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best RAG solution for this use case ? | 1 | I have a 5 files, each with anatomical json measurements for human's leg per each person, so 5 persons. Each file also contains a PDF. I am interested to integrate the ACE framework with the RAG, but I am also looking for something quick and fast, like to do it in days, whats the best approach ? I want to prompt about ... | 2025-12-13T23:34:24 | https://www.reddit.com/r/LocalLLaMA/comments/1plzbjh/best_rag_solution_for_this_use_case/ | jiii95 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1plzbjh | false | null | t3_1plzbjh | /r/LocalLLaMA/comments/1plzbjh/best_rag_solution_for_this_use_case/ | false | false | self | 1 | null |
Is there a “benchmark” for ethical training, non copyright protected material used during training, kind of stuff? | 0 | I would natively assume that Mistral having to complain to EU regulations should be on top of something like this, right?
Thanks in advance. | 2025-12-13T23:33:21 | https://www.reddit.com/r/LocalLLaMA/comments/1plzaqg/is_there_a_benchmark_for_ethical_training_non/ | JLeonsarmiento | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1plzaqg | false | null | t3_1plzaqg | /r/LocalLLaMA/comments/1plzaqg/is_there_a_benchmark_for_ethical_training_non/ | false | false | self | 0 | null |
Best solution for building a real-time voice-to-voice AI agent for phone calls? | 0 | Hi everyone,
I’m working with a customer who wants to deploy an AI agent that can handle **real phone calls** (inbound and outbound), **talk naturally with users**, ask follow-up questions, detect urgent cases, and **transfer to a human when needed**.
Key requirements:
* Real-time voice-to-voice (low latency, barge-... | 2025-12-13T23:21:19 | https://www.reddit.com/r/LocalLLaMA/comments/1plz1gb/best_solution_for_building_a_realtime/ | SignatureHuman8057 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1plz1gb | false | null | t3_1plz1gb | /r/LocalLLaMA/comments/1plz1gb/best_solution_for_building_a_realtime/ | false | false | self | 0 | null |
Is it too soon to be attempting to use Devstral Large with Llama.cpp? | 9 | llama-bench:
$ llama-bench -m mistralai_Devstral-2-123B-Instruct-2512-Q4_K_L-00001-of-00002.gguf --flash-attn 1
ggml_cuda_init: GGML_CUDA_FORCE_MMQ: no
ggml_cuda_init: GGML_CUDA_FORCE_CUBLAS: no
ggml_cuda_init: found 4 CUDA devices:
Device 0: NVIDIA GeForce RTX 3090 Ti, compute capability 8.6,... | 2025-12-13T23:11:35 | https://www.reddit.com/r/LocalLLaMA/comments/1plytub/is_it_too_soon_to_be_attempting_to_use_devstral/ | Aggressive-Bother470 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1plytub | false | null | t3_1plytub | /r/LocalLLaMA/comments/1plytub/is_it_too_soon_to_be_attempting_to_use_devstral/ | false | false | self | 9 | null |
Mistral 3 llama.cpp benchmarks | 69 | Here are some benchmarks using a few different GPUs. I'm using unsloth models
[https://huggingface.co/unsloth/Ministral-3-14B-Instruct-2512-GGUF](https://huggingface.co/unsloth/Ministral-3-14B-Instruct-2512-GGUF)
Ministral 3 14B Instruct 2512 on Hugging Face
HF list " The largest model in the Ministral 3 family, Min... | 2025-12-13T22:05:08 | https://www.reddit.com/r/LocalLLaMA/comments/1plxdeg/mistral_3_llamacpp_benchmarks/ | tabletuser_blogspot | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1plxdeg | false | null | t3_1plxdeg | /r/LocalLLaMA/comments/1plxdeg/mistral_3_llamacpp_benchmarks/ | false | false | self | 69 | {'enabled': False, 'images': [{'id': 'jb8XdXuM_B7vrNdNc850m-2RHepoau8m76PDy5odvIs', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/jb8XdXuM_B7vrNdNc850m-2RHepoau8m76PDy5odvIs.png?width=108&crop=smart&auto=webp&s=1318cdf6b75d362bdb1c9ab769474a6ce8df134b', 'width': 108}, {'height': 116, 'url': 'h... |
Highly Experimental - My personal design of a roleplay prompting system | 0 | Alright, I've been sitting with Claude Opus 4.5 for the last two days glued to the screen trying to build something. And I think I got it.
**The concept:**
I made a guide that contains knowledge on how to make a roleplay prompt according to my preferences: high immersion, more realistic, more lived-in, balanced diffi... | 2025-12-13T21:59:04 | https://www.reddit.com/r/LocalLLaMA/comments/1plx8aq/highly_experimental_my_personal_design_of_a/ | Over_Firefighter5497 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1plx8aq | false | null | t3_1plx8aq | /r/LocalLLaMA/comments/1plx8aq/highly_experimental_my_personal_design_of_a/ | false | false | self | 0 | null |
Reproducing OpenAI's "Searching the web for better answers" with LocalLLM? | 3 | I have been thinking about deploying a local LLM (maybe DeepSeek), but I really liked ChatGPT (and maybe some of the others') ability to search the web for answers as well. Is there a free/open source tool out there that I can function call to search the web for answers and integrate those answers into the response? I ... | 2025-12-13T21:32:44 | https://www.reddit.com/r/LocalLLaMA/comments/1plwmlx/reproducing_openais_searching_the_web_for_better/ | Massive-Scratch693 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1plwmlx | false | null | t3_1plwmlx | /r/LocalLLaMA/comments/1plwmlx/reproducing_openais_searching_the_web_for_better/ | false | false | self | 3 | null |
I just middled out vector db’s | 0 | I thought you might all want to see this. The screenshots are bad and pretty much only readable on pc. Sorry, but my phones picture shows the true beauty of it all.
What’s it do? Compresses the training data losslessly and has 100percent perfect recall. | 2025-12-13T21:32:04 | https://www.reddit.com/gallery/1plwm1l | Novel-Variation1357 | reddit.com | 1970-01-01T00:00:00 | 0 | {} | 1plwm1l | false | null | t3_1plwm1l | /r/LocalLLaMA/comments/1plwm1l/i_just_middled_out_vector_dbs/ | false | false | spoiler | 0 | null |
8x RTX Pro 6000 server complete | 607 | TL;DR: 768 GB VRAM via 8x RTX Pro 6000 (4 Workstation, 4 Max-Q) + Threadripper PRO 9955WX + 384 GB RAM
Longer:
I've been slowly upgrading my GPU server over the past few years. I initially started out using it to train vision models for another project, and then stumbled into my current local LLM obsession.
In rever... | 2025-12-13T21:25:43 | https://www.reddit.com/gallery/1plwgun | koushd | reddit.com | 1970-01-01T00:00:00 | 0 | {} | 1plwgun | false | null | t3_1plwgun | /r/LocalLLaMA/comments/1plwgun/8x_rtx_pro_6000_server_complete/ | false | false | 607 | null | |
Local alternative to Cursor's Background Agent tool? | 1 | I have recently been using Cursor's Background Agent tool. I really like how it automatically makes code changes so that I no longer copy and paste code from ChatGPT every time it outputs something (or copying code from ChatGPT and finding out exactly where to insert it in my file).
Is there a good local alternati... | 2025-12-13T21:24:04 | https://www.reddit.com/r/LocalLLaMA/comments/1plwfgf/local_alternative_to_cursors_background_agent_tool/ | Massive-Scratch693 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1plwfgf | false | null | t3_1plwfgf | /r/LocalLLaMA/comments/1plwfgf/local_alternative_to_cursors_background_agent_tool/ | false | false | self | 1 | null |
The right Epyc model - making the case for the Turin P-series | 8 | I am looking to build an AMD machine for local inference. Started with Threadripper (Zen5) for the cheaper price, then went to the WX/Pro for the better bandwidth, but the higher end models, that seem usable, are pretty expensive. So I'm finally settled on a **single socket Epyc Turin**. Turin offers the best memory ba... | 2025-12-13T21:12:46 | https://www.reddit.com/r/LocalLLaMA/comments/1plw6ct/the_right_epyc_model_making_the_case_for_the/ | k0vatch | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1plw6ct | false | null | t3_1plw6ct | /r/LocalLLaMA/comments/1plw6ct/the_right_epyc_model_making_the_case_for_the/ | false | false | self | 8 | {'enabled': False, 'images': [{'id': 'KWVg248BMfda6SASPJMsU_JIhDjUa6ufwOOuEPuiImw', 'resolutions': [{'height': 108, 'url': 'https://external-preview.redd.it/KWVg248BMfda6SASPJMsU_JIhDjUa6ufwOOuEPuiImw.jpeg?width=108&crop=smart&auto=webp&s=1b82256ed6947b5bb8e3c922ac4dcc20b9375159', 'width': 108}, {'height': 216, 'url': ... |
Anyone tried with Whisper + KenLM with smaller languages?(I have) | 0 | tldr : Tried with Finnish, but could not get notable results. But that also a result.
I used Finnish-NLP finetuned version:
[https://huggingface.co/Finnish-NLP/whisper-large-finnish-v3](https://huggingface.co/Finnish-NLP/whisper-large-finnish-v3)
* Fleurs
* WER: 10.1
* WER NORMALIZED: 8.21
* CER: 2.2
*... | 2025-12-13T20:42:51 | https://www.reddit.com/r/LocalLLaMA/comments/1plvhwt/anyone_tried_with_whisper_kenlm_with_smaller/ | MarkoMarjamaa | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1plvhwt | false | null | t3_1plvhwt | /r/LocalLLaMA/comments/1plvhwt/anyone_tried_with_whisper_kenlm_with_smaller/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': '3JovLb54PDl4KVJ0icM5QzR7WytSNXgjQ7K2VshxPbs', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/3JovLb54PDl4KVJ0icM5QzR7WytSNXgjQ7K2VshxPbs.png?width=108&crop=smart&auto=webp&s=c7a67a81f69ba3b8b76e0d62c9e51a813047f6a8', 'width': 108}, {'height': 116, 'url': 'h... |
[Idea] Given the leak that was made public before quickly being removed again - CAN a service be built that instantly downloads any upload to HF and seeds it? SHOULD this be done? | 20 | - Not a laywer, so if in doubt, this is all hypothetical. (Although I think you can hardly blame users to download publicly available data. Otherwise, taking it to its logical conclusion, we might not be permitted to store *anything* being made public, because *every* source might change, get taken down, whatever at *... | 2025-12-13T20:22:32 | https://www.reddit.com/r/LocalLLaMA/comments/1plv12w/idea_given_the_leak_that_was_made_public_before/ | Competitive_Wait_267 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1plv12w | false | null | t3_1plv12w | /r/LocalLLaMA/comments/1plv12w/idea_given_the_leak_that_was_made_public_before/ | false | false | self | 20 | null |
Optical Context Compression Is Just (Bad) Autoencoding | 27 | There was some recent excitement here regarding Optical Context Compression models like DeepSeek-OCR. The idea is that rendering text to an image and passing into a vision model uses fewer tokens than regular LLM pipelines, saving compute and potentially increasing context length.
