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Need Help with running local LLM | 3 | Hi All, I need help running a local LLM on a home server to manage my requests locally from all my home devices, do you know a good place to start?
| 2025-12-08T19:40:16 | https://www.reddit.com/r/LocalLLaMA/comments/1phm1d8/need_help_with_running_local_llm/ | Hassan_Ali101 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1phm1d8 | false | null | t3_1phm1d8 | /r/LocalLLaMA/comments/1phm1d8/need_help_with_running_local_llm/ | false | false | self | 3 | null |
NVIDIA OS Security Update - Strongly recommended for MSI EdgeXpert users | 2 | # NOTICE: For anyone using the MSI EdgeXpert (with Nvidia DGX OS)
NVIDIA has reported several security vulnerabilities in the DGX Spark firmware that could potentially lead to code execution, data exposure, tampering, denial of service, or privilege escalation. Their full advisory is here if you want the technical run... | 2025-12-08T19:37:51 | https://www.reddit.com/r/LocalLLaMA/comments/1phlz0f/nvidia_os_security_update_strongly_recommended/ | MSI_Patrick | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1phlz0f | false | null | t3_1phlz0f | /r/LocalLLaMA/comments/1phlz0f/nvidia_os_security_update_strongly_recommended/ | false | false | self | 2 | null |
What Local LLM model have good knowledge about the movies? | 1 | So, as the title says do any of you know what would be the best or at least good LLM to use for trying to find information about movie using descprtions of the scenes and it would give me hints of the movie it could be so I can take a look if any of the ideas are the correct movie I am searching for? | 2025-12-08T19:35:11 | https://www.reddit.com/r/LocalLLaMA/comments/1phlwfr/what_local_llm_model_have_good_knowledge_about/ | film_man_84 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1phlwfr | false | null | t3_1phlwfr | /r/LocalLLaMA/comments/1phlwfr/what_local_llm_model_have_good_knowledge_about/ | false | false | self | 1 | null |
Looking for an LLMOps framework for automated flow optimization | 0 | I'm looking for an advanced solution for managing AI flows. Beyond simple visual creation (like LangFlow), I'm looking for a system that allows me to run benchmarks on specific use cases, automatically testing different variants. Specifically, the tool should be able to: Automatically modify flow connections and models... | 2025-12-08T19:24:53 | https://www.reddit.com/r/LocalLLaMA/comments/1phlmly/looking_for_an_llmops_framework_for_automated/ | panspective | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1phlmly | false | null | t3_1phlmly | /r/LocalLLaMA/comments/1phlmly/looking_for_an_llmops_framework_for_automated/ | false | false | self | 0 | null |
llama.cpp + claude code - Error reading large file - exceeds maximum allowed tokens (25000) | 0 | Hey all,
I try to read a file of 510KB, and I get this error:
`⏺ Read(resources/views/components/my-component.blade.php)`
`⎿ Error: File content (88168 tokens) exceeds maximum allowed tokens (25000).`
My LLM is set to 200.000 tokens. But I can't find anything on Claude Code and reading large files.
I've... | 2025-12-08T19:09:51 | https://www.reddit.com/r/LocalLLaMA/comments/1phl88b/llamacpp_claude_code_error_reading_large_file/ | designbanana | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1phl88b | false | null | t3_1phl88b | /r/LocalLLaMA/comments/1phl88b/llamacpp_claude_code_error_reading_large_file/ | false | false | self | 0 | null |
Agents shouldn’t run loops. They should write contracts. (Testing a contract-driven runtime) | 0 | I’ve been frustrated with how brittle most agent frameworks are. They break in two predictable ways:
1. The control flow turns into an unreadable hairball.
2. YAML “intent” doesn’t match what the runtime actually enforces.
I’m building a system called OmniNode (protocol: ONEX) to test a different model: the contract—... | 2025-12-08T18:54:35 | https://www.reddit.com/r/LocalLLaMA/comments/1phkt30/agents_shouldnt_run_loops_they_should_write/ | jonah_omninode | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1phkt30 | false | null | t3_1phkt30 | /r/LocalLLaMA/comments/1phkt30/agents_shouldnt_run_loops_they_should_write/ | false | false | self | 0 | null |
How to mimic chatgpt like behavior in API? | 0 | How does ChatGPT UI actually work? Even when having conversations longer than the model’s context length, it seems to handle them easily. How does it do that? If I want to mimic the same UI capability using the API, what strategy should I use?
Say if I have a pdf of 500k tokens and I need to create a summary of it, ch... | 2025-12-08T18:52:51 | https://www.reddit.com/r/LocalLLaMA/comments/1phkrgu/how_to_mimic_chatgpt_like_behavior_in_api/ | ExchangePersonal1384 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1phkrgu | false | null | t3_1phkrgu | /r/LocalLLaMA/comments/1phkrgu/how_to_mimic_chatgpt_like_behavior_in_api/ | false | false | self | 0 | null |
I built a deterministic AI (Era) that uses Physics instead of LLMs. 99% Fact Accuracy, runs on CPU. Open Sourcing it today. | 1 | [removed] | 2025-12-08T18:49:00 | https://www.reddit.com/r/LocalLLaMA/comments/1phknm4/i_built_a_deterministic_ai_era_that_uses_physics/ | Left_Object2581 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1phknm4 | false | null | t3_1phknm4 | /r/LocalLLaMA/comments/1phknm4/i_built_a_deterministic_ai_era_that_uses_physics/ | false | false | self | 1 | null |
HELP: Procedural road network generation algorithm | 0 | Hey!
