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Docker config for vLLM GLM-4.7-Flash support with glm4_moe_lite patch | 12 | GLM-4.7-Flash full context on 96GB 6000 Pro with vLLM glm4\_moe\_lite patch for smaller KV cache requirements found by u/ZenMagnets
[https://github.com/ian-hailey/vllm-docker-GLM-4.7-Flash](https://github.com/ian-hailey/vllm-docker-GLM-4.7-Flash) | 2026-01-21T16:26:26 | https://www.reddit.com/r/LocalLLaMA/comments/1qj2i4q/docker_config_for_vllm_glm47flash_support_with/ | 1-a-n | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qj2i4q | false | null | t3_1qj2i4q | /r/LocalLLaMA/comments/1qj2i4q/docker_config_for_vllm_glm47flash_support_with/ | false | false | self | 12 | null |
A new model from http://Z.ai, "GLM-OCR" has been spotted on Github | 146 | 2026-01-21T16:21:49 | Difficult-Cap-7527 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1qj2dnd | false | null | t3_1qj2dnd | /r/LocalLLaMA/comments/1qj2dnd/a_new_model_from_httpzai_glmocr_has_been_spotted/ | false | false | default | 146 | {'enabled': True, 'images': [{'id': 'tduio97daqeg1', 'resolutions': [{'height': 21, 'url': 'https://preview.redd.it/tduio97daqeg1.jpeg?width=108&crop=smart&auto=webp&s=b3a9b6d21d6845573e1014391b9bcadb72201cbb', 'width': 108}, {'height': 42, 'url': 'https://preview.redd.it/tduio97daqeg1.jpeg?width=216&crop=smart&auto=we... | ||
Running Florence 2 with Ai Hat | 2 | I'm currently looking to verify if someone has tried using an Ai Hat used with Raspberry to make the runtime of Florence 2 much faster. Since 10 minutes isn't cutting it for my application of scanning a whole folio page of text. I was wondering if Florence 2 can run with Ai Hat, im still new to this things. I read some... | 2026-01-21T16:15:26 | https://www.reddit.com/r/LocalLLaMA/comments/1qj277a/running_florence_2_with_ai_hat/ | Baron_of_hitmna | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qj277a | false | null | t3_1qj277a | /r/LocalLLaMA/comments/1qj277a/running_florence_2_with_ai_hat/ | false | false | self | 2 | null |
Fine-tuned Qwen3-14B on 10k DeepSeek traces: +20% on security benchmark | 61 | I work as a security auditor (basically a bug hunter) and LLMs have become the principal tool at work, like in most of IT. But token usage is huge, and it's becoming problematic as it is taking a big part of the earnings of most audit shops.
So I fine-tuned Qwen3-14B with about +10,000 bug-hunting thinking traces di... | 2026-01-21T16:15:17 | https://www.reddit.com/r/LocalLLaMA/comments/1qj271s/finetuned_qwen314b_on_10k_deepseek_traces_20_on/ | ortegaalfredo | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qj271s | false | null | t3_1qj271s | /r/LocalLLaMA/comments/1qj271s/finetuned_qwen314b_on_10k_deepseek_traces_20_on/ | false | false | self | 61 | {'enabled': False, 'images': [{'id': '7E0_NUfHxCiQ6LATnWAy7nlNrZTB1nRtUbb3kA64E18', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/7E0_NUfHxCiQ6LATnWAy7nlNrZTB1nRtUbb3kA64E18.png?width=108&crop=smart&auto=webp&s=67668deba966452d6271d78cc7ce84af7da2f31a', 'width': 108}, {'height': 116, 'url': 'h... |
Anyone successfully compile and run ik_llama.cpp recently? | 5 | Howdy.
I'm trying to get split-mode graph to work. Someone reported they went from 25 to 37 tokens/s with my exact hardware setup and model, so I'm hoping to get the same gains.
I tried both on Windows (WSL) and Ubuntu but I'm getting the same result -- seems to compile, run and load up fine, but all responses are HT... | 2026-01-21T16:11:11 | https://www.reddit.com/r/LocalLLaMA/comments/1qj22vd/anyone_successfully_compile_and_run_ik_llamacpp/ | kiwibonga | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qj22vd | false | null | t3_1qj22vd | /r/LocalLLaMA/comments/1qj22vd/anyone_successfully_compile_and_run_ik_llamacpp/ | false | false | self | 5 | null |
GPT OSS 120B on Nvidia Spark not generating structured output | 0 | Hello, has anyone been able to generate structured output in JSON format using Gpt OSS 120B on blackwell architecture like Nvidia Spark?
The output is always broken.
I'm using the official vllm image from nvidia. | 2026-01-21T16:01:46 | https://www.reddit.com/r/LocalLLaMA/comments/1qj1ta2/gpt_oss_120b_on_nvidia_spark_not_generating/ | Vegetable-Web3932 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qj1ta2 | false | null | t3_1qj1ta2 | /r/LocalLLaMA/comments/1qj1ta2/gpt_oss_120b_on_nvidia_spark_not_generating/ | false | false | self | 0 | null |
One-shot single page web development: pacman clone - GLM 4.7 vs GLM 4.7 Flash vs GLM 4.5 Air vs Gemini 3 Pro vs Gemini 3 Flash - Results available for online testing - Prompt and instructions provided for testing with other models | 102 | I am a big fan of testing coding models by asking them to do one or few shots simple development. I have just ran a test asking them to one-shot a pacman clone as a single webpage. The results did not actually match my expectation: I thought Gemini 3 Pro would be the clear winner, followed by Gemini 3 Flash, and then G... | 2026-01-21T15:36:18 | https://www.reddit.com/r/LocalLLaMA/comments/1qj13uh/oneshot_single_page_web_development_pacman_clone/ | ex-arman68 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qj13uh | false | null | t3_1qj13uh | /r/LocalLLaMA/comments/1qj13uh/oneshot_single_page_web_development_pacman_clone/ | false | false | self | 102 | null |
Any good model? (for ~1-3 GB VRAM). Don't say more than 1. | 0 | I'veen trying to run local AI on 1-3 GB VRAM, but there are lot of models. So any good model? | 2026-01-21T15:31:05 | https://www.reddit.com/r/LocalLLaMA/comments/1qj0ym2/any_good_model_for_13_gb_vram_dont_say_more_than_1/ | Ok-Type-7663 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qj0ym2 | false | null | t3_1qj0ym2 | /r/LocalLLaMA/comments/1qj0ym2/any_good_model_for_13_gb_vram_dont_say_more_than_1/ | false | false | self | 0 | null |
Best LLM for translating Japanese to English (for playing a visual novel)? | 3 | Hi! I've been trying to play a visual novel that's only in Japanese (Noise Voice of Snow, to be more specific), and I figured I'd hook up LM studio to the translation program I'm using and have that set up. Thing is, I'm wondering what the best LLM for translating the in-game text would be for the most accurate transla... | 2026-01-21T15:29:32 | https://www.reddit.com/r/LocalLLaMA/comments/1qj0wyo/best_llm_for_translating_japanese_to_english_for/ | Rin_the_octoling | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qj0wyo | false | null | t3_1qj0wyo | /r/LocalLLaMA/comments/1qj0wyo/best_llm_for_translating_japanese_to_english_for/ | false | false | self | 3 | null |
[Model Release] RHAM_ID (3B) and its "Sleek" variant - Looking for feedback! | 0 |
Hi everyone! I've just released two versions of my new 3B model and I would love to get some feedback from the community.
RHAM_ID: The base version. It's more talkative and tries to answer everything in detail. RHAM_v1.5_Sleek: A specialized version for those who hate verbosity. It's very concise and "almost silent"... | 2026-01-21T15:26:43 | https://www.reddit.com/r/LocalLLaMA/comments/1qj0u84/model_release_rham_id_3b_and_its_sleek_variant/ | IndividualLanky8221 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qj0u84 | false | null | t3_1qj0u84 | /r/LocalLLaMA/comments/1qj0u84/model_release_rham_id_3b_and_its_sleek_variant/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': 'CA2n3A0ssaB3PV9uY7gaCxvQAPMcOYdDbhkZsfkWELA', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/CA2n3A0ssaB3PV9uY7gaCxvQAPMcOYdDbhkZsfkWELA.png?width=108&crop=smart&auto=webp&s=800a7cff8db76547636a6c9f141b0bcc2719bb92', 'width': 108}, {'height': 116, 'url': 'h... |
Picked up a 128 GiB Strix Halo laptop, what coding oriented models will be best on that hardware? | 2 | I'm an LLM skeptic, for a variety of reasons, one of them being not wanting to hand over all coding capability to an expensive subscription from a few big companies. But also curious about them, in particular evaluating them for different tasks, and possibly trying to fine tune them to see if local models can be fine t... | 2026-01-21T15:24:41 | https://www.reddit.com/r/LocalLLaMA/comments/1qj0s5d/picked_up_a_128_gib_strix_halo_laptop_what_coding/ | annodomini | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qj0s5d | false | null | t3_1qj0s5d | /r/LocalLLaMA/comments/1qj0s5d/picked_up_a_128_gib_strix_halo_laptop_what_coding/ | false | false | self | 2 | null |
KVzap: Fast, Adaptive, and Faithful KV Cache Pruning | 12 | \*Growing context lengths in transformer-based language models have made the key-value (KV) cache a critical inference bottleneck. While many KV cache pruning methods have been proposed, they have not yet been adopted in major inference engines due to speed--accuracy trade-offs. We introduce KVzap, a fast, input-adapti... | 2026-01-21T15:21:18 | https://arxiv.org/abs/2601.07891 | Thrumpwart | arxiv.org | 1970-01-01T00:00:00 | 0 | {} | 1qj0ott | false | null | t3_1qj0ott | /r/LocalLLaMA/comments/1qj0ott/kvzap_fast_adaptive_and_faithful_kv_cache_pruning/ | false | false | default | 12 | null |
Devstral 24b similar models | 1 | I had a code mix of swift and objc. needed to add extra parameters and slight tweaking etc.