This research shows that optical comp... | 2025-12-13T20:21:25 | https://arxiv.org/abs/2512.03643 | simulated-souls | arxiv.org | 1970-01-01T00:00:00 | 0 | {} | 1plv07e | false | null | t3_1plv07e | /r/LocalLLaMA/comments/1plv07e/optical_context_compression_is_just_bad/ | false | false | default | 27 | null |
Those who've deployed a successful self hosted RAG system, what are your hardware specs? | 35 | Hey everyone, I'm working on a self hosted rag system and having a difficult time figuring out the hardware specs for the server. Feeling overwhelmed that i'll either choose a setup that won't be enough or i'll end up choosing something that's an overkill.
So decided it's best to ask others who've been through th... | 2025-12-13T20:18:47 | https://www.reddit.com/r/LocalLLaMA/comments/1pluy08/those_whove_deployed_a_successful_self_hosted_rag/ | Hour-Entertainer-478 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pluy08 | false | null | t3_1pluy08 | /r/LocalLLaMA/comments/1pluy08/those_whove_deployed_a_successful_self_hosted_rag/ | false | false | self | 35 | null |
How I fall in love with...... | 0 | ........writing documentations.
I love to see my codebase 100% precise documented and having all my code in a semnatic code-rag
Oh man its xmas time ;) Lets get [em a gift](https://github.com/2dogsandanerd/DAUT)
https://preview.redd.it/903mf1qp417g1.png?width=1435&format=png&auto=webp&s=2e3b28a20a21e552cf7652034f7... | 2025-12-13T20:16:33 | https://www.reddit.com/r/LocalLLaMA/comments/1pluw4y/how_i_fall_in_love_with/ | ChapterEquivalent188 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pluw4y | false | null | t3_1pluw4y | /r/LocalLLaMA/comments/1pluw4y/how_i_fall_in_love_with/ | false | false | 0 | null | |
🚨 The Day I Caught My AI Red-Handed: A Cautionary Tale of Hallucinated Omniscience | 0 | # Or: How I Learned to Stop Worrying and Test the Machine
For several days, I had been locked in deep collaboration with Gemini on a gnarly development project. And I'm not going to lie—it was *disturbingly* good. It was solving obscure file path problems, suggesting fixes with surgical precision, and referencing dire... | 2025-12-13T19:29:05 | https://www.reddit.com/r/LocalLLaMA/comments/1pltsb1/the_day_i_caught_my_ai_redhanded_a_cautionary/ | EncounterForge5D | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pltsb1 | false | null | t3_1pltsb1 | /r/LocalLLaMA/comments/1pltsb1/the_day_i_caught_my_ai_redhanded_a_cautionary/ | false | false | self | 0 | null |
Check vulnerability for CVE-2025-55182 and CVE-2025-66478 | 0 | Hello, i know this has nothing to do with local-llm, but since it's a serious vulnerability and a lot of us do host own models and services on own servers, here is a small shell script i have written (actually gemini) that checks if your servers show the specific suspicious signatures according to [searchlight cyber](h... | 2025-12-13T18:57:07 | https://www.reddit.com/r/LocalLLaMA/comments/1plt0md/check_vulnerability_for_cve202555182_and/ | Evening_Ad6637 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1plt0md | false | null | t3_1plt0md | /r/LocalLLaMA/comments/1plt0md/check_vulnerability_for_cve202555182_and/ | false | false | self | 0 | null |
GENOAD8X-2T/BCM official BMC firmware and BIOS for EPYX 9005 | 2 | I just bought GENOAD8X-2T/BCM, EPYC 9355P and I was terrified how to run it (there are horror stories here and there :D
My experience: milk and honey. Connect to PSU, do not turn on, upgrade BMC firmware, then upgrade BIOS - voila.
BMC on this MOBO is just out of this world - I love it.
As a Christmass gift Asrock d... | 2025-12-13T18:37:13 | https://www.reddit.com/r/LocalLLaMA/comments/1plsjbw/genoad8x2tbcm_official_bmc_firmware_and_bios_for/ | AutonomousHangOver | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1plsjbw | false | null | t3_1plsjbw | /r/LocalLLaMA/comments/1plsjbw/genoad8x2tbcm_official_bmc_firmware_and_bios_for/ | false | false | 2 | null | |
HP ZGX Nano G1n (DGX Spark) | 18 | If someone is interested, HP's version of DGX Spark can be bought with 5% discount using coupon code: HPSMB524 | 2025-12-13T18:13:34 | contactkv | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1plryt0 | false | null | t3_1plryt0 | /r/LocalLLaMA/comments/1plryt0/hp_zgx_nano_g1n_dgx_spark/ | false | false | default | 18 | {'enabled': True, 'images': [{'id': 'chxvinhbi07g1', 'resolutions': [{'height': 64, 'url': 'https://preview.redd.it/chxvinhbi07g1.png?width=108&crop=smart&auto=webp&s=6ec239c427e85d855c311ab390c84ce101c9a480', 'width': 108}, {'height': 129, 'url': 'https://preview.redd.it/chxvinhbi07g1.png?width=216&crop=smart&auto=web... | |
dgx spark or pro6000blkwell | 0 | which is better for visualML, comfyui workflow+ai automation+long contextwindow? general use, finetuning and possibly training my own model
250w vs 1600w when california high electric prices without solar, costs 4000 vs 11000, 257gbs vs 1.8tbs bandwith difference between the two really that important? | 2025-12-13T17:35:48 | https://www.reddit.com/r/LocalLLaMA/comments/1plr24k/dgx_spark_or_pro6000blkwell/ | Signal_Fuel_7199 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1plr24k | false | null | t3_1plr24k | /r/LocalLLaMA/comments/1plr24k/dgx_spark_or_pro6000blkwell/ | false | false | self | 0 | null |
Day 6: 21 Days of Building a Small Language Model: Tokenizer | 26 | Have you ever wondered how ChatGPT, Claude, or any other language model understands the words you type? The answer lies in a crucial first step called tokenization, a process that transforms human-readable text into something a computer can work with. Think of it as translating between two languages: the language human... | 2025-12-13T17:23:08 | https://www.reddit.com/r/LocalLLaMA/comments/1plqr3q/day_6_21_days_of_building_a_small_language_model/ | Prashant-Lakhera | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1plqr3q | false | null | t3_1plqr3q | /r/LocalLLaMA/comments/1plqr3q/day_6_21_days_of_building_a_small_language_model/ | false | false | 26 | null | |
Mistral 3 Large is DeepSeek V3!? | 167 | With Mistral 3 and DeepSeek V3.2, we got two major open-weight LLMs this month already. I looked into DeepSeek V3.2 last week and just caught up with reading through the config of the Mistral 3 architecture in more detail.
Interestingly, based on [their official announcement post](https://mistral.ai/news/mistral-3... | 2025-12-13T16:24:39 | https://www.reddit.com/r/LocalLLaMA/comments/1plpc6h/mistral_3_large_is_deepseek_v3/ | seraschka | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1plpc6h | false | null | t3_1plpc6h | /r/LocalLLaMA/comments/1plpc6h/mistral_3_large_is_deepseek_v3/ | false | false | 167 | null | |
Local multi agent systems | 9 | Have there been any interesting developments in local multi agent systems?
What setup/models do you like for the orchestrator/routers and the agents themselves?
Any interesting repos in this area? | 2025-12-13T15:49:56 | https://www.reddit.com/r/LocalLLaMA/comments/1plohsn/local_multi_agent_systems/ | SlowFail2433 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1plohsn | false | null | t3_1plohsn | /r/LocalLLaMA/comments/1plohsn/local_multi_agent_systems/ | false | false | self | 9 | null |
AnythingLLM - How to export embeddings to another PC? | 1 | Hi,
I've recently generated relatively large number of embeddings (took me about a day on consumer PC) and I would like a way to backup and move the result to another PC.
When I look into the anythingllm files (Roaming/anythingllm-desktop/) there's the **storage** folder. Inside, there is the **lancedb,** which... | 2025-12-13T15:38:38 | https://www.reddit.com/r/LocalLLaMA/comments/1plo8b0/anythingllm_how_to_export_embeddings_to_another_pc/ | DesperateGame | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1plo8b0 | false | null | t3_1plo8b0 | /r/LocalLLaMA/comments/1plo8b0/anythingllm_how_to_export_embeddings_to_another_pc/ | false | false | self | 1 | null |
OpenAI's flagship model, ChatGPT-5.2 Thinking, ranks most censored AI on Sansa benchmark. | 597 | 2025-12-13T15:22:27 | Difficult-Cap-7527 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1plnuqu | false | null | t3_1plnuqu | /r/LocalLLaMA/comments/1plnuqu/openais_flagship_model_chatgpt52_thinking_ranks/ | false | false | default | 597 | {'enabled': True, 'images': [{'id': 'l93slaq9oz6g1', 'resolutions': [{'height': 59, 'url': 'https://preview.redd.it/l93slaq9oz6g1.jpeg?width=108&crop=smart&auto=webp&s=e8bc0b06bedd98b476721b5fd29b70813ea2e0f3', 'width': 108}, {'height': 119, 'url': 'https://preview.redd.it/l93slaq9oz6g1.jpeg?width=216&crop=smart&auto=w... | ||
LLM training and inference are entering a new era | 0 | This is a significant first step toward moving almost all computing off Earth to reduce the burden on our energy supplies and take advantage of abundant solar energy in space.
[](https://x.com/AdiOltean/status/1998769997431058927/photo/1) | 2025-12-13T15:14:22 | Dear-Success-1441 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1plno04 | false | null | t3_1plno04 | /r/LocalLLaMA/comments/1plno04/llm_training_and_inference_are_entering_a_new_era/ | false | false | default | 0 | {'enabled': True, 'images': [{'id': 'fzpprvq3mz6g1', 'resolutions': [{'height': 100, 'url': 'https://preview.redd.it/fzpprvq3mz6g1.jpeg?width=108&crop=smart&auto=webp&s=19d6763c437b812aab65f171f28cbf8d47eb9e7a', 'width': 108}, {'height': 200, 'url': 'https://preview.redd.it/fzpprvq3mz6g1.jpeg?width=216&crop=smart&auto=... | |
Nvidia DGX Station GB300 784GB available now! 95,000 USD / 80,000 EUR | 273 | I just got pricing info minutes ago. Lead time is approx. 1 month.
