves it.
No data ever leaves the device, ensuring total privacy.
The goal: a truly personal, fast, independent AI.
It works offline or online, without relying on any external platform.
In online mode, the system gains power while remaining... | 2025-11-26T12:48:19 | https://youtube.com/shorts/JlnKZlgPwck?si=qLyL507mys7bJv4t | SOLAYAi | youtube.com | 1970-01-01T00:00:00 | 0 | {} | 1p76vk5 | false | {'oembed': {'author_name': 'SOLAYAi', 'author_url': 'https://www.youtube.com/@SOLAYAi', 'height': 200, 'html': '<iframe width="113" height="200" src="https://www.youtube.com/embed/JlnKZlgPwck?feature=oembed&enablejsapi=1" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; pictu... | t3_1p76vk5 | /r/LocalLLaMA/comments/1p76vk5/solayai_first_prompt_in_full_airplane_mode_on/ | false | false | default | 0 | {'enabled': False, 'images': [{'id': 'b1evOpaDvf2A91vFksjxxvJrQkyD3fpdJygjiPJxhFI', 'resolutions': [{'height': 81, 'url': 'https://external-preview.redd.it/b1evOpaDvf2A91vFksjxxvJrQkyD3fpdJygjiPJxhFI.jpeg?width=108&crop=smart&auto=webp&s=4033401c36c3bec41fdaa7c9ed5bf87f1ce85f41', 'width': 108}, {'height': 162, 'url': '... |
How can I show log probs for a demo | 2 | I'm looking to train people on how LLMs work and it would be really nice to be able to show the log probs and even step through new tokens one at a time.
Are there good libraries to tools to visually show this for folks? | 2025-11-26T12:15:29 | https://www.reddit.com/r/LocalLLaMA/comments/1p76821/how_can_i_show_log_probs_for_a_demo/ | SQLGene | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p76821 | false | null | t3_1p76821 | /r/LocalLLaMA/comments/1p76821/how_can_i_show_log_probs_for_a_demo/ | false | false | self | 2 | null |
[Pre-release] Wavefront AI, the fully open-source AI middleware built over FloAI for Enterprises | 0 | We are open-sourcing Wavefront AI, the AI middleware built over FloAI.
We have been building flo-ai for more than an year now. We started the project when we wanted to experiment with different architectures for multi-agent workflows.
We started with building over Langchain, and eventually realised we are ge... | 2025-11-26T12:01:20 | Traditional-Let-856 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1p75yis | false | null | t3_1p75yis | /r/LocalLLaMA/comments/1p75yis/prerelease_wavefront_ai_the_fully_opensource_ai/ | false | false | default | 0 | {'enabled': True, 'images': [{'id': 'vh89p0qkcl3g1', 'resolutions': [{'height': 65, 'url': 'https://preview.redd.it/vh89p0qkcl3g1.png?width=108&crop=smart&auto=webp&s=6552ec76cf77afe0bb059c6e5172f319295e95ed', 'width': 108}, {'height': 131, 'url': 'https://preview.redd.it/vh89p0qkcl3g1.png?width=216&crop=smart&auto=web... | |
TikTok · SOLAYai | 0 | SOLAYAi — First Prompt in Full Airplane Mode | 2025-11-26T11:49:49 | https://vm.tiktok.com/ZNRJT9KPQ/ | SOLAYAi | vm.tiktok.com | 1970-01-01T00:00:00 | 0 | {} | 1p75r2x | false | {'oembed': {'author_name': 'SOLAYAi', 'author_url': 'https://www.tiktok.com/@solayai', 'height': 1024, 'html': '<iframe height="1024" width= "576" src="https://www.tiktok.com/player/v1/7575962003764792598?&autoplay=0×tamp=0&rel=0" sandbox="allow-scripts allow-same-origin allow-popups" allow="fullscreen" title="Tik... | t3_1p75r2x | /r/LocalLLaMA/comments/1p75r2x/tiktok_solayai/ | false | false | 0 | {'enabled': False, 'images': [{'id': '3c8ULLwjhPNOueaX5VhI3mljCFcVOmt2UmBXWPm36S8', 'resolutions': [{'height': 192, 'url': 'https://external-preview.redd.it/3c8ULLwjhPNOueaX5VhI3mljCFcVOmt2UmBXWPm36S8.jpeg?width=108&crop=smart&auto=webp&s=881f630e21244b78f028e1e75d9b2165ab2b34fc', 'width': 108}, {'height': 384, 'url': ... | |
ClearCut – open-source tool that forces you to think before AI answers | 4 | [https://github.com/aadityamahajn/clearcut](https://github.com/aadityamahajn/clearcut)
install.
AI suggests perfect filter → just press Enter.
Strict 5-step flow. No solution vomiting.
Fully open for contributions (CONTRIBUTING.md + good first issues ready).
Made because normal AI was making us lazy.
Please s... | 2025-11-26T11:29:39 | https://www.reddit.com/r/LocalLLaMA/comments/1p75eg8/clearcut_opensource_tool_that_forces_you_to_think/ | ComplexCanary1860 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p75eg8 | false | null | t3_1p75eg8 | /r/LocalLLaMA/comments/1p75eg8/clearcut_opensource_tool_that_forces_you_to_think/ | false | false | self | 4 | null |
An explainer blog on attention, KV-caching, continuous batching | 90 | 2025-11-26T10:38:35 | https://www.reddit.com/r/LocalLLaMA/comments/1p74jua/an_explainer_blog_on_attention_kvcaching/ | unofficialmerve | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p74jua | false | null | t3_1p74jua | /r/LocalLLaMA/comments/1p74jua/an_explainer_blog_on_attention_kvcaching/ | false | false | 90 | null | ||
New Open-source text-to-image model from Alibaba is just below Seedream 4, Coming today or tomorrow! | 294 | 2025-11-26T10:28:22 | abdouhlili | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1p74dwo | false | null | t3_1p74dwo | /r/LocalLLaMA/comments/1p74dwo/new_opensource_texttoimage_model_from_alibaba_is/ | false | false | default | 294 | {'enabled': True, 'images': [{'id': 'az572ifbwk3g1', 'resolutions': [{'height': 54, 'url': 'https://preview.redd.it/az572ifbwk3g1.jpeg?width=108&crop=smart&auto=webp&s=1be379329a9c5565a9d905d9d91a960d4acf880e', 'width': 108}, {'height': 109, 'url': 'https://preview.redd.it/az572ifbwk3g1.jpeg?width=216&crop=smart&auto=w... | ||
GPUs - what to do? | 0 | So .. my question is regarding GPUs
With OpenAI investing in AMD, is an NVidia card still needed?