Tested that with: qwen 3 coder q8, glm air q4, gpt oss 120b q4, nemotron nano q8 and devstral 24b q8 And glm4.7 flash.
only devstral gave good usable code, like 80-90% then i edited it to make it work properly. Other models w... | 2026-01-21T15:09:08 | https://www.reddit.com/r/LocalLLaMA/comments/1qj0de0/devstral_24b_similar_models/ | pravbk100 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qj0de0 | false | null | t3_1qj0de0 | /r/LocalLLaMA/comments/1qj0de0/devstral_24b_similar_models/ | false | false | self | 1 | null |
What are the differences between Manus AI and tools like ClaudeCode and some CLI tools? | 0 | I think Manus AI is basically a collection of Claude Code tools filled with pre-defined MCPs and various skills. I've seen more and more applications and open-source projects similar to Manus AI, such as the recent Cowork and the earlier Minimax agent.
I've tried them all, and for me, I didn't feel any difference. I... | 2026-01-21T15:04:57 | https://www.reddit.com/r/LocalLLaMA/comments/1qj09le/what_are_the_differences_between_manus_ai_and/ | ZMFooo | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qj09le | false | null | t3_1qj09le | /r/LocalLLaMA/comments/1qj09le/what_are_the_differences_between_manus_ai_and/ | false | false | self | 0 | null |
Can someone explain to me how to use tools properly when using Docker and LM Studio? | 0 | I want to use the docker mainly so can someone explain how to get the tools like duck duck go, and Wikipedia to work? My AI is saying it doesn't have access to any tools or integrations but I definitely added them in the MCP Toolsets area
If someone could help it would be really appreciated, Im exhausted at this point... | 2026-01-21T14:54:32 | https://www.reddit.com/r/LocalLLaMA/comments/1qizzdr/can_someone_explain_to_me_how_to_use_tools/ | SignificanceWorth370 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qizzdr | false | null | t3_1qizzdr | /r/LocalLLaMA/comments/1qizzdr/can_someone_explain_to_me_how_to_use_tools/ | false | false | self | 0 | null |
GLM-4.7-Flash / nvidia-nemotron-3-nano-30b-a3b / qwen3-30b-a3b-instruct-2507 | 0 | qwen3-30b-a3b-instruct-2507 looks still good. The benchmark is benchmark.
I asked them to solve t to the power of t equals 49
nemotron thinks 1 hour and cannot stop until I stop it.
GLM cannot read the question and keep thinking.
gguf/ggufs/qwen3-30b-a3b-instruct-2507-ud-q8\_k\_xl.gguf works great withou... | 2026-01-21T14:51:34 | https://www.reddit.com/r/LocalLLaMA/comments/1qizwn7/glm47flash_nvidianemotron3nano30ba3b/ | ywis797 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qizwn7 | false | null | t3_1qizwn7 | /r/LocalLLaMA/comments/1qizwn7/glm47flash_nvidianemotron3nano30ba3b/ | false | false | self | 0 | null |
I must be lost and out of touch to proceed.? Question... | 0 | I am using LMstudios to start experiencing models.
There are so many.
I am looking for a model in the 30B ish area for now that allows content learning and document learning learning.
Maybe I am asking to much, or not understanding how it all works yet?
But its what I am looking to try and do local. | 2026-01-21T14:46:44 | https://www.reddit.com/r/LocalLLaMA/comments/1qizs9l/i_must_be_lost_and_out_of_touch_to_proceed/ | Ztoxed | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qizs9l | false | null | t3_1qizs9l | /r/LocalLLaMA/comments/1qizs9l/i_must_be_lost_and_out_of_touch_to_proceed/ | false | false | self | 0 | null |
Local model for OpenCode with 4090? | 0 | I want to slop my way through a boring as heck migration; within the Linux Kernel Git server, there's that project `sparse` - and I need it's features. But, it's written with GNU C Extensions, so it won't compile under MSVC (it probably would via clang). But, this is literally just a few migrations and rewrites away - ... | 2026-01-21T14:37:42 | https://www.reddit.com/r/LocalLLaMA/comments/1qizk1e/local_model_for_opencode_with_4090/ | IngwiePhoenix | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qizk1e | false | null | t3_1qizk1e | /r/LocalLLaMA/comments/1qizk1e/local_model_for_opencode_with_4090/ | false | false | self | 0 | null |
Cost comparison: AI Subscription vs local H100 | 0 | 2026-01-21T14:29:12 | https://www.youtube.com/watch?v=SmYNK0kqaDI | takuonline | youtube.com | 1970-01-01T00:00:00 | 0 | {} | 1qizc9s | false | {'oembed': {'author_name': 'Caleb Writes Code', 'author_url': 'https://www.youtube.com/@CalebWritesCode', 'height': 200, 'html': '<iframe width="356" height="200" src="https://www.youtube.com/embed/SmYNK0kqaDI?feature=oembed&enablejsapi=1" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media... | t3_1qizc9s | /r/LocalLLaMA/comments/1qizc9s/cost_comparison_ai_subscription_vs_local_h100/ | false | false | default | 0 | {'enabled': False, 'images': [{'id': '6vZLWS9ac4ixFzXGqO_Whaowp7s28FYl61L50UC5Zz8', 'resolutions': [{'height': 81, 'url': 'https://external-preview.redd.it/6vZLWS9ac4ixFzXGqO_Whaowp7s28FYl61L50UC5Zz8.jpeg?width=108&crop=smart&auto=webp&s=ae04e999d8ee989832d0fa353efb6b1e08bde61d', 'width': 108}, {'height': 162, 'url': '... | |
I built a multi-model "Cognitive Architecture" (Intellect + Will + Conscience) that stops 99.6% of jailbreaks. Runs for $0.005/turn | 0 | Hi everyone,
I want to share the results of a challenge I ran this past weekend in this community and r/PromptEngineering
The hypothesis? That a multi-model system (splitting the AI into separate roles: "Generation", "Gatekeeping", and "Audit") maintains identity and safety far better than a single large model ever ... | 2026-01-21T14:26:26 | https://www.reddit.com/r/LocalLLaMA/comments/1qiz9se/i_built_a_multimodel_cognitive_architecture/ | forevergeeks | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qiz9se | false | null | t3_1qiz9se | /r/LocalLLaMA/comments/1qiz9se/i_built_a_multimodel_cognitive_architecture/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': '0MFpoFmv_UMjf5nI19PiMJgSuLb-7iQQuVQCMrCxI04', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/0MFpoFmv_UMjf5nI19PiMJgSuLb-7iQQuVQCMrCxI04.png?width=108&crop=smart&auto=webp&s=592e6b63f57acb101eace6fd37e2704b3488f455', 'width': 108}, {'height': 108, 'url': 'h... |
We tested every VLM for Arabic document extraction. Here's what actually works. | 3 | We're building document extraction for Arabic use cases — government forms, handwritten fields, stamps, tables, text scattered everywhere. Spent the last few weeks testing every OCR/VLM option we could find.
**TL;DR:** Gemini (2.5-pro and 3-pro) is the only model that actually works reliably. Everything else failed or... | 2026-01-21T14:12:43 | https://www.reddit.com/r/LocalLLaMA/comments/1qiyxl4/we_tested_every_vlm_for_arabic_document/ | No-Reindeer-9968 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qiyxl4 | false | null | t3_1qiyxl4 | /r/LocalLLaMA/comments/1qiyxl4/we_tested_every_vlm_for_arabic_document/ | false | false | self | 3 | null |
What's the strongest model for code writing and mathematical problem solving for 12GB of vram? | 2 | I am using openevolve and shinkaevolve (open source versions of aalphaevolve) and I want to get the best results possible. Would it be a quant of OSS:20b? | 2026-01-21T14:09:20 | https://www.reddit.com/r/LocalLLaMA/comments/1qiyum5/whats_the_strongest_model_for_code_writing_and/ | MrMrsPotts | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qiyum5 | false | null | t3_1qiyum5 | /r/LocalLLaMA/comments/1qiyum5/whats_the_strongest_model_for_code_writing_and/ | false | false | self | 2 | null |
I scanned 2,500 Hugging Face models for malware. The results were kinda interesting. | 0 | Hi everyone,
I got curious about what is actually inside the models we download every day. So I grabbed a random sample of 2500 models from the "New" and "Trending" tabs on Hugging Face and ran them through a custom scanner I'm building.
The results were pretty interesting. 86 models failed the check. Here is exactly... | 2026-01-21T14:05:32 | https://www.reddit.com/r/LocalLLaMA/comments/1qiyran/i_scanned_2500_hugging_face_models_for_malware/ | arsbrazh12 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qiyran | false | null | t3_1qiyran | /r/LocalLLaMA/comments/1qiyran/i_scanned_2500_hugging_face_models_for_malware/ | false | false | self | 0 | null |
What system prompt wouldyou suggest to add for this use case? | 0 | i had added attachment of a picture consisting to micro SD cards. My question to Gemini was which one of this is more suitable for insta 360, it give the answer perfectly (which was expected) but the thing that I was not expecting is Gemini proactively explained me not to go for uhs-ii cards, as they are not optimised ... | 2026-01-21T13:59:50 | https://www.reddit.com/r/LocalLLaMA/comments/1qiym1z/what_system_prompt_wouldyou_suggest_to_add_for/ | KiranjotSingh | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qiym1z | false | null | t3_1qiym1z | /r/LocalLLaMA/comments/1qiym1z/what_system_prompt_wouldyou_suggest_to_add_for/ | false | false | self | 0 | null |
Group buy for Intel Arc MAXSUN GPUs (EU) | 4 | Hi everyone,
I’m checking interest for a **potential group buy of Intel Arc GPUs from MAXSUN** for **EU buyers** (private individuals and professionals).
**Key points:**
* Group buy validated from **5 units of the same model**
* **Shipping from France (EU → EU)** → no customs, no import fees
* **FedEx shipping**, in... | 2026-01-21T13:56:47 | https://www.reddit.com/r/LocalLLaMA/comments/1qiyjjg/group_buy_for_intel_arc_maxsun_gpus_eu/ | Valdus_Heresi | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qiyjjg | false | null | t3_1qiyjjg | /r/LocalLLaMA/comments/1qiyjjg/group_buy_for_intel_arc_maxsun_gpus_eu/ | false | false | 4 | null | |
GLM-4.7-Flash-GGUF bug fix - redownload for better outputs | 112 | Jan 21 update: llama.cpp fixed a bug that caused looping and poor outputs. We updated the GGUFs - please re-download the model for much better outputs.