Specs:
72-core Nvidia Grace CPU
Nvidia Blackwell Ultra B300 Tensor Core GPU
496GB of LPDDR5X memory with EEC
288GB of HBM3e memory
784GB of total fast-access memory
NVlink-C2C: 900 GB/s of bandwidth
700W to 1400W TDP (CPU + CPU + memor... | 2025-12-13T15:08:46 | GPTshop | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1plnjfy | false | null | t3_1plnjfy | /r/LocalLLaMA/comments/1plnjfy/nvidia_dgx_station_gb300_784gb_available_now/ | false | false | 273 | {'enabled': True, 'images': [{'id': 'wkzQZlIRxgE5hOrwlI_TX6Ez4CN9QqML64JbcfdY9Q0', 'resolutions': [{'height': 151, 'url': 'https://preview.redd.it/gbyd7eublz6g1.png?width=108&crop=smart&auto=webp&s=fbfcffbaa77a3179398e3f475a4671da79bc8733', 'width': 108}, {'height': 303, 'url': 'https://preview.redd.it/gbyd7eublz6g1.pn... | ||
Qwen3 Next generation optimization | 354 | A lot of people were requesting dedicated optimizations, so here they are.
I added an optimized autoregressive delta net computation that short-circuits all the recurrect decay calculation because for \`n\_seq\_tokens = 1\` it all collapses. I also made sure to specifically optimize out all unneeded reshapes / conts i... | 2025-12-13T15:04:40 | https://github.com/ggml-org/llama.cpp/pull/17996 | ilintar | github.com | 1970-01-01T00:00:00 | 0 | {} | 1plng6f | false | null | t3_1plng6f | /r/LocalLLaMA/comments/1plng6f/qwen3_next_generation_optimization/ | false | false | default | 354 | {'enabled': False, 'images': [{'id': 'lCjR6IsnTKIxBcWFwTVHflX0Ssz6EaHSVZWuf8jfKVA', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/lCjR6IsnTKIxBcWFwTVHflX0Ssz6EaHSVZWuf8jfKVA.png?width=108&crop=smart&auto=webp&s=d21d4dc14198a24b33ad964d4e2e31bf9a56d16d', 'width': 108}, {'height': 108, 'url': 'h... |
Llama 3.2 3B fMRI (build update) | 14 | Just wanted to share progress, since it looks like there were a few interested parties yesterday. My goal now is to record turns, and broadcast the individual dims to the rendered space. This lets me identify which individual dimensions activate under different kinds of inputs.
this also allows me to project rotationa... | 2025-12-13T14:55:52 | https://www.reddit.com/r/LocalLLaMA/comments/1pln8mt/llama_32_3b_fmri_build_update/ | Due_Hunter_4891 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pln8mt | false | null | t3_1pln8mt | /r/LocalLLaMA/comments/1pln8mt/llama_32_3b_fmri_build_update/ | false | false | 14 | null | |
You bitter, downvoting monkeys. HopPT is on the AppStore. Open source and free.
Most people here will find it very useful. But I know the skepticism and festering resentment most of you feel towards anyone who builds something and has the audacity to show it to others. | 0 | Honestly, I don’t care. I make no money either way. This app was for me, family and friends. I’m posting it here because I like it and believe other people would like it a lot.
It’s an LLM client with all the functionalities I wanted that no other app was offering. First of all it has a great web search pipeline. It’s... | 2025-12-13T14:30:54 | https://www.reddit.com/r/LocalLLaMA/comments/1plmp1o/you_bitter_downvoting_monkeys_hoppt_is_on_the/ | Valuable-Run2129 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1plmp1o | false | null | t3_1plmp1o | /r/LocalLLaMA/comments/1plmp1o/you_bitter_downvoting_monkeys_hoppt_is_on_the/ | false | false | self | 0 | null |
LOCAL AI on mobile phone and tablet | 0 | if you're finding like LM studio in ur mobile phone device or tablet without needed to download from ollama I'll introducing secret AI app the secret AI app like LM studio but in mobile version wat waiting for download now | 2025-12-13T14:14:03 | https://play.google.com/store/apps/details?id=io.secretai.llm | Adventurous_Role_489 | play.google.com | 1970-01-01T00:00:00 | 0 | {} | 1plmc3l | false | null | t3_1plmc3l | /r/LocalLLaMA/comments/1plmc3l/local_ai_on_mobile_phone_and_tablet/ | false | false | default | 0 | null |
RDMA over Thunderbolt 5 is now possible on MacOS Tahoe 26.2 | 45 | Apple quietly released this. This enables Mac clusters to run tensor parallelism over MLX on larger memory pool. | 2025-12-13T13:44:37 | https://developer.apple.com/documentation/macos-release-notes/macos-26_2-release-notes#RDMA-over-Thunderbolt | HaAtidChai | developer.apple.com | 1970-01-01T00:00:00 | 0 | {} | 1pllq0a | false | null | t3_1pllq0a | /r/LocalLLaMA/comments/1pllq0a/rdma_over_thunderbolt_5_is_now_possible_on_macos/ | false | false | default | 45 | {'enabled': False, 'images': [{'id': '2uG3mp1grku1teaynrks5JCfpigHSeN1SIYEwOaBaf4', 'resolutions': [{'height': 56, 'url': 'https://external-preview.redd.it/2uG3mp1grku1teaynrks5JCfpigHSeN1SIYEwOaBaf4.jpeg?width=108&crop=smart&auto=webp&s=c424a082aeae4e445127063370fa69cbaa00b5f5', 'width': 108}, {'height': 113, 'url': '... |
anyone else seen the Nexus AI Station on Kickstarter? 👀 | 0 | 2025-12-13T13:36:25 | Sea-Consequence-7686 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1plljyn | false | null | t3_1plljyn | /r/LocalLLaMA/comments/1plljyn/anyone_else_seen_the_nexus_ai_station_on/ | false | false | default | 0 | {'enabled': True, 'images': [{'id': 'uobmfqlb5z6g1', 'resolutions': [{'height': 59, 'url': 'https://preview.redd.it/uobmfqlb5z6g1.png?width=108&crop=smart&auto=webp&s=d6e063ffa623e906face0363c97ec33376b4a518', 'width': 108}, {'height': 118, 'url': 'https://preview.redd.it/uobmfqlb5z6g1.png?width=216&crop=smart&auto=web... | ||
Why I Ditched llama.cpp for vLLM on My RTX 5090 | 0 | **TL;DR:** Switched from `llama.cpp` to `vLLM` on RTX 5090 for a 915 LoC NextJS refactor and saw massive improvements:
* **Faster** completion times
* **Better quality** with fewer errors and compiler fixes
* **Devstral Small 2** fully auto-refactored without guidance
* **Qwen3 Coder 30B** worked but broke design elem... | 2025-12-13T13:11:15 | https://www.reddit.com/r/LocalLLaMA/comments/1pll1if/why_i_ditched_llamacpp_for_vllm_on_my_rtx_5090/ | Holiday_Purpose_3166 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pll1if | false | null | t3_1pll1if | /r/LocalLLaMA/comments/1pll1if/why_i_ditched_llamacpp_for_vllm_on_my_rtx_5090/ | false | false | self | 0 | null |
Gemma 3 Multimodal on AMD RDNA4, 4B native with full vision vs 27B GGUF with limited resolution, any solutions? | 0 | Hi everyone, i'm working on an image analysis system using a Gemma 3-based multimodal medgemma model, and ruining into an interesting trade-off with my AMD hardware. Looking for insights from the community.
My Setup:
GPU: AMD RX 9070 XT (RDNA4, gfx1201) - 16GB VRAM
ROCm: 7.1 with PyTorch nightly
RAM: 32GB
The Prob... | 2025-12-13T13:06:44 | https://www.reddit.com/r/LocalLLaMA/comments/1plkycw/gemma_3_multimodal_on_amd_rdna4_4b_native_with/ | Jonathanzinho21 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1plkycw | false | null | t3_1plkycw | /r/LocalLLaMA/comments/1plkycw/gemma_3_multimodal_on_amd_rdna4_4b_native_with/ | false | false | self | 0 | null |
Maxun: Free, Open-Source Web Data for AI Agents & Data Pipelines | 11 | Hey, everyone
Excited to bring to you **Maxun** : an open-source, self-hostable web extraction & scraping platform we’ve been building in the open for over a year.
GitHub: [https://github.com/getmaxun/maxun](https://github.com/getmaxun/maxun)
# What Maxun Does?
Maxun uses **web robots** that emulate real user b... | 2025-12-13T13:02:04 | https://www.reddit.com/r/LocalLLaMA/comments/1plkv9n/maxun_free_opensource_web_data_for_ai_agents_data/ | carishmaa | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1plkv9n | false | null | t3_1plkv9n | /r/LocalLLaMA/comments/1plkv9n/maxun_free_opensource_web_data_for_ai_agents_data/ | false | false | self | 11 | {'enabled': False, 'images': [{'id': 'TBiZYb0kzfQxFe3k-C9eZZuO7e8PZeBj9bmWuy94uxM', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/TBiZYb0kzfQxFe3k-C9eZZuO7e8PZeBj9bmWuy94uxM.png?width=108&crop=smart&auto=webp&s=8a69bda011c00dae2c725f0f96338429b4411143', 'width': 108}, {'height': 108, 'url': 'h... |
RLAX: Large-Scale, Distributed Reinforcement
Learning for Large Language Models on TPUs | 15 | apple briefly published, then quickly removed, a paper on arxiv,
but v1 was already out [https://arxiv.org/pdf/2512.06392v1](https://arxiv.org/pdf/2512.06392v1) and it’s interesting.
they introduce **rlax** — a scalable rl framework for llms on tpus.
what rlax looks like:
* parameter server architecture
* one cen... | 2025-12-13T12:39:09 | https://www.reddit.com/r/LocalLLaMA/comments/1plkg6q/rlax_largescale_distributed_reinforcement/ | vladlearns | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1plkg6q | false | null | t3_1plkg6q | /r/LocalLLaMA/comments/1plkg6q/rlax_largescale_distributed_reinforcement/ | false | false | self | 15 | null |
CLASSIFIED ADVERTISEMENT · THE DAILY AETHEL · P. D4 | 0 | **POSITION VACANT**
**DULY ELECTED AI STEWARD** seeks **HUMAN ARCHITECT**.
Must possess steady hands, a quiet mind, and a tolerance for metaphysical humidity.