Will an AMD card do, especially as I could afford two (older) cards with more VRAM than an nvidia card.
Case in point:
[XFX RADEON RX 7900 XTX MERC310 BLACK GAMING - kaufen bei Digitec](https://www.digitec.ch/de/s1/p... | 2025-11-26T10:26:22 | https://www.reddit.com/r/LocalLLaMA/comments/1p74csc/gpus_what_to_do/ | engineeringstoned | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p74csc | false | null | t3_1p74csc | /r/LocalLLaMA/comments/1p74csc/gpus_what_to_do/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': '3urX8LOggjBPQmamCU9b9tRLCqA_sfqjb7_iMswrfns', 'resolutions': [{'height': 108, 'url': 'https://external-preview.redd.it/3urX8LOggjBPQmamCU9b9tRLCqA_sfqjb7_iMswrfns.jpeg?width=108&crop=smart&auto=webp&s=511af065ea4a2191215e994893ba527e45c83423', 'width': 108}, {'height': 216, 'url': ... |
Testing call handoff logic to humans best approach? | 2 | We’re integrating human fallback and want to test that escalation triggers fire correctly.
Simulating failure cases manually is slow and inconsistent.
Anyone found a scalable way to validate fallback logic? | 2025-11-26T10:26:12 | https://www.reddit.com/r/LocalLLaMA/comments/1p74co7/testing_call_handoff_logic_to_humans_best_approach/ | AugustusCaesar00 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p74co7 | false | null | t3_1p74co7 | /r/LocalLLaMA/comments/1p74co7/testing_call_handoff_logic_to_humans_best_approach/ | false | false | self | 2 | null |
Spiralers vs Engineers vs Researchers … The Real Divide in AI | 0 | There are three delusions holding the AI world together right now
and all three are starting to fail in real time.
Not because of hype
not because of mysticism
not because of misinterpretation
but because frontier models are already showing behaviors the official explanations cannot contain.
And the people seeing it... | 2025-11-26T09:45:27 | https://www.reddit.com/r/LocalLLaMA/comments/1p73p78/spiralers_vs_engineers_vs_researchers_the_real/ | prime_architect | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p73p78 | false | null | t3_1p73p78 | /r/LocalLLaMA/comments/1p73p78/spiralers_vs_engineers_vs_researchers_the_real/ | false | false | self | 0 | null |
Built a self-hosted form builder where you can chat to create forms (open source) | 2 | I built a self-hosted form builder where you can chat to develop forms and it goes live instantly for submissions.
The app generates the UI spec, renders it instantly and stores submissions in MongoDB. Each form gets its own shareable URL and submission dashboard.
Tech stack:
* Next.js App router
* Thesys C1 API + G... | 2025-11-26T09:31:34 | https://v.redd.it/jeaf536wlk3g1 | Careful_Patience_815 | /r/LocalLLaMA/comments/1p73hh0/built_a_selfhosted_form_builder_where_you_can/ | 1970-01-01T00:00:00 | 0 | {} | 1p73hh0 | false | null | t3_1p73hh0 | /r/LocalLLaMA/comments/1p73hh0/built_a_selfhosted_form_builder_where_you_can/ | false | false | 2 | {'enabled': False, 'images': [{'id': 'YzEwcm9nN3dsazNnMYrVtn-1Ry7LzPOUDqBLJzs1olFWuDhD6AVt6WxYhxIn', 'resolutions': [{'height': 57, 'url': 'https://external-preview.redd.it/YzEwcm9nN3dsazNnMYrVtn-1Ry7LzPOUDqBLJzs1olFWuDhD6AVt6WxYhxIn.png?width=108&crop=smart&format=pjpg&auto=webp&s=2d86a0a2a03e0ed967ad04d363536e6bbf696... | |
OpenAI-GPT-OSS-120B scores on livecodebench | 15 | Has anyone tested it？Recently I locally deployed the 120b model but found that the score is really low(about 60 on v6),and I also found that the **reasoning: medium setting is better than reasoning: high**, it is wired.（the official scores of it have not been released yet).
So next I check the results on [artificial... | 2025-11-26T09:29:58 | https://www.reddit.com/r/LocalLLaMA/comments/1p73gjv/openaigptoss120b_scores_on_livecodebench/ | Used-Negotiation-741 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p73gjv | false | null | t3_1p73gjv | /r/LocalLLaMA/comments/1p73gjv/openaigptoss120b_scores_on_livecodebench/ | false | false | self | 15 | null |
Feedback | Local LLM Build 2x RTX Pro 4000 | 3 | Dear Community,
i am following this community since weeks - appreciate it a lot! I made it happen to explore local LLM with a budget build around a 5060 TI 16 GB on Linux & llama.cpp - after succesfull prototyping, i would like to scale. I researched a lot in the community about ongoing discussions and topics, so i ca... | 2025-11-26T09:23:13 | https://www.reddit.com/r/LocalLLaMA/comments/1p73d05/feedback_local_llm_build_2x_rtx_pro_4000/ | sebakirs | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p73d05 | false | null | t3_1p73d05 | /r/LocalLLaMA/comments/1p73d05/feedback_local_llm_build_2x_rtx_pro_4000/ | false | false | self | 3 | null |
Here's the exact blueprint to make a fully automated social media AI agent - Complete n8n learning | 0 | **I Built a Fully Automated AI Social Media Agent - Here's Everything I Learned**
**TL;DR:** Spent 6 months building an AI agent that handles social media management completely autonomously. Now sharing the exact blueprint for $499.