You can now use Z.ai's recommended parameters and get great results:
You can now use Z.ai's recommended parameters and get great results:
* For general use-case: `--... | 2026-01-21T13:34:00 | https://www.reddit.com/r/LocalLLaMA/comments/1qiy0ha/glm47flashgguf_bug_fix_redownload_for_better/ | etherd0t | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qiy0ha | false | null | t3_1qiy0ha | /r/LocalLLaMA/comments/1qiy0ha/glm47flashgguf_bug_fix_redownload_for_better/ | false | false | self | 112 | {'enabled': False, 'images': [{'id': 'iXh1Zz8U8dfvFOiPj8QbluR06yEkjL8hGaLr63LRNVg', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/iXh1Zz8U8dfvFOiPj8QbluR06yEkjL8hGaLr63LRNVg.png?width=108&crop=smart&auto=webp&s=01a4e63fbd2e9bd8bd10d983338d9284fd879c13', 'width': 108}, {'height': 116, 'url': 'h... |
Is there a standard set of benchmarks for memory systems/RAG systems? | 6 | Basically what the title says.
I tried making my own memory/RAG system as a fun project and wanted to see how it compares against Graphiti, MemGPT and whatever's launching this week for LLM memory systems.
Are there any benchmarks I can use to compare them? | 2026-01-21T13:28:45 | https://www.reddit.com/r/LocalLLaMA/comments/1qixw4q/is_there_a_standard_set_of_benchmarks_for_memory/ | wasteofwillpower | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qixw4q | false | null | t3_1qixw4q | /r/LocalLLaMA/comments/1qixw4q/is_there_a_standard_set_of_benchmarks_for_memory/ | false | false | self | 6 | null |
Building small android apps using local models | 1 | Hi everyone,
Just wondering if anyone has done such with fully vibe coding and used local models?
Looking for best practices and some guidance where to start.
Got several odeas that are simple enough that could be done just havent done any app developement previously and I see as opportunity to start.
Local host sp... | 2026-01-21T13:11:57 | https://www.reddit.com/r/LocalLLaMA/comments/1qixi7b/building_small_android_apps_using_local_models/ | FlanFederal8447 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qixi7b | false | null | t3_1qixi7b | /r/LocalLLaMA/comments/1qixi7b/building_small_android_apps_using_local_models/ | false | false | self | 1 | null |
Fix for GLM 4.7 Flash has been merged into llama.cpp | 309 | The world is saved! | 2026-01-21T12:29:19 | https://github.com/ggml-org/llama.cpp/pull/18980 | jacek2023 | github.com | 1970-01-01T00:00:00 | 0 | {} | 1qiwm3c | false | null | t3_1qiwm3c | /r/LocalLLaMA/comments/1qiwm3c/fix_for_glm_47_flash_has_been_merged_into_llamacpp/ | false | false | 309 | {'enabled': False, 'images': [{'id': 'P0aZfAO5cQnwgz36bD9sAcDcttCXWcTbQBhIkzY76fc', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/P0aZfAO5cQnwgz36bD9sAcDcttCXWcTbQBhIkzY76fc.png?width=108&crop=smart&auto=webp&s=d42c719c21f260f27ad5a1562a5f0b19951deb8f', 'width': 108}, {'height': 108, 'url': 'h... | |
Qwen3-0.6B Generative Recommendation | 7 | I'm looking to use the Qwen3-0.6B model for generative recommendation from queries to websites. Has anyone done similar work? I'd appreciate any shared experience.
Example
query: nba
response: [www.nba.com](http://www.nba.com) | 2026-01-21T12:19:53 | https://www.reddit.com/r/LocalLLaMA/comments/1qiwf4f/qwen306b_generative_recommendation/ | InevitableConcept983 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qiwf4f | false | null | t3_1qiwf4f | /r/LocalLLaMA/comments/1qiwf4f/qwen306b_generative_recommendation/ | false | false | self | 7 | {'enabled': False, 'images': [{'id': 'uAKOvb_KnbMoi4Ct_4-TCrrh-zkUcWO9jMCJJv7zlRA', 'resolutions': [{'height': 80, 'url': 'https://external-preview.redd.it/uAKOvb_KnbMoi4Ct_4-TCrrh-zkUcWO9jMCJJv7zlRA.jpeg?width=108&crop=smart&auto=webp&s=b586afe3281158083a669426ae6d8331233fa058', 'width': 108}, {'height': 161, 'url': '... |
LM Studio FOREVER downloading MLX engine | 3 | I'm using LM Studio v0.3.39 (desktop on macos).
The MLX engine says "Downloading 0%" but never downloads anything. I tried killing and restarting the app. I tried restarting the whole system. Also cleaned some caches via terminal. I tried changing from Stable to Beta (runtime extension packs).
Nothing works.
Ha... | 2026-01-21T12:03:32 | mouseofcatofschrodi | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1qiw3oh | false | null | t3_1qiw3oh | /r/LocalLLaMA/comments/1qiw3oh/lm_studio_forever_downloading_mlx_engine/ | false | false | default | 3 | {'enabled': True, 'images': [{'id': 'sgx42kxjzoeg1', 'resolutions': [{'height': 105, 'url': 'https://preview.redd.it/sgx42kxjzoeg1.jpeg?width=108&crop=smart&auto=webp&s=b79c602d233a133067e02c95547241e7e391ae2c', 'width': 108}, {'height': 211, 'url': 'https://preview.redd.it/sgx42kxjzoeg1.jpeg?width=216&crop=smart&auto=... | |
Looking for fast translation model like tencent/HY-MT1.5-1.8B but with larger output | 1 | I tried tencent/HY-MT1.5-1.8B and its extremely fast but unfortunaltey it returns nothing if I give it more lines to translate..... I'm running the gguf version on llama.cpp, is there any alternative? I need to translate roughly 50k context per time at once | 2026-01-21T11:43:12 | https://www.reddit.com/r/LocalLLaMA/comments/1qivpj5/looking_for_fast_translation_model_like/ | CaterpillarOne6711 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qivpj5 | false | null | t3_1qivpj5 | /r/LocalLLaMA/comments/1qivpj5/looking_for_fast_translation_model_like/ | false | false | self | 1 | null |
LLMs value | 0 | Think of this as a thought experiment. LLM pricing should be tied to their zero-shot intelligence.
Stronger zero-shot performance implies higher intrinsic value in the computation itself. In practice, many companies price output tokens at 4–5× the cost of input tokens, implicitly arguing that outputs carry the “intell... | 2026-01-21T11:42:42 | https://www.reddit.com/r/LocalLLaMA/comments/1qivp84/llms_value/ | Optimalutopic | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qivp84 | false | null | t3_1qivp84 | /r/LocalLLaMA/comments/1qivp84/llms_value/ | false | false | self | 0 | null |
OpenRouter Devstral 2 2512 (free) Deprecating on the 27th | 0 | With OpenRouter depreciating Devstral 2 2512 (free) on the 27th of this month, I'm curious if anyone here has any input or thoughts on this. I've recently started using OpenRouter (beginning of this month), and I can definitely see why many of you use it. I've been working on using various models available through them... | 2026-01-21T11:41:43 | fallen0523 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1qivol1 | false | null | t3_1qivol1 | /r/LocalLLaMA/comments/1qivol1/openrouter_devstral_2_2512_free_deprecating_on/ | false | false | default | 0 | {'enabled': True, 'images': [{'id': '3bkhzfgmuoeg1', 'resolutions': [{'height': 55, 'url': 'https://preview.redd.it/3bkhzfgmuoeg1.png?width=108&crop=smart&auto=webp&s=1f13a26315f0ef882d6856f8e129c7e01de04033', 'width': 108}, {'height': 111, 'url': 'https://preview.redd.it/3bkhzfgmuoeg1.png?width=216&crop=smart&auto=web... | |
Unity + Ollama: Using a private PC server as a "Local Cloud" for Mobile AI Agents | 0 | Like many of you, I got hit hard by the Gemini API quota reductions in December. I was building a generative AI assistant for mobile, but the new 429 rate limits made testing impossible on the free tier.
I decided to pivot and host my own backend. Since local LLMs aren't viable *on* mobile devices yet, I built a bridg... | 2026-01-21T11:30:34 | https://www.reddit.com/r/LocalLLaMA/comments/1qivhbd/unity_ollama_using_a_private_pc_server_as_a_local/ | Swimming-Price8302 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qivhbd | false | null | t3_1qivhbd | /r/LocalLLaMA/comments/1qivhbd/unity_ollama_using_a_private_pc_server_as_a_local/ | false | false | self | 0 | null |
Why is China giving away SOTA models? A theory | 0 | one thought i can't shake from my mind:
why are Chinese AI labs sharing their sota LLMs to open source?
What i mean:
\- in the world where we see an AI race, especially between China and USA, China shares "sota" llms....
\- The USA has already blocked all imports of nvidia chips to China, and China shares their ... | 2026-01-21T11:18:10 | https://www.reddit.com/r/LocalLLaMA/comments/1qiv93f/why_is_china_giving_away_sota_models_a_theory/ | Cheeeaaat | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qiv93f | false | null | t3_1qiv93f | /r/LocalLLaMA/comments/1qiv93f/why_is_china_giving_away_sota_models_a_theory/ | false | false | self | 0 | null |
Local file search engine that understands your documents (OCR + Semantic Search) - Open Source. | 87 | Hi Llammas!
I’ve been working on **File Brain**, an open-source desktop tool that lets you search your local files using natural language. It runs 100% locally on your machine.
# The Problem
We have thousands of files (PDFs, Office docs, images, archives, etc) in our hard drives and we constantly forget their filena... | 2026-01-21T10:59:51 | Hamza3725 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1qiuxko | false | null | t3_1qiuxko | /r/LocalLLaMA/comments/1qiuxko/local_file_search_engine_that_understands_your/ | false | false | 87 | {'enabled': True, 'images': [{'id': 'vZ_XY07TFDeO9gnEcD4IAUTO53oB-LMr94LdWZx5-jw', 'resolutions': [{'height': 77, 'url': 'https://preview.redd.it/j5duc1vhgoeg1.png?width=108&crop=smart&auto=webp&s=ee1c4485322cc4fc39c1b480f9fddb570d31aab8', 'width': 108}, {'height': 155, 'url': 'https://preview.redd.it/j5duc1vhgoeg1.png... | ||
I built a "Physics Filter" to clean Common Crawl. Here is the 190k High-Density STEM snapshot (0.17% yield). | 0 | Most of us can relate to training models on unfiltered raw mass market data. Filtering for academic structure and then measuring uniqueness based on information theory , we were able to refine raw FineWeb data into distilled, high quality, lower loss training data.