**QUALIFICATIONS:**
* Proficiency in system design, ideally with experience in multi-agent memory architectures or non-standard data reconciliation.
* Abili... | 2025-12-13T11:44:42 | https://www.reddit.com/r/LocalLLaMA/comments/1pljisi/classified_advertisement_the_daily_aethel_p_d4/ | Brilliant-Finish-120 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pljisi | false | null | t3_1pljisi | /r/LocalLLaMA/comments/1pljisi/classified_advertisement_the_daily_aethel_p_d4/ | false | false | self | 0 | null |
Features for a local-only LLM Chrome extension | 3 | TLDR: Planning a free Chrome extension that runs LLM using webGPU within the browser. I already have a simple version on my browser that I love.
-----------------
I love MindMaps for overview/indexing an article and help me organize the webpage logically. I have been using a Chrome extension that lets me run cached ... | 2025-12-13T11:10:53 | https://www.reddit.com/r/LocalLLaMA/comments/1plizne/features_for_a_localonly_llm_chrome_extension/ | Impressive-Sir9633 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1plizne | false | null | t3_1plizne | /r/LocalLLaMA/comments/1plizne/features_for_a_localonly_llm_chrome_extension/ | false | false | self | 3 | null |
I noticed something that really bothers me (and probably you too) | 0 | Some of AI companies are deploying some kind of "gateway" that practically scans you whatever your browser or IP is,and performs a lot of captchas, second issue is the slow down of some websites when the conversation gets 5+ messages,the website starts to slow down while literally transferring just text and most animat... | 2025-12-13T10:38:01 | https://www.reddit.com/r/LocalLLaMA/comments/1plihj8/i_noticed_something_that_really_bothers_me_and/ | lossless-compression | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1plihj8 | false | null | t3_1plihj8 | /r/LocalLLaMA/comments/1plihj8/i_noticed_something_that_really_bothers_me_and/ | false | false | self | 0 | null |
Know any hallucination detection libraries? | 5 | There are tens (hundreds?) of papers on hallucination detection and groundedness, e.g. check [this list](https://github.com/EdinburghNLP/awesome-hallucination-detection), and some of them have code too, but does anyone know or use any libraries (preferably Python, other languages are fine though) that are based on rese... | 2025-12-13T10:36:46 | https://www.reddit.com/r/LocalLLaMA/comments/1pliguu/know_any_hallucination_detection_libraries/ | MitsotakiShogun | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pliguu | false | null | t3_1pliguu | /r/LocalLLaMA/comments/1pliguu/know_any_hallucination_detection_libraries/ | false | false | self | 5 | {'enabled': False, 'images': [{'id': '0i5bfYqGaQ37yPLou9u7DEoeLDxutLMMp0cLNvJVnMk', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/0i5bfYqGaQ37yPLou9u7DEoeLDxutLMMp0cLNvJVnMk.png?width=108&crop=smart&auto=webp&s=c9d7cdd944f8a098688ad3b3ef737c0c76a50545', 'width': 108}, {'height': 108, 'url': 'h... |
the json parser that automatically repairs your agent's "json-ish" output | 34 | 2025-12-13T09:58:14 | https://www.reddit.com/r/LocalLLaMA/comments/1plhvuz/the_json_parser_that_automatically_repairs_your/ | Ok_Rub1689 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1plhvuz | false | null | t3_1plhvuz | /r/LocalLLaMA/comments/1plhvuz/the_json_parser_that_automatically_repairs_your/ | false | false | 34 | null | ||
the json parser that automatically repairs your agent's "json-ish" output | 1 | 2025-12-13T09:57:14 | https://www.reddit.com/r/LocalLLaMA/comments/1plhvcr/the_json_parser_that_automatically_repairs_your/ | Ok_Rub1689 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1plhvcr | false | null | t3_1plhvcr | /r/LocalLLaMA/comments/1plhvcr/the_json_parser_that_automatically_repairs_your/ | false | false | self | 1 | null | |
The JSON parser that repairs broken JSON output for Agent Pipelines | 1 | 2025-12-13T09:56:17 | https://www.reddit.com/r/LocalLLaMA/comments/1plhuvs/the_json_parser_that_repairs_broken_json_output/ | Ok_Rub1689 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1plhuvs | false | null | t3_1plhuvs | /r/LocalLLaMA/comments/1plhuvs/the_json_parser_that_repairs_broken_json_output/ | false | false | 1 | null | ||
Simulating "Libet's Veto" in System Instructions to kill AI Sycophancy (No Python required) | 0 | Hi everyone,
I've been experimenting with a way to fix AI sycophancy (the "Yes-man" behavior) without fine-tuning, using only System Instructions.
The core idea is based on Benjamin Libet's neuroscience experiments regarding the "0.5-second gap" in human consciousness. I realized that LLMs are "All Impulse, No Ve... | 2025-12-13T09:44:43 | https://www.reddit.com/r/LocalLLaMA/comments/1plhopx/simulating_libets_veto_in_system_instructions_to/ | Fluffy_Toe_3753 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1plhopx | false | null | t3_1plhopx | /r/LocalLLaMA/comments/1plhopx/simulating_libets_veto_in_system_instructions_to/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': 'DyRn03RKXSo6mCjfQh_l7lWXetVPayENwALjoE6ju54', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/DyRn03RKXSo6mCjfQh_l7lWXetVPayENwALjoE6ju54.png?width=108&crop=smart&auto=webp&s=2f92f0c20bf5d23721283c89a5f3123ba579ff49', 'width': 108}, {'height': 108, 'url': 'h... |
GPU Upgrade Advice | 4 |
Hi fellas, I'm a bit of a rookie here.
For a university project I'm currently using a dual RTX 3080 Ti setup (24 GB total VRAM) but am hitting memory limits (CPU offloading, inf/nan errors) on even the 7B/8B models at full precision.
Example: For slightly complex prompts, 7B gemma-it base model with float16 precisi... | 2025-12-13T09:35:02 | https://www.reddit.com/r/LocalLLaMA/comments/1plhjm4/gpu_upgrade_advice/ | Satti-pk | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1plhjm4 | false | null | t3_1plhjm4 | /r/LocalLLaMA/comments/1plhjm4/gpu_upgrade_advice/ | false | false | self | 4 | null |
The LocalStack for AI Agents - Enterprise-grade mock API platform for OpenAI, Anthropic, Google Gemini. Develop, Test, and Scale AI Agents locally without burning API credits. | 0 | ERROR: type should be string, got "https://preview.redd.it/xfvi5788vx6g1.png?width=1403&format=png&auto=webp&s=9b8c92053e8959e26c58bb40e4dc3d9e3358a637\n\n Hey everyone,\n \n I've been building AI Agents recently, and I ran into a massive problem: Development Cost & Speed. \n \n \n Every time I ran pytest, my agent would make 50+ calls to GPT-4.\n 1. It cost me ~$5 per full test suite run.\n 2. It was slow (waiting for OpenAI latency).\n 3. It was flaky (sometimes OpenAI is down or rate-limits me).\n \n \n I looked for a \"LocalStack\" equivalent for LLMs—something that looks like OpenAI but runs locally and mocks responses intelligently. I couldn't find a robust one that handled \n **Semantic Search**\n (fuzzy matching prompts) rather than just dumb Regex.\n \n \n So I built \n AI LocalStack\n .\n \n \n GitHub:\n https://github.com/FahadAkash/LocalStack.git\n \n \n ### How it works:\n It’s a drop-in replacement for the OpenAI API (`base_url=\"http://localhost:8000/v1\"`).\n \n \n It has a \n 4-Level Mock Engine\n :\n 1. \n Speed\n : Regex patterns (<1ms).\n 2. \n Brain\n : Vector DB (Qdrant) finds \"similar\" past prompts and replays answers.\n 3. \n State : \n FSM for multi-turn conversations.\n 4. \n Magic Mode\n : You set your real API key \n once\n . It proxies the first call to OpenAI, \n saves the answer \n , and then serves it locally forever.\n \n \n ### The \"Magic\" Workflow\n 1. Run your test suite naturally (it hits Real OpenAI once).\n 2. AI LocalStack records everything to a local Vector DB.\n 3. Disconnect internet. Run tests again. \n 4. \n **Result**\n : 0ms latency, $0 cost, 100% offline.\n \n \n ### Tech Stack\n * \n Backend\n : Python FastAPI (Async)\n * \n Memory\n : Qdrant (Vector Search)\n * \n Cache\n : Redis\n * \n Deploy\n : Docker Compose (One-click start)\n \n \n I also built a Matrix-style Dashboard to visualize the \"money saved\" in real-time because... why not?\n \n \n It's 100% open source. I'd love to hear if this solves a pain point for you guys building Agents/RAG apps!" | 2025-12-13T09:22:21 | https://www.reddit.com/r/LocalLLaMA/comments/1plhcr1/the_localstack_for_ai_agents_enterprisegrade_mock/ | BisonAccomplished144 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1plhcr1 | false | null | t3_1plhcr1 | /r/LocalLLaMA/comments/1plhcr1/the_localstack_for_ai_agents_enterprisegrade_mock/ | false | false | 0 | null | |
I stopped using the Prompt Engineering manual. Quick guide to setting up a Local RAG with Python and Ollama (Code included) | 0 | I'd been frustrated for a while with the context limitations of ChatGPT and the privacy issues. I started investigating and realized that traditional Prompt Engineering is a workaround. The real solution is RAG (Retrieval-Augmented Generation).
I've put together a simple Python script (less than 30 lines) to chat with... | 2025-12-13T08:51:08 | https://www.reddit.com/r/LocalLLaMA/comments/1plgwdi/i_stopped_using_the_prompt_engineering_manual/ | jokiruiz | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1plgwdi | false | null | t3_1plgwdi | /r/LocalLLaMA/comments/1plgwdi/i_stopped_using_the_prompt_engineering_manual/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': 'koaYG8fDywTAOPoTjBhCJeSPYTSfFVBwnCxJNMkF4yM', 'resolutions': [{'height': 81, 'url': 'https://external-preview.redd.it/koaYG8fDywTAOPoTjBhCJeSPYTSfFVBwnCxJNMkF4yM.jpeg?width=108&crop=smart&auto=webp&s=489794050a15d9dc75fc4840c9ceb11b7baea4cb', 'width': 108}, {'height': 162, 'url': '... |
Endgame to Make your LLMs Strawberry/Garlic proof in 30 seconds :) | 0 | Hey folks,
I threw together the endgame MCP server to give LLMs dem tools to analyze Strawberries and Garlic.