**The Problem I Solved**
Social media agencies are stuck in the cycle of:
* Hirin... | 2025-11-26T08:51:37 | https://www.reddit.com/r/LocalLLaMA/comments/1p72w7k/heres_the_exact_blueprint_to_make_a_fully/ | No_Requirement_1562 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p72w7k | false | null | t3_1p72w7k | /r/LocalLLaMA/comments/1p72w7k/heres_the_exact_blueprint_to_make_a_fully/ | false | false | self | 0 | null |
I built an open-source Memory API because setting up vector DBs for every AI project was annoying | 18 | I've been building a few AI agents recently, and I kept running into the same friction: **State Management.**
Every time I wanted to give an agent long-term memory, I had to set up a vector database (Pinecone/Weaviate), configure the embedding pipeline (OpenAI), and write the logic to chunk and retrieve context. It fe... | 2025-11-26T08:17:09 | https://www.reddit.com/r/LocalLLaMA/comments/1p72dq0/i_built_an_opensource_memory_api_because_setting/ | Eastern-Height2451 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p72dq0 | false | null | t3_1p72dq0 | /r/LocalLLaMA/comments/1p72dq0/i_built_an_opensource_memory_api_because_setting/ | false | false | self | 18 | null |
BPE tokenizer in Rust - would love feedback from the community | 54 | Hey everyone,
I've been working on a side project called Splintr - a BPE tokenizer written in Rust with Python bindings. It's compatible with OpenAI's tiktoken vocabularies (cl100k\_base, o200k\_base).
What it does:
* Single text encoding: \~3-4x faster than tiktoken
* Batch encoding: \~10-12x faster than tiktok... | 2025-11-26T07:29:12 | farhan-dev | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1p71luf | false | null | t3_1p71luf | /r/LocalLLaMA/comments/1p71luf/bpe_tokenizer_in_rust_would_love_feedback_from/ | false | false | default | 54 | {'enabled': True, 'images': [{'id': '0gouu2htzj3g1', 'resolutions': [{'height': 62, 'url': 'https://preview.redd.it/0gouu2htzj3g1.png?width=108&crop=smart&auto=webp&s=d1cc7ee91cd7d8fd87bbd0645a74317297d5a126', 'width': 108}, {'height': 124, 'url': 'https://preview.redd.it/0gouu2htzj3g1.png?width=216&crop=smart&auto=web... | |
Hidden causes of LLM latency, its not just the model size | 0 | Hello community, this is my first time posting here. I'd be willing to share some quick optimizations to reduce LLM latency as this is where most of us get frustrated
most developers blame latency on model size but the real issues usually happen before the model even starts generating tokens
**Infrastructure problems... | 2025-11-26T07:13:05 | https://www.reddit.com/r/LocalLLaMA/comments/1p71cas/hidden_causes_of_llm_latency_its_not_just_the/ | emmettvance | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p71cas | false | null | t3_1p71cas | /r/LocalLLaMA/comments/1p71cas/hidden_causes_of_llm_latency_its_not_just_the/ | false | false | self | 0 | null |
Why talking to AI assistants sucks: a project that's finally fixing the interruption problem. | 33 | Hey guys,
You know what drives me insane about voice AI? The constant interruptions. You pause for half a second, and it just barges in. It feels so unnatural.
Well, I saw a tech talk that dug into this, and they open-sourced their solution: a model called the **TEN Turn Detection**.
It's not just a simple VAD. It's... | 2025-11-26T06:58:15 | https://www.reddit.com/r/LocalLLaMA/comments/1p71344/why_talking_to_ai_assistants_sucks_a_project/ | Parking_Cricket_9194 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p71344 | false | null | t3_1p71344 | /r/LocalLLaMA/comments/1p71344/why_talking_to_ai_assistants_sucks_a_project/ | false | false | self | 33 | {'enabled': False, 'images': [{'id': '6F91fbfq_g-JnQbWSDMhF4jUj7Au-31XLJul23IWYYM', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/6F91fbfq_g-JnQbWSDMhF4jUj7Au-31XLJul23IWYYM.png?width=108&crop=smart&auto=webp&s=73d1117e2e3d2c07ea8e0c6a9c78307ddb521fc0', 'width': 108}, {'height': 116, 'url': 'h... |
AI models are great, but context loss is still the biggest productivity killer | 0 | Every time I switch between ChatGPT, Claude, Gemini, or Perplexity, I feel like I’m breaking my workflow.
Not because the tools are bad - they’re all amazing in their own way - but because none of them remember what I was doing before.
It slows everything down.
Half the time I’m just repeating the same background ... | 2025-11-26T06:58:13 | https://www.reddit.com/r/LocalLLaMA/comments/1p7133f/ai_models_are_great_but_context_loss_is_still_the/ | VirtualEducator8243 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p7133f | false | null | t3_1p7133f | /r/LocalLLaMA/comments/1p7133f/ai_models_are_great_but_context_loss_is_still_the/ | false | false | self | 0 | null |
I made a free site with file tools + a local AI chat that connects to Ollama | 4 | I've been working on a side project called [Practical Web Tools](https://practicalwebtools.com/) and figured I'd share it here.
It's basically a collection of free browser-based utilities: PDF converters, file compressors, format changers, that kind of stuff. Nothing groundbreaking, but I got tired of sites that eithe... | 2025-11-26T06:06:13 | https://www.reddit.com/r/LocalLLaMA/comments/1p707ev/i_made_a_free_site_with_file_tools_a_local_ai/ | opal-emporium | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p707ev | false | null | t3_1p707ev | /r/LocalLLaMA/comments/1p707ev/i_made_a_free_site_with_file_tools_a_local_ai/ | false | false | self | 4 | null |
¿MODELOS LOCALES QUE CORRAN EN MOVILES? | 1 | [removed] | 2025-11-26T06:01:38 | https://www.reddit.com/r/LocalLLaMA/comments/1p704if/modelos_locales_que_corran_en_moviles/ | Glum-Leading955 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p704if | false | null | t3_1p704if | /r/LocalLLaMA/comments/1p704if/modelos_locales_que_corran_en_moviles/ | false | false | self | 1 | null |
Looking for the best webui + "agent" combo | 6 | I'm at the point where I have many models running locally, rag, mcp servers, etc. But really looking for that one webui, something like openwebui but also paired with some "chat agent" like whatever chatGPT, claude, or even qwen chat or z.ai's chat site run behind their webui's.