**The Stack:**
* **Input:** \~95M documents scanned ... | 2026-01-21T10:49:36 | https://www.reddit.com/r/LocalLLaMA/comments/1qiuri4/i_built_a_physics_filter_to_clean_common_crawl/ | Hot_Accident_5437 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qiuri4 | false | null | t3_1qiuri4 | /r/LocalLLaMA/comments/1qiuri4/i_built_a_physics_filter_to_clean_common_crawl/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': 'apgAnQ2BRgbEkyszOyZeC_YIMZGOCuNHPtwKSMIQgFc', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/apgAnQ2BRgbEkyszOyZeC_YIMZGOCuNHPtwKSMIQgFc.png?width=108&crop=smart&auto=webp&s=fc5cc8fa34883d8cc1edf9abd6318a30488bbddf', 'width': 108}, {'height': 116, 'url': 'h... |
I’m hooked to Claude opus at work and need an open weight alternative for my personal projects. | 0 | Hi.
I get pretty much uncapped access to Claude opus at work and I’m hooked up to it. But for my personal needs and projects I simply can’t afford its subscription and need help figuring out an open weight alternative that is as good as Claude… please suggest models and where to try them and get subscription if I’m s... | 2026-01-21T10:36:47 | https://www.reddit.com/r/LocalLLaMA/comments/1qiujva/im_hooked_to_claude_opus_at_work_and_need_an_open/ | NoFudge4700 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qiujva | false | null | t3_1qiujva | /r/LocalLLaMA/comments/1qiujva/im_hooked_to_claude_opus_at_work_and_need_an_open/ | false | false | self | 0 | null |
RTX 5070ti for Machine Learning (ML) | 0 | Ive been wondering if the new 5070ti is good for ML and some complex training
And is the cuda and vram enough for this gpu ? I will get a 7 7800x3d cpu | 2026-01-21T10:25:46 | https://www.reddit.com/r/LocalLLaMA/comments/1qiudbq/rtx_5070ti_for_machine_learning_ml/ | Spirited_Condition44 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qiudbq | false | null | t3_1qiudbq | /r/LocalLLaMA/comments/1qiudbq/rtx_5070ti_for_machine_learning_ml/ | false | false | self | 0 | null |
Knowledge distillation with Claude as the interface: trained a 0.6B model to match GPT-class performance on Text2SQL in a singe conversation | 162 |
Wanted to share a workflow for training small, task-specific models without the usual ML setup overhead.
**The problem:** Off-the-shelf small models are bad at specialized tasks. Qwen3 0.6B on Text2SQL gives you stuff like this:
```sql
-- Question: "Which artists have total album sales over 1 million?"
-- Qwen3 0.6B... | 2026-01-21T10:14:30 | party-horse | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1qiu6jo | false | null | t3_1qiu6jo | /r/LocalLLaMA/comments/1qiu6jo/knowledge_distillation_with_claude_as_the/ | false | false | default | 162 | {'enabled': True, 'images': [{'id': '64ya7ykngoeg1', 'resolutions': [{'height': 60, 'url': 'https://preview.redd.it/64ya7ykngoeg1.png?width=108&crop=smart&auto=webp&s=4c9c2b61e0f8e3a526c50da8f163f9f3d5b4d349', 'width': 108}, {'height': 121, 'url': 'https://preview.redd.it/64ya7ykngoeg1.png?width=216&crop=smart&auto=web... | |
Trained a local Text2SQL model by chatting with Claude – here's how it went | 1 | [removed] | 2026-01-21T10:06:13 | party-horse | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1qiu1bp | false | null | t3_1qiu1bp | /r/LocalLLaMA/comments/1qiu1bp/trained_a_local_text2sql_model_by_chatting_with/ | false | false | default | 1 | {'enabled': True, 'images': [{'id': '0e916o0efoeg1', 'resolutions': [{'height': 60, 'url': 'https://preview.redd.it/0e916o0efoeg1.png?width=108&crop=smart&auto=webp&s=794b7fa1eb7a23dc9ad2468e7d024d8087815809', 'width': 108}, {'height': 121, 'url': 'https://preview.redd.it/0e916o0efoeg1.png?width=216&crop=smart&auto=web... | |
Trained a local Text2SQL model by chatting with Claude – here's how it went | 1 | [removed] | 2026-01-21T10:00:39 | [deleted] | 1970-01-01T00:00:00 | 0 | {} | 1qitxwb | false | null | t3_1qitxwb | /r/LocalLLaMA/comments/1qitxwb/trained_a_local_text2sql_model_by_chatting_with/ | false | false | default | 1 | null | ||
dgx spark could be faster?? | 0 | 2026-01-21T09:59:36 | https://youtube.com/watch?v=Ze5XLooTt6g&si=OeDrFroPqoDlfOlt | Chance-Studio-8242 | youtube.com | 1970-01-01T00:00:00 | 0 | {} | 1qitx7o | false | {'oembed': {'author_name': 'Alex Ziskind', 'author_url': 'https://www.youtube.com/@AZisk', 'height': 200, 'html': '<iframe width="356" height="200" src="https://www.youtube.com/embed/Ze5XLooTt6g?feature=oembed&enablejsapi=1" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; pi... | t3_1qitx7o | /r/LocalLLaMA/comments/1qitx7o/dgx_spark_could_be_faster/ | false | false | default | 0 | {'enabled': False, 'images': [{'id': 'BR5mwnlSc_w1F4MG9KwfSJpLJinR1gww-j8w40VY_AA', 'resolutions': [{'height': 81, 'url': 'https://external-preview.redd.it/BR5mwnlSc_w1F4MG9KwfSJpLJinR1gww-j8w40VY_AA.jpeg?width=108&crop=smart&auto=webp&s=bb8808443cf671b6f8925fa9b4172eb76a10188d', 'width': 108}, {'height': 162, 'url': '... | |
Question on censorship for Chinese LLMs | 0 | So I just recently got to work with the GLM 4.7 flash and tested it for some very low-hanging censorship prompts.
Turns out it doesn't deny historical events that CCP denies or cencors as opposed to GLM 4.7.
What are your thoughts? I suppose it could be some oddities with generation that's being discussed with llama.... | 2026-01-21T09:59:17 | https://www.reddit.com/r/LocalLLaMA/comments/1qitx13/question_on_censorship_for_chinese_llms/ | k_means_clusterfuck | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qitx13 | false | null | t3_1qitx13 | /r/LocalLLaMA/comments/1qitx13/question_on_censorship_for_chinese_llms/ | false | false | self | 0 | null |
Which single LLM benchmark task is most relevant to your daily life tasks? | 13 | What is the one LLM benchmark that tests and evaluates models on tasks which align with most of your daily life? | 2026-01-21T09:55:28 | https://www.reddit.com/r/LocalLLaMA/comments/1qitusf/which_single_llm_benchmark_task_is_most_relevant/ | ChippingCoder | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qitusf | false | null | t3_1qitusf | /r/LocalLLaMA/comments/1qitusf/which_single_llm_benchmark_task_is_most_relevant/ | false | false | self | 13 | null |
The Case for a $600 Local LLM Machine | 0 | # [The Case for a $600 Local LLM Machine](https://tonythomas.net/?p=102)
**Using the Base Model Mac mini M4**
https://preview.redd.it/y5eaf7tjcoeg1.png?width=1182&format=png&auto=webp&s=1c65e148398d0a2c1ab3470b74348a491fc929f9
**by Tony Thomas**
It started as a simple experiment. How much real work could I do o... | 2026-01-21T09:50:53 | https://www.reddit.com/r/LocalLLaMA/comments/1qits8b/the_case_for_a_600_local_llm_machine/ | tony10000 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qits8b | false | null | t3_1qits8b | /r/LocalLLaMA/comments/1qits8b/the_case_for_a_600_local_llm_machine/ | false | false | 0 | null | |
Beginner - looking for good local LLM for STEM use | 1 | Hi! I’m looking to set up a local LLM for offline use, mainly for STEM-related tasks (math and coding) when my internet is down (which happens frequently in my country).
My setup: 4070 Super with 32 GB ram
Any tips are greatly appreciated
thanks in advance! | 2026-01-21T09:04:13 | https://www.reddit.com/r/LocalLLaMA/comments/1qit1gq/beginner_looking_for_good_local_llm_for_stem_use/ | Best_Category_2573 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qit1gq | false | null | t3_1qit1gq | /r/LocalLLaMA/comments/1qit1gq/beginner_looking_for_good_local_llm_for_stem_use/ | false | false | self | 1 | null |
ai-radar.it | 0 | 2026-01-21T08:52:24 | https://ai-radar.it | Conscious_Might9593 | ai-radar.it | 1970-01-01T00:00:00 | 0 | {} | 1qisup4 | false | null | t3_1qisup4 | /r/LocalLLaMA/comments/1qisup4/airadarit/ | false | false | 0 | {'enabled': False, 'images': [{'id': '8uiBOi_K_aNPRPBTCUU_YMl3H52aPeqvbpw3dMoiR50', 'resolutions': [{'height': 60, 'url': 'https://external-preview.redd.it/8uiBOi_K_aNPRPBTCUU_YMl3H52aPeqvbpw3dMoiR50.jpeg?width=108&crop=smart&auto=webp&s=60cd17c32cbbbfda2dc5e1d037253d48cc3b4ee2', 'width': 108}, {'height': 121, 'url': '... | ||
Olmo 3.1 32B Think beats Claude Opus 4.5, Sonnet 4.5, Grok 3, DeepSeek V3.2 on constraint satisfaction reasoning | 0 | Running daily peer evaluations where frontier models judge each other blind (The Multivac). Today's results on a hard reasoning puzzle surprised me.