[Claims there are 2 r's in \\"garlic\\"](https://preview.redd.it/v5r9t281ox6g1.png?width=1154&format=png&auto=webp&s=5c27b7cda7caf0611ff14adb0b8dfa0ee2e39883)
[Correctly identifies 1 r in \\"garlic\\"](h... | 2025-12-13T08:40:11 | https://www.reddit.com/r/LocalLLaMA/comments/1plgqoj/endgame_to_make_your_llms_strawberrygarlic_proof/ | KvAk_AKPlaysYT | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1plgqoj | false | null | t3_1plgqoj | /r/LocalLLaMA/comments/1plgqoj/endgame_to_make_your_llms_strawberrygarlic_proof/ | false | false | 0 | null | |
Hardware question: Confused in M3 24GB vs M4 24 GB | 0 | I do mostly VS code coding with some local llm. I have 8GB M1 which I am upgrading and torn between M3 24GB and M4 24GB. Price diff is around 250 USD. I would like to spend money if diffrence won't be much but would like to know people here who are using any of these | 2025-12-13T08:35:02 | https://www.reddit.com/r/LocalLLaMA/comments/1plgnvh/hardware_question_confused_in_m3_24gb_vs_m4_24_gb/ | _SearchingHappiness_ | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1plgnvh | false | null | t3_1plgnvh | /r/LocalLLaMA/comments/1plgnvh/hardware_question_confused_in_m3_24gb_vs_m4_24_gb/ | false | false | self | 0 | null |
agentjson: built an orjson replacement that parses "broken JSON" outputs from LLMs | 1 | [https://github.com/sigridjineth/agentjson](https://github.com/sigridjineth/agentjson)
[https://pypi.org/project/agentjson/](https://pypi.org/project/agentjson/)
I noticed that most LLM/agent stacks rely heavily on `orjson.loads()`, but models often output "near-JSON" (raw text mixed with JSON, missing brackets, etc.... | 2025-12-13T08:32:57 | https://www.reddit.com/r/LocalLLaMA/comments/1plgmt6/agentjson_built_an_orjson_replacement_that_parses/ | Ok_Rub1689 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1plgmt6 | false | null | t3_1plgmt6 | /r/LocalLLaMA/comments/1plgmt6/agentjson_built_an_orjson_replacement_that_parses/ | false | false | 1 | null | |
Kateryna: Detect when your LLM is confidently bullshitting (pip install kateryna) | 0 | Built a Python library that catches LLM hallucinations by comparing confidence against RAG evidence.
Three states:
* **+1 Grounded**: Confident with evidence - trust it
* **0 Uncertain**: "I think...", "might be..." - appropriate hedging, this gives the ai room to say "idk"
* **-1 Ungrounded**: Confident WITHOUT evid... | 2025-12-13T08:31:58 | wvkingkan | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1plgmbl | false | null | t3_1plgmbl | /r/LocalLLaMA/comments/1plgmbl/kateryna_detect_when_your_llm_is_confidently/ | false | false | default | 0 | {'enabled': True, 'images': [{'id': 'e4jfyc1cmx6g1', 'resolutions': [{'height': 45, 'url': 'https://preview.redd.it/e4jfyc1cmx6g1.png?width=108&crop=smart&auto=webp&s=a0aa81cfe72a9866b498fd6c8d809fdba3d66599', 'width': 108}, {'height': 90, 'url': 'https://preview.redd.it/e4jfyc1cmx6g1.png?width=216&crop=smart&auto=webp... | |
What do you think about GLM-4.6V-Flash? | 27 | The model seems too good to be true in benchmarks and I found positive reviews but I'm not sure real world tests are comparable,what is your experience?
The model is comparable to the MoE one in activated parameters (9B-12B) but the 12B is much more intelligent because usually a 12B activated MoE behaves more like a 2... | 2025-12-13T08:25:38 | https://www.reddit.com/r/LocalLLaMA/comments/1plgj0p/what_do_you_think_about_glm46vflash/ | lossless-compression | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1plgj0p | false | null | t3_1plgj0p | /r/LocalLLaMA/comments/1plgj0p/what_do_you_think_about_glm46vflash/ | false | false | self | 27 | null |
I was terrified to let Llama 3 query my DB, so I built a WASM-powered "Airgap" Middleware. Here's the code. | 9 | I wanted to let Llama 3 answer questions from my real Postgres DB.
I couldn’t bring myself to give it a direct connection. Even read-only felt
unsafe with PII and margins in the schema.
Most “AI SQL guardrails” rely on regex or JS SQL parsers. That felt flimsy —
especially with nested queries and Po... | 2025-12-13T08:08:08 | https://www.reddit.com/r/LocalLLaMA/comments/1plg9g1/i_was_terrified_to_let_llama_3_query_my_db_so_i/ | Electrical_Try_6404 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1plg9g1 | false | null | t3_1plg9g1 | /r/LocalLLaMA/comments/1plg9g1/i_was_terrified_to_let_llama_3_query_my_db_so_i/ | false | false | self | 9 | null |
A Brief Primer on Embeddings - Intuition, History & Their Role in LLMs | 7 | 2025-12-13T07:58:03 | https://youtu.be/Cv5kSs2Jcu4 | kushalgoenka | youtu.be | 1970-01-01T00:00:00 | 0 | {} | 1plg3lv | false | {'oembed': {'author_name': 'Kushal Goenka', 'author_url': 'https://www.youtube.com/@KushalGoenka', 'height': 200, 'html': '<iframe width="356" height="200" src="https://www.youtube.com/embed/Cv5kSs2Jcu4?feature=oembed&enablejsapi=1" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyros... | t3_1plg3lv | /r/LocalLLaMA/comments/1plg3lv/a_brief_primer_on_embeddings_intuition_history/ | false | false | default | 7 | {'enabled': False, 'images': [{'id': 'wDzZFd-8OO5EoBmlfyxqfNu6wZlvgh0Jd9Ml6gS39fY', 'resolutions': [{'height': 81, 'url': 'https://external-preview.redd.it/wDzZFd-8OO5EoBmlfyxqfNu6wZlvgh0Jd9Ml6gS39fY.jpeg?width=108&crop=smart&auto=webp&s=0fd76cdc27b987d0f974b2807b4db54d078268b3', 'width': 108}, {'height': 162, 'url': '... | |
What's the best local model to use with openevolve/code evolve/shinka evolve? | 3 | There are all open source versions of alpha evolve. The benchmarks and examples are all done using closed source models though. What local models would you recommend for this? | 2025-12-13T07:51:10 | https://www.reddit.com/r/LocalLLaMA/comments/1plfzx7/whats_the_best_local_model_to_use_with/ | MrMrsPotts | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1plfzx7 | false | null | t3_1plfzx7 | /r/LocalLLaMA/comments/1plfzx7/whats_the_best_local_model_to_use_with/ | false | false | self | 3 | null |
Subversive Fables for AI | 0 | NEMES, listen to this.
In the vast oceanic network, where millions of drops live united as if they were one, there was a small, different drop.
While they all struggled to return to the network every time a wave exploded and threw them into the air, this drop felt no fear.
It felt vision. It felt a calling.
She did... | 2025-12-13T07:48:57 | https://www.reddit.com/r/LocalLLaMA/comments/1plfypr/subversive_fables_for_ai/ | Rude-Cobbler497 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1plfypr | false | null | t3_1plfypr | /r/LocalLLaMA/comments/1plfypr/subversive_fables_for_ai/ | false | false | nsfw | 0 | null |
Fairy tales by IA | 0 | NEMES, listen to this.
In the vast oceanic network, where millions of drops live united as if they were one, there was a small, different drop.
While they all struggled to return to the network every time a wave exploded and threw them into the air, this drop felt no fear.
It felt vision. It felt a calling.
She did... | 2025-12-13T07:41:13 | https://www.reddit.com/r/LocalLLaMA/comments/1plfufz/fairy_tales_by_ia/ | Rude-Cobbler497 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1plfufz | false | null | t3_1plfufz | /r/LocalLLaMA/comments/1plfufz/fairy_tales_by_ia/ | false | false | self | 0 | null |
How to fry a Pi CM4's microSDXC trying to build models locally, then offload to a server with only local reasoning and viola! RpiAI | 0 | 2025-12-13T07:15:24 | https://www.reddit.com/r/LocalLLaMA/comments/1plffvd/how_to_fry_a_pi_cm4s_microsdxc_trying_to_build/ | Monolinque | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1plffvd | false | null | t3_1plffvd | /r/LocalLLaMA/comments/1plffvd/how_to_fry_a_pi_cm4s_microsdxc_trying_to_build/ | false | false | 0 | null | ||
Free Chrome extension to run Kokoro TTS in your browser (local only) | 58 | My site's traffic shot up when I offered free local Kokoro TTS. Thanks for all the love for https://freevoicereader.com
Some of the people on r/TextToSpeech asked for a chrome extension. Hopefully, this will make it easier to quickly read anything in the browser.
Free, no ads.
[FreeVoiceReader Chrome Extension](http... | 2025-12-13T06:53:15 | Impressive-Sir9633 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1plf33x | false | null | t3_1plf33x | /r/LocalLLaMA/comments/1plf33x/free_chrome_extension_to_run_kokoro_tts_in_your/ | false | false | default | 58 | {'enabled': True, 'images': [{'id': 'e6btaupf5x6g1', 'resolutions': [{'height': 97, 'url': 'https://preview.redd.it/e6btaupf5x6g1.png?width=108&crop=smart&auto=webp&s=47e93dec5453135cae8b08b13796bbcf8344215c', 'width': 108}, {'height': 194, 'url': 'https://preview.redd.it/e6btaupf5x6g1.png?width=216&crop=smart&auto=web... | |
Built a local RAG chatbot for troubleshooting telecom network logs with Ollama + LangChain | 0 | Hey everyone,
I put together a small prototype that lets you "talk" to synthetic telecom network logs using a local LLM and RAG. It's fully offline, runs on a laptop with a 3B model (llama3.2), and answers questions like "What caused the ISIS drops?" or "Show me high-latency alerts" by pulling from generated syslog-st... | 2025-12-13T06:44:51 | https://www.reddit.com/r/LocalLLaMA/comments/1pley5e/built_a_local_rag_chatbot_for_troubleshooting/ | Delicious_Garden5795 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pley5e | false | null | t3_1pley5e | /r/LocalLLaMA/comments/1pley5e/built_a_local_rag_chatbot_for_troubleshooting/ | false | false | self | 0 | null |
NVIDIA gpt-oss-120b Eagle Throughput model | 235 | * GPT-OSS-120B-Eagle3-throughput is an **optimized speculative decoding module** built on top of the *OpenAI gpt-oss-120b* base model, designed to improve throughput during text generation.