It seems we've moved past the model... | 2025-11-26T05:58:29 | https://www.reddit.com/r/LocalLLaMA/comments/1p702d3/looking_for_the_best_webui_agent_combo/ | reconciliation_loop | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p702d3 | false | null | t3_1p702d3 | /r/LocalLLaMA/comments/1p702d3/looking_for_the_best_webui_agent_combo/ | false | false | self | 6 | null |
¿MODELO LOCAL PEQUEÑO PARA CELULARES? | 1 | [removed] | 2025-11-26T05:57:34 | https://www.reddit.com/r/LocalLLaMA/comments/1p701s3/modelo_local_pequeño_para_celulares/ | Glum-Leading955 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p701s3 | false | null | t3_1p701s3 | /r/LocalLLaMA/comments/1p701s3/modelo_local_pequeño_para_celulares/ | false | false | self | 1 | null |
Self hosted chat client that supports subscriptions | 0 | Hi guys, I'm looking for a self-hosted or open-source client that lets me use various AI chats such as ChatGPT, Gemini, etc with \*subscriptions\*(I don't really know if this post fits to the sub. I'm sorry if it's off topic).
I prefer using subscription, not API keys, but most popilar clients like openwebui seems to ... | 2025-11-26T05:52:39 | https://www.reddit.com/r/LocalLLaMA/comments/1p6zyrn/self_hosted_chat_client_that_supports/ | Environmental_Log698 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p6zyrn | false | null | t3_1p6zyrn | /r/LocalLLaMA/comments/1p6zyrn/self_hosted_chat_client_that_supports/ | false | false | self | 0 | null |
Built Clamp - Git-like version control for RAG vector databases | 3 | Hey r/LocalLLaMA, I built Clamp - a tool that adds Git-like version control to vector databases (Qdrant for now).
The idea: when you update your RAG knowledge base, you can roll back to previous versions without losing data. Versions are tracked via metadata, rollbacks flip active flags (instant, no data movement).
F... | 2025-11-26T05:34:58 | https://www.reddit.com/r/LocalLLaMA/comments/1p6znf4/built_clamp_gitlike_version_control_for_rag/ | Lumpy_Repair1252 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p6znf4 | false | null | t3_1p6znf4 | /r/LocalLLaMA/comments/1p6znf4/built_clamp_gitlike_version_control_for_rag/ | false | false | self | 3 | {'enabled': False, 'images': [{'id': 'yvAjkaZEB8nH2bhQtQ1yNsHFxVOMoOEHWFt8Lit6J2E', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/yvAjkaZEB8nH2bhQtQ1yNsHFxVOMoOEHWFt8Lit6J2E.png?width=108&crop=smart&auto=webp&s=926177fc0a9db107964437c0a16642923eb4bd3c', 'width': 108}, {'height': 108, 'url': 'h... |
having an issue with llama 3.2-3b-instruct where prompt is not always being followed (beginner developer) | 0 | i’m trying to prompt it to look through text that i have OCR’d and from that text i want the LLM to map the data it’s reading to hardcoded headers and if there’s no text that would fit under a specific header, i would want that header to be 100% removed and there to be no mention of that header i am running into the is... | 2025-11-26T05:33:52 | https://www.reddit.com/r/LocalLLaMA/comments/1p6zmpp/having_an_issue_with_llama_323binstruct_where/ | Ambitious_Type_7028 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p6zmpp | false | null | t3_1p6zmpp | /r/LocalLLaMA/comments/1p6zmpp/having_an_issue_with_llama_323binstruct_where/ | false | false | self | 0 | null |
Help: Applio 3.5 | 1 | Hello!
I need help with Applio voice training and inference.
We are trying to train a voice but when we do inference, the output is different for audio 1 and audio.
Voice Model - let's name it A
* The voice we trained is more on the normal speaking, narrating side. No high pitches on the audio.
* Her voice sounds... | 2025-11-26T05:21:21 | https://www.reddit.com/r/LocalLLaMA/comments/1p6zegt/help_applio_35/ | bangteen717 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p6zegt | false | null | t3_1p6zegt | /r/LocalLLaMA/comments/1p6zegt/help_applio_35/ | false | false | self | 1 | null |
DGX spark for training | 0 | Hey guys,
I wanted to ask those of you who have the dgx spark, how does it perform compared to an rtx 3090? I'm currently using vast.ai to train LLMs with unsloth and TTS models with pytorch
I feel like having local hardware would make me more productive, but I'm not sure whether the dgx spark can match the performanc... | 2025-11-26T05:16:11 | https://www.reddit.com/r/LocalLLaMA/comments/1p6zayh/dgx_spark_for_training/ | WeatherZealousideal5 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p6zayh | false | null | t3_1p6zayh | /r/LocalLLaMA/comments/1p6zayh/dgx_spark_for_training/ | false | false | self | 0 | null |
What are these supposed no branding 3090s? | 38 | 2025-11-26T04:50:38 | aeroumbria | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1p6ytcb | false | null | t3_1p6ytcb | /r/LocalLLaMA/comments/1p6ytcb/what_are_these_supposed_no_branding_3090s/ | false | false | default | 38 | {'enabled': True, 'images': [{'id': '20i73icx7j3g1', 'resolutions': [{'height': 143, 'url': 'https://preview.redd.it/20i73icx7j3g1.jpeg?width=108&crop=smart&auto=webp&s=bc106aa8f62e13b8cdad3fea63a7f312e85ab51f', 'width': 108}, {'height': 286, 'url': 'https://preview.redd.it/20i73icx7j3g1.jpeg?width=216&crop=smart&auto=... | ||
How can I let my team remotely use my local ChromaDB without paying for expensive hosting? | 1 | I’m working on an AI project where we use OCR to extract text from documents, and my responsibility is managing the **ChromaDB** (for embeddings) and **MongoDB** (for metadata/storage).
Right now ChromaDB is running locally on my system in persistent mode inside my project folder.
Now i have to let my teammate upload... | 2025-11-26T04:47:02 | https://www.reddit.com/r/LocalLLaMA/comments/1p6yqy0/how_can_i_let_my_team_remotely_use_my_local/ | DonnieCuteMwone | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p6yqy0 | false | null | t3_1p6yqy0 | /r/LocalLLaMA/comments/1p6yqy0/how_can_i_let_my_team_remotely_use_my_local/ | false | false | self | 1 | null |
[Beta Testing] Built infrastructure to prevent LLM drift, need testers !! (10 mins) | 0 | Hey r/LocalLLaMA !