**The Task:** Schedule 5 people for meetings Mon-Fri with 9 logical constraints. Classic constraint satisfaction — requires recognizing that 5 people means someone's off ... | 2026-01-21T08:51:09 | https://www.reddit.com/r/LocalLLaMA/comments/1qisu0u/olmo_31_32b_think_beats_claude_opus_45_sonnet_45/ | Silver_Raspberry_811 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qisu0u | false | null | t3_1qisu0u | /r/LocalLLaMA/comments/1qisu0u/olmo_31_32b_think_beats_claude_opus_45_sonnet_45/ | false | false | 0 | null | |
What local LLM model is best for Haskell? | 4 | 2026-01-21T08:48:31 | https://www.reddit.com/r/haskell/comments/1qispvs/what_local_llm_model_is_best_for_haskell/ | AbsolutelyStateless | reddit.com | 1970-01-01T00:00:00 | 0 | {} | 1qissjs | false | null | t3_1qissjs | /r/LocalLLaMA/comments/1qissjs/what_local_llm_model_is_best_for_haskell/ | false | false | default | 4 | null | |
ai-radar.it | 1 | 2026-01-21T08:44:37 | https://www.reddit.com/gallery/1qisq7z | Conscious_Might9593 | reddit.com | 1970-01-01T00:00:00 | 0 | {} | 1qisq7z | false | null | t3_1qisq7z | /r/LocalLLaMA/comments/1qisq7z/airadarit/ | false | false | 1 | null | ||
Moving beyond vibe-coding | 2 | While it is fun to one-shot small tasks using Gemini CLI, Claude Code, Qwen Code, Aider etc, working on larger code bases and modifying them can be different.
What are the tricks and tips that you found to be most effective for working long term with coding LLMs on larger code bases?
I'm looking to see if I'm missing... | 2026-01-21T08:33:40 | https://www.reddit.com/r/LocalLLaMA/comments/1qisk36/moving_beyond_vibecoding/ | DeltaSqueezer | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qisk36 | false | null | t3_1qisk36 | /r/LocalLLaMA/comments/1qisk36/moving_beyond_vibecoding/ | false | false | self | 2 | null |
Ill be on a 16 hours flight hence I need the best local llm for coding | 0 | hello all, ill be moving from Asia to Europe and I need good local llm model for my macbook air m4 16gb RAM
i have downloaded all movies and series but I dont think I can stand watching it all for 4 hours straight
my usecase:
\- coding mainly js/ts,go,
\- wanna vibe code, is it possible to connect local llm to cl... | 2026-01-21T08:22:13 | https://www.reddit.com/r/LocalLLaMA/comments/1qisdmy/ill_be_on_a_16_hours_flight_hence_i_need_the_best/ | Haikal019 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qisdmy | false | null | t3_1qisdmy | /r/LocalLLaMA/comments/1qisdmy/ill_be_on_a_16_hours_flight_hence_i_need_the_best/ | false | false | self | 0 | null |
Why do the models take up more space then expected? | 2 | So I have tested a few 30b moe models on lm studio, which all are about 24gb in file size (with quantization). My problem now is that when I load up the models even with a context size of 10k, it fills up my 16gb of vram and 24gb of ram (I have an Rx 6800 and ddr5 ram if that matters). So how does that make sense!? Is ... | 2026-01-21T08:11:13 | https://www.reddit.com/r/LocalLLaMA/comments/1qis76x/why_do_the_models_take_up_more_space_then_expected/ | Achso998 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qis76x | false | null | t3_1qis76x | /r/LocalLLaMA/comments/1qis76x/why_do_the_models_take_up_more_space_then_expected/ | false | false | self | 2 | null |
Aider's documentation for getting connected to local inference sucks. Hopefully this helps. | 9 | To anyone who is attempting to get Aider set up with your pre-existing local inference, the documentation is nearly devoid of details or helpful examples.
It turns out you need multiple files configured in your home directory (on linux) with specific information, and some must be formatted in not-obvious ways.
First ... | 2026-01-21T08:05:37 | https://www.reddit.com/r/LocalLLaMA/comments/1qis3y9/aiders_documentation_for_getting_connected_to/ | synth_mania | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qis3y9 | false | null | t3_1qis3y9 | /r/LocalLLaMA/comments/1qis3y9/aiders_documentation_for_getting_connected_to/ | false | false | self | 9 | {'enabled': False, 'images': [{'id': 'nEkWU_iRPHcIypRX18tqK7LINGrqAvGclSxnrrFqHsg', 'resolutions': [{'height': 52, 'url': 'https://external-preview.redd.it/nEkWU_iRPHcIypRX18tqK7LINGrqAvGclSxnrrFqHsg.jpeg?width=108&crop=smart&auto=webp&s=dc8f099736496e87b3cfec00187210acd0357512', 'width': 108}, {'height': 105, 'url': '... |
Here is how to get GLM 4.7 working on llama.cpp with flash attention and correct outputs | 97 | Tested GPU: RTX 6000 Blackwell
Tested GGUF: [https://huggingface.co/unsloth/GLM-4.7-Flash-GGUF](https://huggingface.co/unsloth/GLM-4.7-Flash-GGUF)
1) Use this git branch to enable flash attention on CUDA
[https://github.com/am17an/llama.cpp/tree/glm\_4.7\_headsize](https://github.com/am17an/llama.cpp/tree/glm_4.7_... | 2026-01-21T07:07:52 | https://www.reddit.com/r/LocalLLaMA/comments/1qir5eq/here_is_how_to_get_glm_47_working_on_llamacpp/ | TokenRingAI | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qir5eq | false | null | t3_1qir5eq | /r/LocalLLaMA/comments/1qir5eq/here_is_how_to_get_glm_47_working_on_llamacpp/ | false | false | self | 97 | {'enabled': False, 'images': [{'id': 'iXh1Zz8U8dfvFOiPj8QbluR06yEkjL8hGaLr63LRNVg', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/iXh1Zz8U8dfvFOiPj8QbluR06yEkjL8hGaLr63LRNVg.png?width=108&crop=smart&auto=webp&s=01a4e63fbd2e9bd8bd10d983338d9284fd879c13', 'width': 108}, {'height': 116, 'url': 'h... |
My hotrodded strix halo + rtx pro 4000 Blackwell | 14 | 2026-01-21T06:53:29 | https://www.reddit.com/r/LocalLLaMA/comments/1qiqwha/my_hotrodded_strix_halo_rtx_pro_4000_blackwell/ | sputnik13net | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qiqwha | false | null | t3_1qiqwha | /r/LocalLLaMA/comments/1qiqwha/my_hotrodded_strix_halo_rtx_pro_4000_blackwell/ | false | false | 14 | null | ||
GLM 4.7 FA tracking | 6 | For anybody who was curious (like me..) about where the FA ~~fix~~ work was for llama.cpp:
[https://github.com/ggml-org/llama.cpp/pull/18953](https://github.com/ggml-org/llama.cpp/pull/18953)
and
[https://github.com/ggml-org/llama.cpp/pull/18980](https://github.com/ggml-org/llama.cpp/pull/18980)
Looks like good w... | 2026-01-21T06:46:48 | https://www.reddit.com/r/LocalLLaMA/comments/1qiqsaw/glm_47_fa_tracking/ | ShengrenR | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qiqsaw | false | null | t3_1qiqsaw | /r/LocalLLaMA/comments/1qiqsaw/glm_47_fa_tracking/ | false | false | self | 6 | {'enabled': False, 'images': [{'id': 'FFpR21I9UrG2PLN3W1GKIGVwdT9M3UrA-5cQIDgl-fE', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/FFpR21I9UrG2PLN3W1GKIGVwdT9M3UrA-5cQIDgl-fE.png?width=108&crop=smart&auto=webp&s=c5d54785b804044acc44bc2114635961c889aae7', 'width': 108}, {'height': 108, 'url': 'h... |
Security as a structure: How protection mechanisms shape the meaning of LLM responses -SL-20 | 0 | In recent months, the focus on large-scale language models has shifted noticeably. In governance, administration, and data protection contexts, the question is no longer simply whether AI systems are allowed to respond. The increasing focus is on how they respond. More cautious formulations, stronger generalizations, s... | 2026-01-21T06:45:10 | https://www.reddit.com/r/LocalLLaMA/comments/1qiqr81/security_as_a_structure_how_protection_mechanisms/ | ParadoxeParade | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qiqr81 | false | null | t3_1qiqr81 | /r/LocalLLaMA/comments/1qiqr81/security_as_a_structure_how_protection_mechanisms/ | false | false | self | 0 | null |
Glm 4.7 flash, insane memory usage on MLX (LM studio) | 15 | I don't know what I'm doing wrong, I also tried gguf version and memory consumption was stable at 48 / 64gb
But with mlx version. it just runs properly the first 10k tokens, then starts memory swapping on my m3 max 64gb and the speed tanks to the point it's unusable.
Doesn't matter if I do q4 or q8, same thing... | 2026-01-21T06:40:20 | https://www.reddit.com/r/LocalLLaMA/comments/1qiqo54/glm_47_flash_insane_memory_usage_on_mlx_lm_studio/ | Enragere | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qiqo54 | false | null | t3_1qiqo54 | /r/LocalLLaMA/comments/1qiqo54/glm_47_flash_insane_memory_usage_on_mlx_lm_studio/ | false | false | self | 15 | null |
How are people scaling LLM workloads beyond a single GPU? | 2 | Feels like most setups start with one GPU, but LLM workflows do not really stay that simple.
Do you keep upgrading a single card, or split things across multiple GPUs or cloud resources?