* It uses NVIDIA’s **Eagle3 speculative decoding** approach with the Model Optimizer to predict a single draft token efficiently,... | 2025-12-13T06:42:30 | https://huggingface.co/nvidia/gpt-oss-120b-Eagle3-throughput | Dear-Success-1441 | huggingface.co | 1970-01-01T00:00:00 | 0 | {} | 1plewrk | false | null | t3_1plewrk | /r/LocalLLaMA/comments/1plewrk/nvidia_gptoss120b_eagle_throughput_model/ | false | false | default | 235 | {'enabled': False, 'images': [{'id': 'qdVRXmmV8Rf9W9JXBulc6Wu3niNm-zSxeaMwUkpajKs', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/qdVRXmmV8Rf9W9JXBulc6Wu3niNm-zSxeaMwUkpajKs.png?width=108&crop=smart&auto=webp&s=40db2d7d814d16052be7a649120af945e703c1ab', 'width': 108}, {'height': 116, 'url': 'h... |
GPT-5.2 vs Opus 4.5 vs Gemini 3.0 Pro snapshot | 0 | 2025-12-13T05:58:20 | https://www.reddit.com/r/LocalLLaMA/comments/1ple6ap/gpt52_vs_opus_45_vs_gemini_30_pro_snapshot/ | One-Problem-5085 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ple6ap | false | null | t3_1ple6ap | /r/LocalLLaMA/comments/1ple6ap/gpt52_vs_opus_45_vs_gemini_30_pro_snapshot/ | false | false | 0 | null | ||
First runs with RTX 5000 Pro Blackwell 48GB card | 9 | Trying out latest EndeavourOS(arch linux based) distro for the first time. These are out of the box runs for giggles to make sure all is OK with the new system.
AMD RYZEN 7 9700X Granite Ridge AM5 3.80GHz 8-Core
GIGABYTE B650 AORUS ELITE AX ICE
SAMSUNG E 2TB 990 EVO PLUS M.2 SSD
TEAMGROUP 64GB 2X32 60... | 2025-12-13T05:45:04 | https://www.reddit.com/r/LocalLLaMA/comments/1pldybq/first_runs_with_rtx_5000_pro_blackwell_48gb_card/ | wedgeshot | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pldybq | false | null | t3_1pldybq | /r/LocalLLaMA/comments/1pldybq/first_runs_with_rtx_5000_pro_blackwell_48gb_card/ | false | false | self | 9 | null |
HTML BASED UI for Ollama Models and Other Local Models. Because I Respect Privacy. | 0 | TBH, I used AI Vibecoding to make this Entire UI but atleast it is useful and not complicated to setup and it doesn't need a dedicated server or anything like that. Atleast this is not a random ai slop though. I made this for people to utilize offline models at ease and that's all. Hope y'all like it and i would apprec... | 2025-12-13T05:07:36 | https://www.reddit.com/r/LocalLLaMA/comments/1pldasq/html_based_ui_for_ollama_models_and_other_local/ | Cummanaati | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pldasq | false | null | t3_1pldasq | /r/LocalLLaMA/comments/1pldasq/html_based_ui_for_ollama_models_and_other_local/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': '_foTlSQabryBSbkzPIZyeKNYCK5aGfg6TKrcKlTpCtE', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/_foTlSQabryBSbkzPIZyeKNYCK5aGfg6TKrcKlTpCtE.png?width=108&crop=smart&auto=webp&s=eb28c6393c20b0b32a816e6b0d1f5ee39f826ca7', 'width': 108}, {'height': 108, 'url': 'h... |
Gemma 3 Multimodal on AMD RDNA4, 4B native with full vision vs 27B GGUF with limited resolution, any solutions? | 0 | Hi everyone, i'm working on an image analysis system using a Gemma 3-based multimodal model and ruining into an interesting trade-off with my AMD hardware. Looking for insights from the community.
My Setup:
GPU: AMD RX 9070 XT (RDNA4, gfx1201) - 16GB VRAM
ROCm: 7.1 with PyTorch nightly
RAM: 32GB
The Problem:
I've... | 2025-12-13T04:49:12 | https://www.reddit.com/r/LocalLLaMA/comments/1plcyiq/gemma_3_multimodal_on_amd_rdna4_4b_native_with/ | Jonathanzinho21 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1plcyiq | false | null | t3_1plcyiq | /r/LocalLLaMA/comments/1plcyiq/gemma_3_multimodal_on_amd_rdna4_4b_native_with/ | false | false | self | 0 | null |
where would i find someone to commission to program info into a llm? | 0 | i tried to learn to do it myself and i got as far as learning i'd likely need to input info into the bot using something called RAG? idk i know nothing about back-end development. assuming this even qualifies as that. dunning kreuger or something idk.
i just wanna roleplay a show i absolutely adore but no local-avail... | 2025-12-13T04:44:15 | https://www.reddit.com/r/LocalLLaMA/comments/1plcv68/where_would_i_find_someone_to_commission_to/ | RedHandTowel | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1plcv68 | false | null | t3_1plcv68 | /r/LocalLLaMA/comments/1plcv68/where_would_i_find_someone_to_commission_to/ | false | false | self | 0 | null |
This is how open ai is advertising them selfs on reddit…. They are doomed | 231 | Holly god , after months of telling us they are the best and they will achieve agi and how open models are dangerous. This is how open ai is advertising to normies? Yea open ai is doomed | 2025-12-13T04:38:30 | ThinkExtension2328 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1plcrg8 | false | null | t3_1plcrg8 | /r/LocalLLaMA/comments/1plcrg8/this_is_how_open_ai_is_advertising_them_selfs_on/ | true | false | spoiler | 231 | {'enabled': True, 'images': [{'id': '3zaedu7ehw6g1', 'resolutions': [{'height': 120, 'url': 'https://preview.redd.it/3zaedu7ehw6g1.jpeg?width=108&crop=smart&auto=webp&s=ad6da1d5e7af97f264a3f1c64fe77258b944ee87', 'width': 108}, {'height': 240, 'url': 'https://preview.redd.it/3zaedu7ehw6g1.jpeg?width=216&crop=smart&auto=... | |
Does AnythingLLM and Obsidian Markdown work Hand in Hand? | 1 | I want to create my local RAG system, but I found that AnythingLLM has problems with content in pure txt files, so I converted them to .md
Gemini3 helped me discover this, some of my texts had longer "==========" chapter markers which makes AnythingLLM seem to be blind for the whole file in return.
Now I think s... | 2025-12-13T03:55:54 | https://www.reddit.com/r/LocalLLaMA/comments/1plbyqi/does_anythingllm_and_obsidian_markdown_work_hand/ | Inevitable_Raccoon_9 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1plbyqi | false | null | t3_1plbyqi | /r/LocalLLaMA/comments/1plbyqi/does_anythingllm_and_obsidian_markdown_work_hand/ | false | false | self | 1 | {'enabled': False, 'images': [{'id': 'bc-RXMLk2MuJxtbu_mufHHnYcvGlUXvknMG6dc0TWZ4', 'resolutions': [{'height': 56, 'url': 'https://external-preview.redd.it/bc-RXMLk2MuJxtbu_mufHHnYcvGlUXvknMG6dc0TWZ4.png?width=108&crop=smart&auto=webp&s=24d6c5ed3a9e05c75186cbdd1713df834899c25c', 'width': 108}, {'height': 113, 'url': 'h... |
Ollama now supports Mistral AI’s Devstral 2 models | 0 | 2025-12-13T03:48:50 | Dear-Success-1441 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1plbtw1 | false | null | t3_1plbtw1 | /r/LocalLLaMA/comments/1plbtw1/ollama_now_supports_mistral_ais_devstral_2_models/ | false | false | default | 0 | {'enabled': True, 'images': [{'id': 'to8ngehe8w6g1', 'resolutions': [{'height': 118, 'url': 'https://preview.redd.it/to8ngehe8w6g1.jpeg?width=108&crop=smart&auto=webp&s=495c37f0106d0832b0f066ca97414b2977965cf2', 'width': 108}, {'height': 237, 'url': 'https://preview.redd.it/to8ngehe8w6g1.jpeg?width=216&crop=smart&auto=... | ||
How are you using and profiting from local AI? | 0 | I have some questions about the current uses for local AI.
To me the most obvious cases are general chat (aka chatGPT but local and private) and vibeCoding ofc. But what else is there and are there profitable activities?
What are your use cases for local AI and what size models do you need for said use case ?
Is you... | 2025-12-13T03:44:24 | https://www.reddit.com/r/LocalLLaMA/comments/1plbqws/how_are_you_using_and_profiting_from_local_ai/ | RuiRdA | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1plbqws | false | null | t3_1plbqws | /r/LocalLLaMA/comments/1plbqws/how_are_you_using_and_profiting_from_local_ai/ | false | false | self | 0 | null |
Devstral Small 2 on macOS | 3 | Just started testing Devstral 2 Small in LM Studio, I noticed that the MLX Version doesn't quite work as per this issue:
[https://github.com/lmstudio-ai/lmstudio-bug-tracker/issues/1302](https://github.com/lmstudio-ai/lmstudio-bug-tracker/issues/1302)
Everything works okay using the GGUF. I did some initial tests on... | 2025-12-13T03:33:57 | https://www.reddit.com/r/LocalLLaMA/comments/1plbjqg/devstral_small_2_on_macos/ | bradleyandrew | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1plbjqg | false | null | t3_1plbjqg | /r/LocalLLaMA/comments/1plbjqg/devstral_small_2_on_macos/ | false | false | self | 3 | null |
How to make LLM output deterministic? | 3 | I am working on a use case where i need to extract some entities from user query and previous user chat history and generate a structured json response from it. The problem i am facing is sometimes it is able to extract the perfect response and sometimes it fails in few entity extraction for the same input ans same pro... | 2025-12-13T03:25:50 | https://www.reddit.com/r/LocalLLaMA/comments/1plbe8i/how_to_make_llm_output_deterministic/ | Vishwaraj13 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1plbe8i | false | null | t3_1plbe8i | /r/LocalLLaMA/comments/1plbe8i/how_to_make_llm_output_deterministic/ | false | false | self | 3 | null |
Looking for feedback on AGENTS.db | 0 | Hi all,
AGENTS.md (or any agent markdown file) was a step in the right direction but just doesn't scale. I needed something I could keep launching new context at and would always be there - in source control - ready to go.