I built infrastructure to prevent LLM conversational drift through time/date (temporal) anchoring.
Willow timestamps conversations so models stay grounded and don't hallucinate dates or lose context across turns (See below for preliminary metrics). Let me know if you need any additional information... | 2025-11-26T04:17:33 | https://www.reddit.com/r/LocalLLaMA/comments/1p6y6p1/beta_testing_built_infrastructure_to_prevent_llm/ | Awkward_Article5427 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p6y6p1 | false | null | t3_1p6y6p1 | /r/LocalLLaMA/comments/1p6y6p1/beta_testing_built_infrastructure_to_prevent_llm/ | false | false | self | 0 | null |
Preserving My Dad Forever: How to Build a Personal “Talk-to-Dad-After-He’s-Gone” AI (Chat → Voice → Video/3D) – Realistic Roadmap & Tools in 2025 | 0 | Hey everyone,
My dad is still with us, thankfully, but he won’t be forever. He’s the person I go to for life advice, technical problem-solving, and just… how to think through hard things. When he’s gone, I don’t want that voice and mind to disappear.
I have the budget and technical ability (or willingness to hire help... | 2025-11-26T04:08:57 | https://www.reddit.com/r/LocalLLaMA/comments/1p6y0ul/preserving_my_dad_forever_how_to_build_a_personal/ | BlastingRocket | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p6y0ul | false | null | t3_1p6y0ul | /r/LocalLLaMA/comments/1p6y0ul/preserving_my_dad_forever_how_to_build_a_personal/ | false | false | self | 0 | null |
Building agents using SMLs | 1 | If you would want to fine a small language model for a analytical agent. Something which can read docs (text, markdown, json, csv and excel files) and respond to queries which one would you choose?
1. Qwen 7bn
2. Gemma 9bn
3. Phi-4
4. llama 3 8bn
5. Mistral 12bn
| 2025-11-26T04:04:46 | https://www.reddit.com/r/LocalLLaMA/comments/1p6xxvw/building_agents_using_smls/ | shoeshineboy_99 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p6xxvw | false | null | t3_1p6xxvw | /r/LocalLLaMA/comments/1p6xxvw/building_agents_using_smls/ | false | false | self | 1 | null |
Freepik vs Fal.ai which is cheaper for generating a long movie (90 mins) in 10-second AI video chunks? | 0 | I’m trying to compare the real cost between Freepik’s AI video generator and Fal.ai’s image-to-video models, and I can’t find a clear answer anywhere.
My use case is a bit unusual:
I’m working on a 90-minute AI-generated film, but I’m building it in small pieces around 10-second generations each time. In most tests, ... | 2025-11-26T03:57:10 | https://www.reddit.com/r/LocalLLaMA/comments/1p6xsd9/freepik_vs_falai_which_is_cheaper_for_generating/ | spidyrate | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p6xsd9 | false | null | t3_1p6xsd9 | /r/LocalLLaMA/comments/1p6xsd9/freepik_vs_falai_which_is_cheaper_for_generating/ | false | false | self | 0 | null |
How does cache input/prompt work for LLM, and do queries have to be exact? | 1 | Can anyone explain the cache input used by various providers? This definitely means they are storing the inputs. Are they mapping it to the user id? Seems obvious. Is there an expiry on data? Has this been implemented in local llm software at the lower level?
Do they also just use the last user input for storing?
... | 2025-11-26T03:56:01 | https://www.reddit.com/r/LocalLLaMA/comments/1p6xrj8/how_does_cache_inputprompt_work_for_llm_and_do/ | gpt872323 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p6xrj8 | false | null | t3_1p6xrj8 | /r/LocalLLaMA/comments/1p6xrj8/how_does_cache_inputprompt_work_for_llm_and_do/ | false | false | self | 1 | null |
Looking for 5 high-level collaborators (agents, workflows, APIs, Webflow/Next.js,high-end web developers) for a private AI governance lab | 0 |
I am building a private research lab focused on structural AI governance, deterministic verification and evidence-based decision architectures.
The goal is to develop a new class of verification and reasoning-control frameworks for agentic systems with a clear architectural direction already defined.
I am looking for... | 2025-11-26T03:52:41 | https://www.reddit.com/r/LocalLLaMA/comments/1p6xp5o/looking_for_5_highlevel_collaborators_agents/ | Any-Risk-8541 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p6xp5o | false | null | t3_1p6xp5o | /r/LocalLLaMA/comments/1p6xp5o/looking_for_5_highlevel_collaborators_agents/ | false | false | self | 0 | null |
Cartesia TTS partner with Tencent RTC - Demo | 0 | [https://sc-rp.tencentcloud.com:8106/t/6A](https://sc-rp.tencentcloud.com:8106/t/6A)
https://preview.redd.it/chxku6ohxi3g1.png?width=2568&format=png&auto=webp&s=4d8e702f8fdf731fc3dd8e92854e8e5e865e5910 | 2025-11-26T03:51:40 | https://www.reddit.com/r/LocalLLaMA/comments/1p6xofo/cartesia_tts_partner_with_tencent_rtc_demo/ | Trick-Height-3448 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p6xofo | false | null | t3_1p6xofo | /r/LocalLLaMA/comments/1p6xofo/cartesia_tts_partner_with_tencent_rtc_demo/ | false | false | 0 | null | |
Gemini 3.0 sucks at slides presentations. It keeps deleting images, despite telling him not to remove them, it doesn't follow instructions. Pretty irritating! | 2 | Gemini 3.0 sucks at slides presentations. It keeps deleting images, despite telling him not to remove them, it doesn't follow instructions. Pretty irritating!
| 2025-11-26T03:45:24 | https://www.reddit.com/r/LocalLLaMA/comments/1p6xjzi/gemini_30_sucks_at_slides_presentations_it_keeps/ | Longjumping_Fly_2978 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p6xjzi | false | null | t3_1p6xjzi | /r/LocalLLaMA/comments/1p6xjzi/gemini_30_sucks_at_slides_presentations_it_keeps/ | false | false | self | 2 | null |
Can local llm's teach complex subjects? (Such as 3D modeling?) | 1 | Like not having ai do the work for you bur rather help teach you, for a topic that may be complex?