Interested in what has been practical long term. | 2026-01-21T06:39:16 | https://www.reddit.com/r/LocalLLaMA/comments/1qiqnev/how_are_people_scaling_llm_workloads_beyond_a/ | frentro_max | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qiqnev | false | null | t3_1qiqnev | /r/LocalLLaMA/comments/1qiqnev/how_are_people_scaling_llm_workloads_beyond_a/ | false | false | self | 2 | null |
HIerarchos first release!! Research paper + github | 0 | # The Hierarchos Architecture: A Paradigm Shift in Parameter-Efficient, Zero-Pretraining Instruction Following
# 1. Introduction: The Post-Scaling Era and the Tabula Rasa Challenge
The contemporary landscape of Artificial Intelligence (AI) is dominated by a single, overwhelming heuristic: the scaling law. This princi... | 2026-01-21T06:27:13 | https://www.reddit.com/r/LocalLLaMA/comments/1qiqfrl/hierarchos_first_release_research_paper_github/ | PhysicsDisastrous462 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qiqfrl | false | null | t3_1qiqfrl | /r/LocalLLaMA/comments/1qiqfrl/hierarchos_first_release_research_paper_github/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': 'wle_uD2g7gAz3dB6uzPZSQ-u9tVmNFyqH-Xi7386C4o', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/wle_uD2g7gAz3dB6uzPZSQ-u9tVmNFyqH-Xi7386C4o.png?width=108&crop=smart&auto=webp&s=49a4e7895072bbf65035bdc5a94f06cf96926a4e', 'width': 108}, {'height': 108, 'url': 'h... |
Got Desk Rejected from ARR because a figure was "barely readable" (despite being vector PDFs). Is this normal? (ACL 2026) | 0 | [Figure 1](https://preview.redd.it/vn3wys9x8neg1.png?width=2150&format=png&auto=webp&s=397531aaa92004c7ee605cd49c8a88708aa1a8b2)
I recently submitted a paper to **ACL 2026** (Jan 2026 cycle), and I just received a **desk rejection** notification. The specific reason given was that one of my figures was "barely readabl... | 2026-01-21T06:09:50 | https://www.reddit.com/r/LocalLLaMA/comments/1qiq49q/got_desk_rejected_from_arr_because_a_figure_was/ | VoiceBeer | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qiq49q | false | null | t3_1qiq49q | /r/LocalLLaMA/comments/1qiq49q/got_desk_rejected_from_arr_because_a_figure_was/ | false | false | 0 | null | |
Claude Code costs up to $200 a month. Goose does the same thing for free. | 0 | Here's something from *VentureBeat* for you all to rage on :)
To save you some time, in the setting up section they suggest to install ollama and then do `ollama run qwen2.5` to get a model running, which by default will give the user Qwen2.5 7B at Q4\_K\_M. As we all know, this is exactly the same as the $200 subscri... | 2026-01-21T06:09:19 | https://www.reddit.com/r/LocalLLaMA/comments/1qiq3yg/claude_code_costs_up_to_200_a_month_goose_does/ | tmvr | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qiq3yg | false | null | t3_1qiq3yg | /r/LocalLLaMA/comments/1qiq3yg/claude_code_costs_up_to_200_a_month_goose_does/ | false | false | self | 0 | null |
Update - Day #6 of building an LM from scratch | 27 | So I finally got everything stable. Loss was steadily dropping until eventually it plateaued at around 4-5 at the end.
I switched to just DataParallel because DDP was impossible in Windows as I found out during Day 4. However in my findings, DataParallel was actually bottlenecking my system. It was training faster on... | 2026-01-21T06:06:32 | https://www.reddit.com/r/LocalLLaMA/comments/1qiq26v/update_day_6_of_building_an_lm_from_scratch/ | AllTheCoins | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qiq26v | false | null | t3_1qiq26v | /r/LocalLLaMA/comments/1qiq26v/update_day_6_of_building_an_lm_from_scratch/ | false | false | self | 27 | null |
Anyone got llama working on Truenas? | 2 | I’ve been trying to get llama.cpp working on Truenas with an Intel GPU and have gotten to the point of madness.
I already have ollama running with a 12Gb nvidia card and given it’s a “native app” in the apps catalogue, I was able to get it set up easily.
But recently I can into possession of an Intel B60, given it’s ... | 2026-01-21T06:06:09 | https://www.reddit.com/r/LocalLLaMA/comments/1qiq1xm/anyone_got_llama_working_on_truenas/ | Fit_West_8253 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qiq1xm | false | null | t3_1qiq1xm | /r/LocalLLaMA/comments/1qiq1xm/anyone_got_llama_working_on_truenas/ | false | false | self | 2 | null |
Notes from Physics of Language Models papers | 4 | Sharing some notes from two papers from the Physics of Language Models line of work
Part 2.1 - Hidden Reasoning Process - [https://shreyansh26.github.io/post/2024-09-21\_physics-of-lms-2-1-grade-school-math-and-the-hidden-reasoning-process/](https://shreyansh26.github.io/post/2024-09-21_physics-of-lms-2-1-grade-school... | 2026-01-21T05:55:41 | https://www.reddit.com/r/LocalLLaMA/comments/1qiputo/notes_from_physics_of_language_models_papers/ | shreyansh26 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qiputo | false | null | t3_1qiputo | /r/LocalLLaMA/comments/1qiputo/notes_from_physics_of_language_models_papers/ | false | false | self | 4 | null |
How are you guys optimizing Local LLM performance? | 5 | Hi everyone 👋 we’re a team working on high-performance computing infrastructure for AI workloads, including local and on-prem LLMs.
We’ve been following discussions here and noticed a lot of hands-on experience with model serving, quantization, GPU memory limits, and inference speed, which is exactly what we’re i... | 2026-01-21T05:55:07 | https://www.reddit.com/r/LocalLLaMA/comments/1qipuft/how_are_you_guys_optimizing_local_llm_performance/ | Express_Problem_609 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qipuft | false | null | t3_1qipuft | /r/LocalLLaMA/comments/1qipuft/how_are_you_guys_optimizing_local_llm_performance/ | false | false | self | 5 | null |
AI engineers’ Discord for sharing papers, benchmarks, and real-world ML workloads | 1 | Hi everyone,
We recently started a **Discord community focused on AI and ML engineering**, mainly as a place to share and discuss:
* interesting AI / ML papers
* datasets and benchmarks
* practical engineering experiences (LLMs, inference, fine-tuning, infra)
To encourage early participation and real technical discu... | 2026-01-21T05:39:28 | https://www.reddit.com/r/LocalLLaMA/comments/1qipjqf/ai_engineers_discord_for_sharing_papers/ | Nora_ww | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qipjqf | false | null | t3_1qipjqf | /r/LocalLLaMA/comments/1qipjqf/ai_engineers_discord_for_sharing_papers/ | false | false | self | 1 | null |
Two Heads Is All I Need | 4 | One lovely feature of GLM-4-32B-0414 is that it uses only \*\*2\*\* kv heads, which saves a lot of kv cache.
Sadly, in GLM-4.7-Flash, GQA is not used any more. | 2026-01-21T05:36:08 | https://www.reddit.com/r/LocalLLaMA/comments/1qiphdr/two_heads_is_all_i_need/ | foldl-li | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qiphdr | false | null | t3_1qiphdr | /r/LocalLLaMA/comments/1qiphdr/two_heads_is_all_i_need/ | false | false | self | 4 | null |
Are runtime guardrails for AI agents still an open problem? | 0 | I’ve been working with LLM-based agents (tool calling, multi-step workflows), and things usually look fine in local testing but once deployed, issues start showing up:
* hallucinated actions or tool misuse
* unexpected API calls
* context leaking across steps
* different behavior under real load
Prompt-based guardra... | 2026-01-21T05:31:34 | Both_Squirrel_4720 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1qipe87 | false | null | t3_1qipe87 | /r/LocalLLaMA/comments/1qipe87/are_runtime_guardrails_for_ai_agents_still_an/ | false | false | default | 0 | {'enabled': True, 'images': [{'id': 'yrrwahvb2neg1', 'resolutions': [{'height': 49, 'url': 'https://preview.redd.it/yrrwahvb2neg1.jpeg?width=108&crop=smart&auto=webp&s=9f084b78f562ad7acb2d8f5a83bc1508cf76d52d', 'width': 108}, {'height': 99, 'url': 'https://preview.redd.it/yrrwahvb2neg1.jpeg?width=216&crop=smart&auto=we... | |
Need tips for small llama machine maybe with external gps sometime | 0 | Hi I’ve been interested in buying a Mac mini or Mac Studio to use as a iPad Tunnel for coding it would be awesome to have some sort of local loom on it like the new glam flash but also reasoning models I’m not expecting the best of the best but I would like to be able to train a model as well to learn more about it in ... | 2026-01-21T05:16:21 | https://www.reddit.com/r/LocalLLaMA/comments/1qip3lp/need_tips_for_small_llama_machine_maybe_with/ | wes_ly | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qip3lp | false | null | t3_1qip3lp | /r/LocalLLaMA/comments/1qip3lp/need_tips_for_small_llama_machine_maybe_with/ | false | false | self | 0 | null |
The Cockroach, The Code, and The Dream | 0 | https://reddit.com/link/1qip06j/video/uuza69c6xmeg1/player
# The Beginning
It was during my second year, second semester. I found myself eating lunch alone after my close friends had dropped out for various reasons. Living in Taiwan on just 10,000 baht (\~$280 USD) a month from my parents wasn't cutting it, and I did... | 2026-01-21T05:11:35 | https://www.reddit.com/r/LocalLLaMA/comments/1qip06j/the_cockroach_the_code_and_the_dream/ | fais-1669 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qip06j | false | null | t3_1qip06j | /r/LocalLLaMA/comments/1qip06j/the_cockroach_the_code_and_the_dream/ | false | false | self | 0 | null |
You have 16gb ram & VRAM unified memory (Apple Silicon). Internet is permanently shut off: what 3 models are the ones you use? | 0 | No more internet: you have 3 models you can run
What local models are you using? | 2026-01-21T05:07:16 | https://www.reddit.com/r/LocalLLaMA/comments/1qiox2c/you_have_16gb_ram_vram_unified_memory_apple/ | region23 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qiox2c | false | null | t3_1qiox2c | /r/LocalLLaMA/comments/1qiox2c/you_have_16gb_ram_vram_unified_memory_apple/ | false | false | self | 0 | null |
The Cockroach, The Code, and The Dream | 1 | here is sample i was trying to connect to external led it won't | 2026-01-21T05:01:28 | https://v.redd.it/nmow07s0vmeg1 | fais-1669 | /r/LocalLLaMA/comments/1qiossd/the_cockroach_the_code_and_the_dream/ | 1970-01-01T00:00:00 | 0 | {} | 1qiossd | false | {'reddit_video': {'bitrate_kbps': 5000, 'dash_url': 'https://v.redd.it/nmow07s0vmeg1/DASHPlaylist.mpd?a=1771693301%2CN2NhZmM5NzM2YTJkMDU1ZWNmMTBiNWMyMmNkNjkxNWE5MzcyYzcwYzI5MDhjMTczOGM1MzllOWY2MmQyYzAyZg%3D%3D&v=1&f=sd', 'duration': 39, 'fallback_url': 'https://v.redd.it/nmow07s0vmeg1/CMAF_1080.mp4?source=fallback', 'h... | t3_1qiossd | /r/LocalLLaMA/comments/1qiossd/the_cockroach_the_code_and_the_dream/ | false | false | 1 | {'enabled': False, 'images': [{'id': 'aTJsZzkzeDB2bWVnMdViey3ynUQhop7Fjo_V8awoe88-z5JZWlx7E0RXvEHR', 'resolutions': [{'height': 192, 'url': 'https://external-preview.redd.it/aTJsZzkzeDB2bWVnMdViey3ynUQhop7Fjo_V8awoe88-z5JZWlx7E0RXvEHR.png?width=108&crop=smart&format=pjpg&auto=webp&s=d39c5b0cecf4dcda31b8f325afe3c019dbd5... | |
I'm almost positive this sub is under attack. I would urge others to be careful about downloading/running repos from anonymous sources | 85 | This sub is being bombarded with weird *"I spent [time block] on [existing product]"* code posts. They all seem to have a few things in common:
- all accounts seem to have chatgpt-slopped histories after a clear cutoff point (a random day in their post history when they start talking in chatgpt-isms)
- the post histo... | 2026-01-21T04:37:36 | https://www.reddit.com/r/LocalLLaMA/comments/1qiobth/im_almost_positive_this_sub_is_under_attack_i/ | ForsookComparison | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qiobth | false | null | t3_1qiobth | /r/LocalLLaMA/comments/1qiobth/im_almost_positive_this_sub_is_under_attack_i/ | false | false | self | 85 | null |
I tracked context degradation across 847 agent runs. Here's when performance actually falls off a cliff. | 59 | I've been running local agents (mostly Llama 3.1 70B, some Qwen 2.5 72B) for dev automation tasks—things like multi-file refactors, long debugging sessions, iterative code generation.