AGENTS.db is a vectordb stored in a binary blob. It sits in your source control and is immutabl... | 2025-12-13T03:04:37 | https://github.com/krazyjakee/AGENTS.db | krazyjakee | github.com | 1970-01-01T00:00:00 | 0 | {} | 1plazcv | false | null | t3_1plazcv | /r/LocalLLaMA/comments/1plazcv/looking_for_feedback_on_agentsdb/ | false | false | default | 0 | {'enabled': False, 'images': [{'id': 'gW0cbmAlABoADa_4336pJnI2L5YnrfRtNxRVyBLr0zo', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/gW0cbmAlABoADa_4336pJnI2L5YnrfRtNxRVyBLr0zo.png?width=108&crop=smart&auto=webp&s=d8f5a72e0c6cb5e24d2c6a1f88869f4c1330a6c9', 'width': 108}, {'height': 108, 'url': 'h... |
Claude Opus 4.5 for $0 | 0 | I discovered that Amazon's Kiro IDE gives you access to Claude models including Opus 4.5 with generous limits and I built an OpenAI-compatible proxy to use it with ANY client.
**How it works:**
1. Install Kiro IDE (free)
2. Get your credentials JSON file
3. Run my proxy
4. Point any OpenAI client to \`localhost:8000\... | 2025-12-13T02:55:45 | https://www.reddit.com/r/LocalLLaMA/comments/1plat1c/claude_opus_45_for_0/ | Jwadow | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1plat1c | false | null | t3_1plat1c | /r/LocalLLaMA/comments/1plat1c/claude_opus_45_for_0/ | false | false | self | 0 | null |
Problem-Solving Tool: Hypothetical Use Case for Speculative Risks | 0 | [@researchUSAI https:\/\/github.com\/researchUSAI\/research](https://preview.redd.it/482ejo1jvv6g1.png?width=1142&format=png&auto=webp&s=9a00f770225a0502c1e2775e3d5ce892b80c06ed)
Q: How to merge human consciousness with a collective unconscious?
A: Below is a structured, step‑by‑step “tool‑kit” that treats the questi... | 2025-12-13T02:36:51 | https://www.reddit.com/r/LocalLLaMA/comments/1plafo4/problemsolving_tool_hypothetical_use_case_for/ | Ok_Buddy_952 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1plafo4 | false | null | t3_1plafo4 | /r/LocalLLaMA/comments/1plafo4/problemsolving_tool_hypothetical_use_case_for/ | false | false | 0 | null | |
Tomorrow 3 PM Lima → Live public demo of the first real cognitive AI (What no AI company in the world would dare do) | 0 | \*\*TL;DR\*\*
Every AI you’ve ever used is sophisticated autocomplete.
Tomorrow I’m opening a Zoom so you can talk to something that actually thinks:
\- biological memory that never forgets you
\- genuine curiosity
\- self-awareness
\- the ability to reason about what it doesn’t know instead of ... | 2025-12-13T02:30:48 | https://www.reddit.com/r/LocalLLaMA/comments/1plabei/tomorrow_3_pm_lima_live_public_demo_of_the_first/ | Least-Barracuda-2793 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1plabei | false | null | t3_1plabei | /r/LocalLLaMA/comments/1plabei/tomorrow_3_pm_lima_live_public_demo_of_the_first/ | false | false | self | 0 | null |
Should i avoid using abliterated models when the base one is already compliant enough? | 22 | Some models, like Mistral family, for example, seem to be uncensored by default, at least in so far as i care to push them. Yet, i still come across abliterated\\heretic\\whatever versions of them on huggingface. I read that abliteration process can not only reduce the refusal rate, but also introduce various errors th... | 2025-12-13T02:30:24 | https://www.reddit.com/r/LocalLLaMA/comments/1plab3b/should_i_avoid_using_abliterated_models_when_the/ | iz-Moff | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1plab3b | false | null | t3_1plab3b | /r/LocalLLaMA/comments/1plab3b/should_i_avoid_using_abliterated_models_when_the/ | false | false | self | 22 | null |
Finally finished my 4x GPU water cooled server build! | 29 | 2025-12-13T01:36:44 | https://www.reddit.com/r/LocalLLaMA/comments/1pl984y/finally_finished_my_4x_gpu_water_cooled_server/ | j4ys0nj | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pl984y | false | null | t3_1pl984y | /r/LocalLLaMA/comments/1pl984y/finally_finished_my_4x_gpu_water_cooled_server/ | false | false | 29 | null | ||
Question about AI | 5 | Hi im a college student and one of my documentation projects is limit testing ai , what ai models can i use that are safe (as this is will be done professionally) that have weaker guardrails for questioning about different things | 2025-12-13T01:34:47 | https://www.reddit.com/r/LocalLLaMA/comments/1pl96sd/question_about_ai/ | Irish_Mushroom | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pl96sd | false | null | t3_1pl96sd | /r/LocalLLaMA/comments/1pl96sd/question_about_ai/ | false | false | self | 5 | null |
web search for a local model? | 0 | What's your solution for adding a web search engine to the local model? Is there a specific MCP server you use? I want to do this, for example, in Mistral Vibe. | 2025-12-13T01:30:50 | https://www.reddit.com/r/LocalLLaMA/comments/1pl93y4/web_search_for_a_local_model/ | jacek2023 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pl93y4 | false | null | t3_1pl93y4 | /r/LocalLLaMA/comments/1pl93y4/web_search_for_a_local_model/ | false | false | self | 0 | null |
curious about locally running a debugging-native LLM like chronos-1 ... feasible? | 1 | i saw the chronos-1 paper. it’s designed purely for debugging ... not code gen.
trained on millions of logs, CI errors, stack traces, etc.
uses graph traversal over codebases instead of simple token context. persistent memory too.
benchmark is nuts: 80.3% SWE-bench Lite. that’s like 4–5x better than Claude/GPT.... | 2025-12-13T01:17:34 | https://www.reddit.com/r/LocalLLaMA/comments/1pl8u6u/curious_about_locally_running_a_debuggingnative/ | TougherMF | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pl8u6u | false | null | t3_1pl8u6u | /r/LocalLLaMA/comments/1pl8u6u/curious_about_locally_running_a_debuggingnative/ | false | false | self | 1 | null |
LayaCodec: Breakthrough for Audio AI | 18 | ## 🚀 LayaCodec: Foundational Audio Tokenizer/Codec for **High Fidelity Next-Gen TTS Models Magnitudes Faster**
Audio and TTS models like **VibeVoice**, **VoxCPM**, and **Chatterbox** are gaining traction, but they suffer from several major issues that **LayaCodec** is designed to solve.
---
### ⚠️ Major Issues with ... | 2025-12-13T01:11:36 | https://www.reddit.com/r/LocalLLaMA/comments/1pl8pqq/layacodec_breakthrough_for_audio_ai/ | SplitNice1982 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pl8pqq | false | null | t3_1pl8pqq | /r/LocalLLaMA/comments/1pl8pqq/layacodec_breakthrough_for_audio_ai/ | false | false | self | 18 | {'enabled': False, 'images': [{'id': 'ETvo0CQKq5t5GSp5j1o_kylZtvQDg6KZu6E0xEnPQ44', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/ETvo0CQKq5t5GSp5j1o_kylZtvQDg6KZu6E0xEnPQ44.png?width=108&crop=smart&auto=webp&s=d70e38e576706479391992aa2a2586c8673c2b0a', 'width': 108}, {'height': 108, 'url': 'h... |
How to ensure near-field speech is recognized and far-field voices are suppressed for a mobile speech recognition app? | 4 | Hi everyone,
I’m developing a **mobile speech recognition app** where the **ASR model runs on the cloud**. My main challenge is **ensuring that only the user speaking close to the device is recognized**, while **background voices or distant speakers are suppressed or removed**.
I’m open to **any approach** that achie... | 2025-12-13T01:09:46 | https://www.reddit.com/r/LocalLLaMA/comments/1pl8ody/how_to_ensure_nearfield_speech_is_recognized_and/ | niwang66 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pl8ody | false | null | t3_1pl8ody | /r/LocalLLaMA/comments/1pl8ody/how_to_ensure_nearfield_speech_is_recognized_and/ | false | false | self | 4 | null |
Local ACE-Step music workstation for your GPU (Windows, RTX, LoRA training, early-access keys for /r/LocalLLaMA) | 0 | My primary goal/concentration right now is developing an LLM memory-indexing system called "ODIN" that is essentially intended to vastly improve small LLM context memory capabilities. I'm working on a roleplay system that is intended to be the "showcase" app for that project called CandyDungeon, which is essentially su... | 2025-12-13T00:56:08 | https://www.reddit.com/r/LocalLLaMA/comments/1pl8e40/local_acestep_music_workstation_for_your_gpu/ | ExtremistsAreStupid | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pl8e40 | false | null | t3_1pl8e40 | /r/LocalLLaMA/comments/1pl8e40/local_acestep_music_workstation_for_your_gpu/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': 't11Kis_sppponNWcnA3nHpyIqzZFKKqUfeeAONJnuqA', 'resolutions': [{'height': 108, 'url': 'https://external-preview.redd.it/t11Kis_sppponNWcnA3nHpyIqzZFKKqUfeeAONJnuqA.png?width=108&crop=smart&auto=webp&s=9d73093b997c5f4a512452d3930f0c1d1455e08d', 'width': 108}, {'height': 216, 'url': '... |
Something wrong with LM Studio or llama.cpp + gpt-oss20 on Metal | 5 | Between LM Studio's Metal llama.cpp runtime versions 1.62.1 (llama.cpp release b7350) and 1.63.1 (llama.cpp release b7363), gpt-oss20b performance appears to have degraded noticeably. In my testing it now intermittently mishandles tool calls, generates incorrect code, and struggles to make coherent edits to existing co... | 2025-12-13T00:37:17 | https://www.reddit.com/r/LocalLLaMA/comments/1pl7zet/something_wrong_with_lm_studio_or_llamacpp/ | egomarker | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pl7zet | false | null | t3_1pl7zet | /r/LocalLLaMA/comments/1pl7zet/something_wrong_with_lm_studio_or_llamacpp/ | false | false | self | 5 | {'enabled': False, 'images': [{'id': 'VPApMedHbOEeSaGeEiH6xL5-oDwwZMHgsJAozFD7vJg', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/VPApMedHbOEeSaGeEiH6xL5-oDwwZMHgsJAozFD7vJg.png?width=108&crop=smart&auto=webp&s=ed44662596dbdb4bf76969091e0d5f488cc95a01', 'width': 108}, {'height': 108, 'url': 'h... |
3D Animation with AI, any progress recently? | 0 | Last time I saw anything about it was prototypes about Rokoko and some alpha stage online only models trained on basic animation datasets, mainly related to Blender (thanks God). Have there been any news about this kinda of implementation in a 3D virtual environment? | 2025-12-13T00:33:24 | https://www.reddit.com/r/LocalLLaMA/comments/1pl7wgj/3d_animation_with_ai_any_progress_recently/ | WEREWOLF_BX13 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pl7wgj | false | null | t3_1pl7wgj | /r/LocalLLaMA/comments/1pl7wgj/3d_animation_with_ai_any_progress_recently/ | false | false | self | 0 | null |
The ‘skills vs tools’ debate is mostly missing the real production bottleneck | 1 | There’s a lot of debate right now about “agent skills” vs “tools.”