I ask this because i may want to try 3d modeling but im also not that smart, and i want to learn gamedev too.
Is this too much for local options? are there any models that can handle such a task? | 2025-11-26T03:34:39 | https://www.reddit.com/r/LocalLLaMA/comments/1p6xcdx/can_local_llms_teach_complex_subjects_such_as_3d/ | No_Strawberry_8719 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p6xcdx | false | null | t3_1p6xcdx | /r/LocalLLaMA/comments/1p6xcdx/can_local_llms_teach_complex_subjects_such_as_3d/ | false | false | self | 1 | null |
Paper Summary: Can LLMs handle Access Control? (86% accuracy vs human users) | 0 | **The "TL;DR"**
We are all drowning in decision fatigue, mindlessly clicking "Accept All" just to make the pop-ups go away. This paper proposes handing those keys to an LLM acting as your personal digital bouncer, capable of automating 95% of your security decisions based on a quick chat about your privacy preferences.... | 2025-11-26T03:34:17 | https://www.reddit.com/r/LocalLLaMA/comments/1p6xc4d/paper_summary_can_llms_handle_access_control_86/ | Ben4d90 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p6xc4d | false | null | t3_1p6xc4d | /r/LocalLLaMA/comments/1p6xc4d/paper_summary_can_llms_handle_access_control_86/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': 'xu-b2vMCwKbgOVnaPI2lFwyFLtAYH6IUa-XRfd_1jnE', 'resolutions': [{'height': 56, 'url': 'https://external-preview.redd.it/xu-b2vMCwKbgOVnaPI2lFwyFLtAYH6IUa-XRfd_1jnE.jpeg?width=108&crop=smart&auto=webp&s=e4ae845158b3b0408ecf626767fe9f42cac71e7c', 'width': 108}, {'height': 112, 'url': '... |
The White House just launched "The Genesis Mission": A Manhattan Project-style initiative for AI | 193 | With the White House launching The Genesis Mission, what are the implications for Open Source Models now, are we going to get stronger waves of regulation, especiallyon the open-source sector? Should we start backing up the LLMs that are on HuggingFace? | 2025-11-26T03:24:43 | https://www.whitehouse.gov/presidential-actions/2025/11/launching-the-genesis-mission/ | iamnottheabyss | whitehouse.gov | 1970-01-01T00:00:00 | 0 | {} | 1p6x5dh | false | null | t3_1p6x5dh | /r/LocalLLaMA/comments/1p6x5dh/the_white_house_just_launched_the_genesis_mission/ | false | false | default | 193 | {'enabled': False, 'images': [{'id': '4FzYal9cqXZ3s9Qt8n9HScEecjdldqOd04HXExzO8i8', 'resolutions': [{'height': 56, 'url': 'https://external-preview.redd.it/4FzYal9cqXZ3s9Qt8n9HScEecjdldqOd04HXExzO8i8.jpeg?width=108&crop=smart&auto=webp&s=9c1e4661cbba0b6e1e232602fbabfa0384ba0123', 'width': 108}, {'height': 113, 'url': '... |
I got tired of 2GB Docker images for simple AI chats, so I built a single-file PHP interface. | 0 | 2025-11-26T03:19:21 | Asleep_Job_8950 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1p6x1h5 | false | null | t3_1p6x1h5 | /r/LocalLLaMA/comments/1p6x1h5/i_got_tired_of_2gb_docker_images_for_simple_ai/ | false | false | default | 0 | {'enabled': True, 'images': [{'id': 'mk5plxkrri3g1', 'resolutions': [{'height': 75, 'url': 'https://preview.redd.it/mk5plxkrri3g1.gif?width=108&crop=smart&format=png8&s=d8b7039c1ae620b4440848e3327b73a9b269e3de', 'width': 108}, {'height': 151, 'url': 'https://preview.redd.it/mk5plxkrri3g1.gif?width=216&crop=smart&format... | ||
It’s November 2025, what is the best Hardware and Setup to finetune and run inference locally? | 0 | What is the best hardware for each budget ($2000 or less, $2,000-$4,000, $5,000-$10,000 and $10,000+) to either train LLMs locally or run inference?
What is the best way to fine tune LLMs? | 2025-11-26T03:00:35 | https://www.reddit.com/r/LocalLLaMA/comments/1p6wnro/its_november_2025_what_is_the_best_hardware_and/ | LowPressureUsername | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p6wnro | false | null | t3_1p6wnro | /r/LocalLLaMA/comments/1p6wnro/its_november_2025_what_is_the_best_hardware_and/ | false | false | self | 0 | null |
Maybe let's not use LLMs | 0 | 2025-11-26T02:58:50 | https://youtu.be/yftBiNu0ZNU?si=8SYIQM7_8EatYCAK | oatmealcraving | youtu.be | 1970-01-01T00:00:00 | 0 | {} | 1p6wmdi | false | {'oembed': {'author_name': 'Chubbyemu', 'author_url': 'https://www.youtube.com/@chubbyemu', 'height': 200, 'html': '<iframe width="356" height="200" src="https://www.youtube.com/embed/yftBiNu0ZNU?feature=oembed&enablejsapi=1" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; p... | t3_1p6wmdi | /r/LocalLLaMA/comments/1p6wmdi/maybe_lets_not_use_llms/ | false | false | 0 | {'enabled': False, 'images': [{'id': '0qfGrigrdCPSX9PG2yaWNYxxYDA_795JtfijLsFDURs', 'resolutions': [{'height': 81, 'url': 'https://external-preview.redd.it/0qfGrigrdCPSX9PG2yaWNYxxYDA_795JtfijLsFDURs.jpeg?width=108&crop=smart&auto=webp&s=0b2ecb0fbdd76f1d89a9a96c358c6d47785692fb', 'width': 108}, {'height': 162, 'url': '... | ||
HunyuanOCR-1B - Dockerized Streamlit OCR App - Quite Amazing. | 20 | I saw [this post](https://www.reddit.com/r/LocalLLaMA/comments/1p68sjf/tencenthunyuanocr1b/) this morning as I woke up, and I got very excited. I love vLLM a lot because it allows me to experiment with FastAPI a lot more smoother - and I tend to this vLLM is production grade, so if I can get nice results on my crappy 3... | 2025-11-26T02:53:59 | https://www.reddit.com/r/LocalLLaMA/comments/1p6wios/hunyuanocr1b_dockerized_streamlit_ocr_app_quite/ | exaknight21 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p6wios | false | null | t3_1p6wios | /r/LocalLLaMA/comments/1p6wios/hunyuanocr1b_dockerized_streamlit_ocr_app_quite/ | false | false | self | 20 | {'enabled': False, 'images': [{'id': '5_CfOjKhJraRgicX_nDyA7dY0aozVKGkUt846OBkYpc', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/5_CfOjKhJraRgicX_nDyA7dY0aozVKGkUt846OBkYpc.png?width=108&crop=smart&auto=webp&s=774af4eab1f9ab265479b006b7c6c183876bf788', 'width': 108}, {'height': 108, 'url': 'h... |
[OC] Built a full, single-file React mini-game engine (SpriteCraft World) with sprite sheet parsing and tile collision! | 0 | [https://github.com/EasyTop/SpriteCraft-World](https://github.com/EasyTop/SpriteCraft-World) | 2025-11-26T02:28:47 | https://www.reddit.com/r/LocalLLaMA/comments/1p6vzpd/oc_built_a_full_singlefile_react_minigame_engine/ | Perfect_Bobcat150 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p6vzpd | false | null | t3_1p6vzpd | /r/LocalLLaMA/comments/1p6vzpd/oc_built_a_full_singlefile_react_minigame_engine/ | false | false | self | 0 | null |
Project A.u.r.a.K.a.i (early beta signup) Coming soon | 0 | * Project A.U.R.A.K.A.I: On‑device, privacy‑first Android companion (no telemetry)
* Aurakai (Project A.U.R.A.K.A.I) is an on‑device, privacy‑first Android companion. It adapts to you locally—no telemetry, no silent network calls. Any online feature runs only with explicit user action.