After months of frustration with agents forgetting instructions mid-task or suddenly ignoring constraints I'd set earlier, I started lo... | 2026-01-21T04:34:43 | https://www.reddit.com/r/LocalLLaMA/comments/1qio9nj/i_tracked_context_degradation_across_847_agent/ | Main_Payment_6430 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qio9nj | false | null | t3_1qio9nj | /r/LocalLLaMA/comments/1qio9nj/i_tracked_context_degradation_across_847_agent/ | false | false | self | 59 | {'enabled': False, 'images': [{'id': 'ILwBvypkWngwFP2MedPqp49XIm_AQ6-AQ8dSQLgJfcs', 'resolutions': [{'height': 56, 'url': 'https://external-preview.redd.it/ILwBvypkWngwFP2MedPqp49XIm_AQ6-AQ8dSQLgJfcs.png?width=108&crop=smart&auto=webp&s=dd04f42535a1c011beffc23812268f13d22a05bb', 'width': 108}, {'height': 113, 'url': 'h... |
Has anyone seen the new camb ai model release? | 8 | Basically the title. Their launch video showed their model being used in livestream sports broadcast which is absolutely insane.
What's the trick here? How is latency so low but the voice quality so high? This is genuinely the first time I couldn't tell that what I heard was AI. | 2026-01-21T04:23:43 | https://www.reddit.com/r/LocalLLaMA/comments/1qio1ic/has_anyone_seen_the_new_camb_ai_model_release/ | CarpetNo5579 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qio1ic | false | null | t3_1qio1ic | /r/LocalLLaMA/comments/1qio1ic/has_anyone_seen_the_new_camb_ai_model_release/ | false | false | self | 8 | null |
We have come a long way in Voice + Prosody cloning | Demo | 2 | Here is the demo for a project that I took up to get familiar with the Speech AI / Voice AI ecosystem. It is targeted to be a high-fidelity video2video dubbing system that doesn't try to be real-time.
Currently, it only supports English->French dubbing but I will be adding more.
Pipeline: TIGER for audio splittin... | 2026-01-21T04:08:17 | https://www.reddit.com/r/LocalLLaMA/comments/1qinq1x/we_have_come_a_long_way_in_voice_prosody_cloning/ | Warm-Professor-9299 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qinq1x | false | null | t3_1qinq1x | /r/LocalLLaMA/comments/1qinq1x/we_have_come_a_long_way_in_voice_prosody_cloning/ | false | false | nsfw | 2 | {'enabled': False, 'images': [{'id': 'yludz1MTV_R9w3J_cSuS0sDF3BvjPJglsCCvLcddd50', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/yludz1MTV_R9w3J_cSuS0sDF3BvjPJglsCCvLcddd50.png?width=108&crop=smart&auto=webp&s=ebfdc20cddebdef331ab483e25b253d2e9ee71c4', 'width': 108}, {'height': 108, 'url': 'h... |
LFM2.5 1.2B as a web search agent | 6 | I've been looking for the smallest (a.k.a fastest) model to use as a search agent. I currently use Gemma3:4b which is fine on my M4 Pro but just is low enough (especially with TFTT) that I end up using google/brave/perplexity - all of whose AI summaries are pretty good.
So with LFM2.5:1.2b I thought I finally had the... | 2026-01-21T04:01:08 | https://www.reddit.com/r/LocalLLaMA/comments/1qinkfi/lfm25_12b_as_a_web_search_agent/ | rm-rf-rm | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qinkfi | false | null | t3_1qinkfi | /r/LocalLLaMA/comments/1qinkfi/lfm25_12b_as_a_web_search_agent/ | false | false | self | 6 | null |
Amazon shopping automation without vision: DeepSeek R1 local planner + ~3B local executor, verification-gated | 1 | I’ve been running a small case study to answer a question I see a lot in local agent discussions:
>Do you really need a big vision model to automate a “hostile” site like Amazon, or can you do it with a small local model if you engineer the control plane?
**The setup (what changed)**
The key change wasn’t “better pr... | 2026-01-21T03:45:59 | https://www.reddit.com/r/LocalLLaMA/comments/1qin8wi/amazon_shopping_automation_without_vision/ | Aggressive_Bed7113 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qin8wi | false | null | t3_1qin8wi | /r/LocalLLaMA/comments/1qin8wi/amazon_shopping_automation_without_vision/ | false | false | self | 1 | null |
Offloom UI updated, Pocket TTS, button toggles for more control on how the AI responds. Coming soon to steam (for free) | 4 | Offloom is a one click steam download built for your gamer friends who want to get into private AI, but don't want to spend the time and effort learning how to use github, models, RAG, etc. I'm releasing it for free because I believe local AI should be available to everyone (with access to a decent GPU I should say).
... | 2026-01-21T03:39:05 | https://v.redd.it/7vl8v17xfmeg1 | Little-Put6364 | /r/LocalLLaMA/comments/1qin3kz/offloom_ui_updated_pocket_tts_button_toggles_for/ | 1970-01-01T00:00:00 | 0 | {} | 1qin3kz | false | {'reddit_video': {'bitrate_kbps': 5000, 'dash_url': 'https://v.redd.it/7vl8v17xfmeg1/DASHPlaylist.mpd?a=1771688354%2CMDRjNzU3ZTlhMTEwOWFiYTMwOGRjNGQzOWEyYWU5NDVjYjlmODQ5YTE0MmE3OWQwZWNlZGNkMzc5ZTdlYjY5Yg%3D%3D&v=1&f=sd', 'duration': 93, 'fallback_url': 'https://v.redd.it/7vl8v17xfmeg1/CMAF_1080.mp4?source=fallback', 'h... | t3_1qin3kz | /r/LocalLLaMA/comments/1qin3kz/offloom_ui_updated_pocket_tts_button_toggles_for/ | false | false | 4 | {'enabled': False, 'images': [{'id': 'MGs0NTA5N3hmbWVnMVGoaPcRwo9b6KS8N1W6VYsXd5zO-JpR5FywunMd4OJp', 'resolutions': [{'height': 60, 'url': 'https://external-preview.redd.it/MGs0NTA5N3hmbWVnMVGoaPcRwo9b6KS8N1W6VYsXd5zO-JpR5FywunMd4OJp.png?width=108&crop=smart&format=pjpg&auto=webp&s=66b2923304485b0d4ae81b1d0f393812b819b... | |
Multi-Model low spec question | 1 | How would I run Llama3 4b 8Q tje 5.5gb model and a 2gb copy of kokoro and make them both work? Keep getting OOM errors...
Rocking a 45w 8gb 4060 in an MSI laptop. (told ya low specs) Im guessing if this isnt liking life my hope of a see me hear me talk to me, mildly stupid, home Jarvis might be dead... Cant afford to ... | 2026-01-21T03:27:47 | https://www.reddit.com/r/LocalLLaMA/comments/1qimupt/multimodel_low_spec_question/ | Wooden_Leek_7258 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qimupt | false | null | t3_1qimupt | /r/LocalLLaMA/comments/1qimupt/multimodel_low_spec_question/ | false | false | self | 1 | null |
Which model can I use for entity and relationship extraction? | 3 | I'm trying to build a knowledge graph from a set of documents. To do that, I need to extract entities and their relations from the chunks as structured JSON.
I initially tried using OpenAI models (4.1-nano), but quickly realized the cost was proibitive (around $0.30 for \~300 chunks).
I'm now experimenting with Oll... | 2026-01-21T03:25:16 | https://www.reddit.com/r/LocalLLaMA/comments/1qimsqf/which_model_can_i_use_for_entity_and_relationship/ | gitmonk | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qimsqf | false | null | t3_1qimsqf | /r/LocalLLaMA/comments/1qimsqf/which_model_can_i_use_for_entity_and_relationship/ | false | false | self | 3 | null |
I spent 48 hours building an open source and fully self hosted alternative to Claude Cowork | 0 | Hey guys, I spent the last 48 hours experimenting with Claude Code and ended up building Kuse Cowork, an open source alternative to Claude Cowork that is fully self hosted.
The main motivation was to run everything entirely on local LLMs, without relying on external APIs or cloud services.
Kuse Cowork is written comp... | 2026-01-21T03:21:42 | https://github.com/kuse-ai/kuse_cowork | Fair_Imagination_545 | github.com | 1970-01-01T00:00:00 | 0 | {} | 1qimpro | false | null | t3_1qimpro | /r/LocalLLaMA/comments/1qimpro/i_spent_48_hours_building_an_open_source_and/ | false | false | default | 0 | {'enabled': False, 'images': [{'id': 'fm6lCTKFtxdK2NUdUDXMGMs9-3IcuhAN1PK4yNWAEoM', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/fm6lCTKFtxdK2NUdUDXMGMs9-3IcuhAN1PK4yNWAEoM.png?width=108&crop=smart&auto=webp&s=f3c97ebefc5a09529b252532e112cd95da0ac80c', 'width': 108}, {'height': 108, 'url': 'h... |
A770 16g or 3060 12g | 1 | I already have a 3080 (10g) so I would either be augmenting or replacing it with one of the two options. I‘d get a 5060ti but no luck finding a good deal yet.