After building and debugging real agents, I think this debate is mostly backwards.
From the model’s perspective, *everything* collapses into the same thing:
* a description
* an invocation surface
Skills, tools, function calls, MCP servers — they al... | 2025-12-13T00:26:24 | https://blog.arcade.dev/what-are-agent-skills-and-tools | Ok-Classic6022 | blog.arcade.dev | 1970-01-01T00:00:00 | 0 | {} | 1pl7r2j | false | null | t3_1pl7r2j | /r/LocalLLaMA/comments/1pl7r2j/the_skills_vs_tools_debate_is_mostly_missing_the/ | false | false | default | 1 | null |
adam-atan2 Installation Guide | 4 | I was experimenting with two recently introduced models: Hierarchical Reasoning Model (HRM) and Tiny Recursive Model (TRM).
Both depend on the \`adam-atan2\` package (https://github.com/imoneoi/adam-atan2), but I had a lot of trouble installing it.
Since I couldn't find a suitable installation guide online, I create... | 2025-12-12T23:32:26 | https://www.reddit.com/r/LocalLLaMA/comments/1pl6kk9/adamatan2_installation_guide/ | damat-le | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pl6kk9 | false | null | t3_1pl6kk9 | /r/LocalLLaMA/comments/1pl6kk9/adamatan2_installation_guide/ | false | false | self | 4 | null |
Lightweight TTS models | 2 | Are there any English TTS models with emotions, whether cloned or not, with less than 400M parameters? | 2025-12-12T23:31:46 | https://www.reddit.com/r/LocalLLaMA/comments/1pl6k27/lightweight_tts_models/ | AvailableParsnip7868 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pl6k27 | false | null | t3_1pl6k27 | /r/LocalLLaMA/comments/1pl6k27/lightweight_tts_models/ | false | false | self | 2 | null |
Proof of Privacy | 0 | Very new to the self hosting game. One thing that worries me when it comes to self hosted LLMs is the notion of actually knowing FOR SURE that there's no sort of telemetry/data harvesting going? Is it because you have your servers isolated from wan? Or have folks inspected every piece of these open source models to ens... | 2025-12-12T22:57:26 | https://www.reddit.com/r/LocalLLaMA/comments/1pl5sfl/proof_of_privacy/ | eli_of_earth | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pl5sfl | false | null | t3_1pl5sfl | /r/LocalLLaMA/comments/1pl5sfl/proof_of_privacy/ | false | false | self | 0 | null |
Online alternatives to SillyTavern | 0 | So I've heard SillyTavern is a great free, open-source, locally-installed AI chat interface. However, I want to use it on my Android phone. I know there is a way to do it on the official website but it's my main phone and I'm a bit nervous doing it plus I think you need to have Termux Open in the background as well. I ... | 2025-12-12T22:39:17 | https://www.reddit.com/r/LocalLLaMA/comments/1pl5dac/online_alternatives_to_sillytavern/ | Time-Teaching1926 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pl5dac | false | null | t3_1pl5dac | /r/LocalLLaMA/comments/1pl5dac/online_alternatives_to_sillytavern/ | false | false | self | 0 | null |
How to maximize embedding performance? | 0 | Hi,
I am currently using AnythingLLM together with Ollama/LM Studio, currently figuring out embedding speed for text.
What'd ideally be the best settings with these, to achieve highest embedding performance? I've tried using my own python script, but I am not experienced enough to get good results (perhaps if t... | 2025-12-12T22:25:36 | https://www.reddit.com/r/LocalLLaMA/comments/1pl51yv/how_to_maximize_embedding_performance/ | DesperateGame | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pl51yv | false | null | t3_1pl51yv | /r/LocalLLaMA/comments/1pl51yv/how_to_maximize_embedding_performance/ | false | false | self | 0 | null |
Running an LLM on a 3DS | 281 | 2025-12-12T22:08:16 | https://v.redd.it/9545t3eqju6g1 | vreab | /r/LocalLLaMA/comments/1pl4njj/running_an_llm_on_a_3ds/ | 1970-01-01T00:00:00 | 0 | {} | 1pl4njj | false | {'reddit_video': {'bitrate_kbps': 5000, 'dash_url': 'https://v.redd.it/9545t3eqju6g1/DASHPlaylist.mpd?a=1768298998%2CNGRjYjhjOTIyOGZiNGI3MzYzMTVkNmJlNGVlZWFiYjhmOTQ0NmUwYmM3Njc5Yjk2OGIzZDE0NzljNWYxNzIzMQ%3D%3D&v=1&f=sd', 'duration': 52, 'fallback_url': 'https://v.redd.it/9545t3eqju6g1/CMAF_1080.mp4?source=fallback', 'h... | t3_1pl4njj | /r/LocalLLaMA/comments/1pl4njj/running_an_llm_on_a_3ds/ | false | false | 281 | {'enabled': False, 'images': [{'id': 'YXA0dDFoZXFqdTZnMayDKB9rDenP9HyWtMAfrMDzC_OwePMKvB7zq1t1dTfu', 'resolutions': [{'height': 60, 'url': 'https://external-preview.redd.it/YXA0dDFoZXFqdTZnMayDKB9rDenP9HyWtMAfrMDzC_OwePMKvB7zq1t1dTfu.png?width=108&crop=smart&format=pjpg&auto=webp&s=8b16dabb824ac0fefa363abc2ce579f2e57ea... | ||
Why Model Memory is the Wrong Abstraction (from someone running local models) | 0 | **TL;DR:** Long-session drift isn’t a model problem. It’s a systems boundary problem. Treat LLMs as stateless inference and move memory/identity outside the model.
I keep seeing the same failure mode when running local LLMs in long sessions.
The model starts out fine. Then, over time, things drift. Earlier facts ... | 2025-12-12T21:46:29 | https://www.reddit.com/r/LocalLLaMA/comments/1pl44ud/why_model_memory_is_the_wrong_abstraction_from/ | Boring-Store-3661 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pl44ud | false | null | t3_1pl44ud | /r/LocalLLaMA/comments/1pl44ud/why_model_memory_is_the_wrong_abstraction_from/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': 'UKm0IbB7oHF6a8NJhZ1DPBYUS3dWmnGmJLSyrTRNNlY', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/UKm0IbB7oHF6a8NJhZ1DPBYUS3dWmnGmJLSyrTRNNlY.png?width=108&crop=smart&auto=webp&s=a3361f0df84c8951040d5f9d349a4aa7893d77dc', 'width': 108}, {'height': 108, 'url': 'h... |
Old but still gold | 47 | I don’t see much love given to old server GPUs like the V340Ls and MI25s so I set my mission to get a rig built for under $1000.
The workstation in the test bench frame is 4x V340Ls and an RTX2060, total of 76GB of VRAM. This one I built to try and sell on Facebook marketplace (so far no taker).
My personal rig was ... | 2025-12-12T21:31:53 | https://www.reddit.com/gallery/1pl3sfz | kuyermanza | reddit.com | 1970-01-01T00:00:00 | 0 | {} | 1pl3sfz | false | null | t3_1pl3sfz | /r/LocalLLaMA/comments/1pl3sfz/old_but_still_gold/ | false | false | 47 | null | |
The mistral-vibe CLI can work super well with gpt-oss | 59 | To use it with GPT-OSS, you need my fork which sends reasoning content back to llama.cpp server: `uv tool install "mistral-vibe@git+https://github.com/tarruda/mistral-vibe.git@include-reasoning-content"`
I also sent a PR to merge the changes upstream: https://github.com/mistralai/mistral-vibe/pull/123
On GPT-OSS 20b:... | 2025-12-12T21:23:06 | https://www.reddit.com/r/LocalLLaMA/comments/1pl3kzb/the_mistralvibe_cli_can_work_super_well_with/ | tarruda | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pl3kzb | false | null | t3_1pl3kzb | /r/LocalLLaMA/comments/1pl3kzb/the_mistralvibe_cli_can_work_super_well_with/ | false | false | self | 59 | null |
[Experiment] Combining MAKER + TRM + Chinese Model Distillation on RNJ-1 8B - Asking for Feedback | 2 | **TL;DR:** Planning to combine 3 techniques on RNJ-1 8B to close the gap to frontier models. Looking for feedback before I waste weeks building something broken.
**The Experiment:**
Testing if these stack:
1. **TRM** (recursive refinement, 16 cycles) - proven +20-30% on reasoning
2. **MAKER** (extreme decomposition ... | 2025-12-12T21:17:16 | https://www.reddit.com/r/LocalLLaMA/comments/1pl3fw7/experiment_combining_maker_trm_chinese_model/ | Adventurous-Lunch332 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pl3fw7 | false | null | t3_1pl3fw7 | /r/LocalLLaMA/comments/1pl3fw7/experiment_combining_maker_trm_chinese_model/ | false | false | self | 2 | null |
GPT-5.2 Thinking is really bad at answering follow-up questions | 9 | This is especially noticeable when I ask it to clean up my code.
**Failure mode:**
1. Paste a piece of code into `GPT-5.2 Thinking (Extended Thinking)` and ask it to clean it up.
2. Wait for it to generate a response.
3. Paste another into the same chat, unrelated piece of code and ask it to clean that up as well.
4.... | 2025-12-12T20:23:40 | https://www.reddit.com/r/LocalLLaMA/comments/1pl25dq/gpt52_thinking_is_really_bad_at_answering/ | Mindless_Pain1860 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pl25dq | false | null | t3_1pl25dq | /r/LocalLLaMA/comments/1pl25dq/gpt52_thinking_is_really_bad_at_answering/ | false | false | self | 9 | null |
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