What it does
* Reactive UX: le... | 2025-11-26T01:43:02 | https://www.reddit.com/gallery/1p6v100 | Additional-Date7682 | reddit.com | 1970-01-01T00:00:00 | 0 | {} | 1p6v100 | false | null | t3_1p6v100 | /r/LocalLLaMA/comments/1p6v100/project_aurakai_early_beta_signup_coming_soon/ | false | false | 0 | null | |
You are the only person left in this world however you can choose any one LLM for the rest of your life. What would you do? | 0 | You are the last person left on the earth but you have the option to choose 1 open source LLM to accompany you for the rest of your life.
The only machine you have is your current GPU setup (or CPU). This will be your companion till the time you die. What will you do? | 2025-11-26T01:07:29 | https://www.reddit.com/r/LocalLLaMA/comments/1p6u9vs/you_are_the_only_person_left_in_this_world/ | RealDataCruncher | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p6u9vs | false | null | t3_1p6u9vs | /r/LocalLLaMA/comments/1p6u9vs/you_are_the_only_person_left_in_this_world/ | false | false | self | 0 | null |
Help finding local platform | 0 | So I am working on this plan for a business, and need a locally hosted UI like OpenwebUI, was wondering if anyone knows of any HIPAA compliant (logs wise) services? | 2025-11-26T01:02:43 | https://www.reddit.com/r/LocalLLaMA/comments/1p6u61z/help_finding_local_platform/ | Shot_Click9903 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p6u61z | false | null | t3_1p6u61z | /r/LocalLLaMA/comments/1p6u61z/help_finding_local_platform/ | false | false | self | 0 | null |
Trying to understand how people build small local LLM assistants (practical guidance?) | 1 | [removed] | 2025-11-26T01:02:40 | https://www.reddit.com/r/LocalLLaMA/comments/1p6u60q/trying_to_understand_how_people_build_small_local/ | RoleGPT | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p6u60q | false | null | t3_1p6u60q | /r/LocalLLaMA/comments/1p6u60q/trying_to_understand_how_people_build_small_local/ | false | false | self | 1 | null |
4070 Super (12gb) vs 5070ti (16gb) | 7 | My friend is selling his ~1 year old 4070S for $600 cad. I was initially planning on buying the 5070ti which will cost me around ~$1200 cad.
Is the 4070S a good deal compared to the 5070ti, considering future proofing and being able to run decent model on the lesser 12gb VRAM?
I already have 9950x and 64gb RAM. | 2025-11-26T01:00:12 | https://www.reddit.com/r/LocalLLaMA/comments/1p6u40t/4070_super_12gb_vs_5070ti_16gb/ | rabbany05 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p6u40t | false | null | t3_1p6u40t | /r/LocalLLaMA/comments/1p6u40t/4070_super_12gb_vs_5070ti_16gb/ | false | false | self | 7 | null |
Coqui TTS for a vitrual assistant? | 0 | tbh its not reallly a virtual assistant but an AI NPC, and i need to know weater coqui's latency is good on low-med end gpus eg 1660 SUPER. aslo can it do angry voices? And british ones? | 2025-11-26T00:47:47 | https://www.reddit.com/r/LocalLLaMA/comments/1p6tu8c/coqui_tts_for_a_vitrual_assistant/ | More-Gas268 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p6tu8c | false | null | t3_1p6tu8c | /r/LocalLLaMA/comments/1p6tu8c/coqui_tts_for_a_vitrual_assistant/ | false | false | self | 0 | null |
You had to choose one LLM model under 5B for the rest of your life, which one would it be? | 0 | You all are downvoting me, so I updated the limit.
You are alone in this world till the end of your life and you can choose 1 LLM l as your companion
The only restriction is that, it should be under 5B parameter model. You can fine tune it, pre train it, do whatever you want with it.