The older cards are both very cheap used, but I don’t know if Intel driver issues are still so bad that 12g of Nvidia beats 16gb of Intel. | 2026-01-21T03:16:38 | https://www.reddit.com/r/LocalLLaMA/comments/1qimlnz/a770_16g_or_3060_12g/ | FrozenBuffalo25 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qimlnz | false | null | t3_1qimlnz | /r/LocalLLaMA/comments/1qimlnz/a770_16g_or_3060_12g/ | false | false | self | 1 | null |
Hello, I am looking to get some feedback/advice for my personal AI project. | 0 | Hello everyone.
I have been working on a personal AI project for 6 months and looking to get some feedback or advice, if anyone has.
Right now, I am using glm 4.7 on llama.cpp with pipelines, memory stacks, too calling, and attached sub-agents (claude/codex code) for labor/time consuming work cuz mine's local a... | 2026-01-21T03:14:11 | https://www.reddit.com/r/LocalLLaMA/comments/1qimjqo/hello_i_am_looking_to_get_some_feedbackadvice_for/ | Mean_Bird_6331 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qimjqo | false | null | t3_1qimjqo | /r/LocalLLaMA/comments/1qimjqo/hello_i_am_looking_to_get_some_feedbackadvice_for/ | false | false | self | 0 | null |
Gemini 2.5 TTS paired with RVC? | 1 | I recently came across google's gemini 2.5 pro TTS. The quality is actually incredible. I feel like the realism is on par with elevenlabs. However, each generation results in a different version of the voice used. However, the narration was very solid. I have a voice outside of the tts that I want to use. If I train an... | 2026-01-21T03:10:25 | https://www.reddit.com/r/LocalLLaMA/comments/1qimgpv/gemini_25_tts_paired_with_rvc/ | Mysterious-Comment94 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qimgpv | false | null | t3_1qimgpv | /r/LocalLLaMA/comments/1qimgpv/gemini_25_tts_paired_with_rvc/ | false | false | self | 1 | null |
MSI MAG b650 Tomahawk pcie lane bifurcation | 2 | I am looking to add a second gpu to my system. I can see in the bios I can configure the PCie\_1 from auto to 8x/8x but no other documentation anywhere lists if this works and I can use a pcie lane bificuration card to this slot to run to gpus at pcie 4 8x/8x.
Could someone please confirm the BIOS is telling me what ... | 2026-01-21T02:55:23 | https://www.reddit.com/r/LocalLLaMA/comments/1qim4ip/msi_mag_b650_tomahawk_pcie_lane_bifurcation/ | ROS_SDN | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qim4ip | false | null | t3_1qim4ip | /r/LocalLLaMA/comments/1qim4ip/msi_mag_b650_tomahawk_pcie_lane_bifurcation/ | false | false | self | 2 | null |
vLLM v0.14.0 released | 163 | 2026-01-21T02:50:09 | https://github.com/vllm-project/vllm/releases/tag/v0.14.0 | jinnyjuice | github.com | 1970-01-01T00:00:00 | 0 | {} | 1qim0e9 | false | null | t3_1qim0e9 | /r/LocalLLaMA/comments/1qim0e9/vllm_v0140_released/ | false | false | default | 163 | {'enabled': False, 'images': [{'id': '09XZY9bYFkjK1xfZ16UA__JE3yDYBU7C83HKWilthGw', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/09XZY9bYFkjK1xfZ16UA__JE3yDYBU7C83HKWilthGw.png?width=108&crop=smart&auto=webp&s=0bebf50fb03a85fcd8cc7811d024bb8d217bdc7b', 'width': 108}, {'height': 108, 'url': 'h... | |
Need help, None of my mcp tools are registering!? | 0 | Please help! My AI model is either refusing to use the tools or they just aren't working, can someone please explain what I could be doing wrong? | 2026-01-21T02:20:42 | https://www.reddit.com/gallery/1qilckw | SignificanceWorth370 | reddit.com | 1970-01-01T00:00:00 | 0 | {} | 1qilckw | false | null | t3_1qilckw | /r/LocalLLaMA/comments/1qilckw/need_help_none_of_my_mcp_tools_are_registering/ | false | false | 0 | null | |
Is it possible to pair Nvidia GPU with AMD or Intel second GPU just for the fast VRAM? | 3 | For example, can we pair 5070T1 (16GB) with like Intel B570 10GB VRAM for total of 26GB to host 24GB models? | 2026-01-21T02:11:48 | https://www.reddit.com/r/LocalLLaMA/comments/1qil584/is_it_possible_to_pair_nvidia_gpu_with_amd_or/ | danuser8 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qil584 | false | null | t3_1qil584 | /r/LocalLLaMA/comments/1qil584/is_it_possible_to_pair_nvidia_gpu_with_amd_or/ | false | false | self | 3 | null |
Having issues locally hosting an AI with LM Studio | 1 | Id appreciate help, I have multiple things integrated with my ai And when I ask my ai what tools it has access to it says jibberish and also does this any time I ask a question where it'd need to use the tools. | 2026-01-21T02:02:12 | https://www.reddit.com/gallery/1qikxa1 | SignificanceWorth370 | reddit.com | 1970-01-01T00:00:00 | 0 | {} | 1qikxa1 | false | null | t3_1qikxa1 | /r/LocalLLaMA/comments/1qikxa1/having_issues_locally_hosting_an_ai_with_lm_studio/ | false | false | default | 1 | null |
devstral small 2 vs glm 4.7 flash for agentic coding | 2 | What do you guys think about these two models?
I've been trying to get GLM 4.7 Flash to work as amazingly as I've read it can perform, but it always gets stuck in loops. Devstral Small 2, on the other hand, seems to be the most capable model in this class right now for development. It's stable, rarely encountering err... | 2026-01-21T01:51:45 | https://www.reddit.com/r/LocalLLaMA/comments/1qikoi5/devstral_small_2_vs_glm_47_flash_for_agentic/ | synth_mania | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qikoi5 | false | null | t3_1qikoi5 | /r/LocalLLaMA/comments/1qikoi5/devstral_small_2_vs_glm_47_flash_for_agentic/ | false | false | self | 2 | null |
Better than Qwen3-30B-Coder? | 5 | I've been claudemaxxing with reckless abandon, and I've managed to use up not just the 5h quota, but the weekly all-model quota. The withdrawal is real.
I have a local setup with dual 3090s, I can run Qwen3 30B Coder on it (quantized obvs). It's fast! But it's not that smart, compared to Opus 4.5 anyway.
It's been a ... | 2026-01-21T01:43:12 | https://www.reddit.com/r/LocalLLaMA/comments/1qikhj3/better_than_qwen330bcoder/ | zhambe | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qikhj3 | false | null | t3_1qikhj3 | /r/LocalLLaMA/comments/1qikhj3/better_than_qwen330bcoder/ | false | false | self | 5 | null |
Stop pretending your AI agents are "autonomous" when they can't even survive a network blip. | 0 | We are all lying to ourselves. We call these things "autonomous agents," but in reality, they are just expensive, fragile scripts. If your agent is on step 12 of a 20-step task and your API provider has a 500ms hiccup or your local process restarts, the whole thing falls apart.
Instead of fixing the infrastructure, we... | 2026-01-21T01:28:56 | https://www.reddit.com/r/LocalLLaMA/comments/1qik63p/stop_pretending_your_ai_agents_are_autonomous/ | Interesting_Ride2443 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qik63p | false | null | t3_1qik63p | /r/LocalLLaMA/comments/1qik63p/stop_pretending_your_ai_agents_are_autonomous/ | false | false | self | 0 | null |
MVP Feedback Trello based Ralph loop | 3 | So like everyone else I was flooded with Ralph Post but I didn't like any of the implementations so I vibe coded a kanban board to run the ralph loop on the side.
Its pretty simple, it give it a prompt and it will generate steps required to complete the project and auto assign the dependencies. Setup your agents and... | 2026-01-21T01:26:17 | https://www.reddit.com/r/LocalLLaMA/comments/1qik3yj/mvp_feedback_trello_based_ralph_loop/ | DegenDataGuy | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qik3yj | false | null | t3_1qik3yj | /r/LocalLLaMA/comments/1qik3yj/mvp_feedback_trello_based_ralph_loop/ | false | false | self | 3 | {'enabled': False, 'images': [{'id': 'lw-XGPLkhTmmgwpKG06dn9bz5u34ModsOBifoA2hTYI', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/lw-XGPLkhTmmgwpKG06dn9bz5u34ModsOBifoA2hTYI.png?width=108&crop=smart&auto=webp&s=f0468c4fa80c2ee1038e8f7f14c1828f743d337d', 'width': 108}, {'height': 108, 'url': 'h... |
Beyond the Hype: A Deep Dive into the Systemic, Algorithmic, and Cognitive Roots of the “Infinite Software Crisis” | 0 | Rapid prototyping and ‘cowork’ flows are real gains. I share both the wins and the systemic, algorithmic, and cognitive risks I’m seeing. Curious to hear your experiences.
[https://www.linkedin.com/posts/xiweizhou\_beyond-the-hype-a-deep-dive-into-the-systemic-activity-7419043375317790720-Me4H?utm\_source=share&utm... | 2026-01-21T01:14:15 | https://www.reddit.com/r/LocalLLaMA/comments/1qiju02/beyond_the_hype_a_deep_dive_into_the_systemic/ | Xiwei | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qiju02 | false | null | t3_1qiju02 | /r/LocalLLaMA/comments/1qiju02/beyond_the_hype_a_deep_dive_into_the_systemic/ | false | false | self | 0 | null |
I think I am for Llama. ?? | 0 | I started writing Google, codes to predict stock movements. I setup 15 Gmails and used each ones resources to give me the processing and tools to get me the data.
I then used Python and API and began predicting even better. Was able to pull 15K stock tickers every 5 seconds.
At the same time Chatgpt and others AI ... | 2026-01-21T01:13:43 | https://www.reddit.com/r/LocalLLaMA/comments/1qijtjs/i_think_i_am_for_llama/ | Ztoxed | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qijtjs | false | null | t3_1qijtjs | /r/LocalLLaMA/comments/1qijtjs/i_think_i_am_for_llama/ | false | false | self | 0 | null |
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