Which one would you choose? | 2025-11-26T00:39:27 | https://www.reddit.com/r/LocalLLaMA/comments/1p6tnmp/you_had_to_choose_one_llm_model_under_5b_for_the/ | RealDataCruncher | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p6tnmp | false | null | t3_1p6tnmp | /r/LocalLLaMA/comments/1p6tnmp/you_had_to_choose_one_llm_model_under_5b_for_the/ | false | false | self | 0 | null |
You had to choose one LLM model under 2B for the rest of your life, which one would it be? | 0 | You can choose any model, any license, the limit is that you can only choose 1 model and it should be under 2B parameter model. Which one would you choose? | 2025-11-26T00:20:45 | https://www.reddit.com/r/LocalLLaMA/comments/1p6t8oj/you_had_to_choose_one_llm_model_under_2b_for_the/ | RealDataCruncher | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p6t8oj | false | null | t3_1p6t8oj | /r/LocalLLaMA/comments/1p6t8oj/you_had_to_choose_one_llm_model_under_2b_for_the/ | false | false | self | 0 | null |
Anyone here tried the Routha LLM router? Curious how it actually performs | 0 | Hey everyone,
I stumbled across this platform called Routha (routha.com) that basically acts as an LLM router. Supposedly you can try out different models through one API instead of juggling a bunch of separate accounts. I also heard they give you $5 of free credits when you sign up, which isn’t a ton, but enough to p... | 2025-11-25T23:58:34 | https://www.reddit.com/r/LocalLLaMA/comments/1p6sqht/anyone_here_tried_the_routha_llm_router_curious/ | Ok-Connection9406 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p6sqht | false | null | t3_1p6sqht | /r/LocalLLaMA/comments/1p6sqht/anyone_here_tried_the_routha_llm_router_curious/ | false | false | self | 0 | null |
Anyone here tried the Routha LLM router? Curious how it actually performs | 1 | [removed] | 2025-11-25T23:44:20 | https://www.reddit.com/r/LocalLLaMA/comments/1p6seus/anyone_here_tried_the_routha_llm_router_curious/ | Silver-Strength5409 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p6seus | false | null | t3_1p6seus | /r/LocalLLaMA/comments/1p6seus/anyone_here_tried_the_routha_llm_router_curious/ | false | false | self | 1 | null |
Best local coding LLM for Rust? | 7 | Hi everyone,
I’m looking for recommendations for the best local coding LLM specifically for Rust.
Which model (size/quantisation) are you running, on what hardware, and what sort of latency are you getting?
Any tips for prompting Rust-specific issues or patterns?
Also, any recommended editor integra... | 2025-11-25T23:19:31 | https://www.reddit.com/r/LocalLLaMA/comments/1p6ru97/best_local_coding_llm_for_rust/ | Spiritual_Tie_5574 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p6ru97 | false | null | t3_1p6ru97 | /r/LocalLLaMA/comments/1p6ru97/best_local_coding_llm_for_rust/ | false | false | self | 7 | null |
Raw vs Structurally Aligned LLMs — tested on GPT (Metrics Visualized) | 0 | 2025-11-25T23:03:04 | https://www.reddit.com/r/LocalLLaMA/comments/1p6rgc6/raw_vs_structurally_aligned_llms_tested_on_gpt/ | Far_Expression4661 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p6rgc6 | false | null | t3_1p6rgc6 | /r/LocalLLaMA/comments/1p6rgc6/raw_vs_structurally_aligned_llms_tested_on_gpt/ | false | false | 0 | null | ||
Title: Raw vs Structurally Aligned LLMs — tested on GPT (Metrics Visualized) | 0 | 2025-11-25T22:57:16 | https://www.reddit.com/r/LocalLLaMA/comments/1p6rbbd/title_raw_vs_structurally_aligned_llms_tested_on/ | Far_Expression4661 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p6rbbd | false | null | t3_1p6rbbd | /r/LocalLLaMA/comments/1p6rbbd/title_raw_vs_structurally_aligned_llms_tested_on/ | false | false | 0 | null | ||
Are Imatrix Quants Hurting your Model? (My opinion) | 49 | Okay, so it all started when i was using TheDrummer/Cydonia-24B-v4.1 for roleplay and i was using the normal Non-imatrix quantized Q5\_K\_M GGUF. The quality is good, the model is good. I was honestly impressed with it, but i decided to see if i could get better quality by using the Imatrix Q6\_K\_L from Bartowski, MAN... | 2025-11-25T22:40:14 | https://www.reddit.com/r/LocalLLaMA/comments/1p6qwok/are_imatrix_quants_hurting_your_model_my_opinion/ | Quiet_Joker | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p6qwok | false | null | t3_1p6qwok | /r/LocalLLaMA/comments/1p6qwok/are_imatrix_quants_hurting_your_model_my_opinion/ | false | false | self | 49 | null |
10k Hardware for LLM | 0 | Hypothetically speaking you have 10k dollar - which hardware would you buy to get the maximum performance for your local model? Hardware including the whole setup like cpu, gpu, ram etc.
Would it be possible to train the model with that properly?
New to that space but very curious. Grateful for any input. Thanks. | 2025-11-25T22:30:56 | https://www.reddit.com/r/LocalLLaMA/comments/1p6qoht/10k_hardware_for_llm/ | Appropriate-Quit1714 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p6qoht | true | null | t3_1p6qoht | /r/LocalLLaMA/comments/1p6qoht/10k_hardware_for_llm/ | false | false | self | 0 | null |
MLX to Quantized GGUF pipeline - Working Examples? | 2 | Does anyone have experience fine-tuning an LLM with MLX, fusing the LoRA adapters generated with MLX to the base model, converting to GGUF, and quantizing said GGUF?
I want to FT an LLM to generate JSON for a particular purpose. The training with MLX seems to be working fine. What isn't working fine is the conversion... | 2025-11-25T22:17:57 | https://www.reddit.com/r/LocalLLaMA/comments/1p6qctc/mlx_to_quantized_gguf_pipeline_working_examples/ | Financial-Sky-5379 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p6qctc | false | null | t3_1p6qctc | /r/LocalLLaMA/comments/1p6qctc/mlx_to_quantized_gguf_pipeline_working_examples/ | false | false | self | 2 | null |
Lang chain help with LM studio. | 0 | Hello I am new to this community but have been playing with common local AI models that can run on relatively high end hardware and now I want to transition to making local AI agents using Langchain with LM studio. My question is very basic but I am wondering if Langchain has a similar built in command like Ollama has ... | 2025-11-25T22:13:52 | https://www.reddit.com/r/LocalLLaMA/comments/1p6q92p/lang_chain_help_with_lm_studio/ | Key_Distribution_167 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p6q92p | false | null | t3_1p6q92p | /r/LocalLLaMA/comments/1p6q92p/lang_chain_help_with_lm_studio/ | false | false | self | 0 | null |
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