I'm building a procedural open-world system in Unity and I'm stuck on generating a endless **road network** :|
Here's what I need:
* Roads start from a central **X-crossing** (4-way intersection) and extend in cardinal directions (N/E/S/W).
* Roads should become **curvy rural highways**, not a grid.
* **All int... | 2025-12-08T18:48:58 | https://www.reddit.com/r/LocalLLaMA/comments/1phknla/help_procedural_road_network_generation_algorithm/ | MessageEquivalent347 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1phknla | false | null | t3_1phknla | /r/LocalLLaMA/comments/1phknla/help_procedural_road_network_generation_algorithm/ | false | false | self | 0 | null |
Building Qwen3 style model from Scratch: A Complete Tutorial | 32 | I recently came across this wonderful video tutorial which teaches how to build a Qwen3-style model from scratch.
I shared this as this video tutorial will be useful to many. | 2025-12-08T18:47:36 | https://www.youtube.com/watch?v=Jaj_SQsF-BI | Dear-Success-1441 | youtube.com | 1970-01-01T00:00:00 | 0 | {} | 1phkm98 | false | {'oembed': {'author_name': 'freeCodeCamp.org', 'author_url': 'https://www.youtube.com/@freecodecamp', 'height': 200, 'html': '<iframe width="356" height="200" src="https://www.youtube.com/embed/Jaj_SQsF-BI?feature=oembed&enablejsapi=1" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gy... | t3_1phkm98 | /r/LocalLLaMA/comments/1phkm98/building_qwen3_style_model_from_scratch_a/ | false | false | default | 32 | {'enabled': False, 'images': [{'id': 'WOKywN5M_ugMf7VL794OR6f7IKzhJ6LRDX4m9cjh8sk', 'resolutions': [{'height': 81, 'url': 'https://external-preview.redd.it/WOKywN5M_ugMf7VL794OR6f7IKzhJ6LRDX4m9cjh8sk.jpeg?width=108&crop=smart&auto=webp&s=6191282afe7230e6c845b18af700f2a90631ba43', 'width': 108}, {'height': 162, 'url': '... |
Implementing nanochat using AMD’s MI300X hardware and dev credits. | 15 | tl;dr
This is a self promotion post to my latest blog and repo implementing nanochat from scratch, anyone who has tried it do give me some suggestions or any kind of feedback. I started this blog following the advice: If you want to understand a topic at length try teaching it, I did learn a lot of things during the p... | 2025-12-08T18:39:23 | https://www.reddit.com/r/LocalLLaMA/comments/1phkefq/implementing_nanochat_using_amds_mi300x_hardware/ | Icy_Gas8807 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1phkefq | false | null | t3_1phkefq | /r/LocalLLaMA/comments/1phkefq/implementing_nanochat_using_amds_mi300x_hardware/ | false | false | self | 15 | {'enabled': False, 'images': [{'id': '_M8k-XGJIMiCiZRCMJOSeKOiW1OCDQzc_q5sq_NHDjk', 'resolutions': [{'height': 63, 'url': 'https://external-preview.redd.it/_M8k-XGJIMiCiZRCMJOSeKOiW1OCDQzc_q5sq_NHDjk.jpeg?width=108&crop=smart&auto=webp&s=f20f5590bb3a12b5153acc228c0466a9bb6c72c9', 'width': 108}, {'height': 126, 'url': '... |
Tiny-A2D: An Open Recipe to Turn Any AR LM into a Diffusion LM | 95 | Code: [https://github.com/ZHZisZZ/dllm](https://github.com/ZHZisZZ/dllm)
Checkpoints: [https://huggingface.co/collections/dllm-collection/tiny-a2d](https://huggingface.co/collections/dllm-collection/tiny-a2d)
**TLDR**: You can now turn **ANY** autoregressive LM into a diffusion LM (parallel generation + infilling) ... | 2025-12-08T18:29:49 | https://v.redd.it/vzyejih3x06g1 | Individual-Ninja-141 | v.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1phk59c | false | {'reddit_video': {'bitrate_kbps': 5000, 'dash_url': 'https://v.redd.it/vzyejih3x06g1/DASHPlaylist.mpd?a=1767810606%2CNTc4MWQ4Yjc3ZTcwYjE0NjI2ZDI2N2RiOTgwZmU3NWQ5YWRlZDY5YmIxMGNmMTNhNWZjYjY0OGUyM2RhNzUwZg%3D%3D&v=1&f=sd', 'duration': 6, 'fallback_url': 'https://v.redd.it/vzyejih3x06g1/CMAF_1080.mp4?source=fallback', 'ha... | t3_1phk59c | /r/LocalLLaMA/comments/1phk59c/tinya2d_an_open_recipe_to_turn_any_ar_lm_into_a/ | false | false | 95 | {'enabled': False, 'images': [{'id': 'amg0MWxsaDN4MDZnMeq0L6tFOFYIbTBJmZOjfxjCUMUH4cuuibIVjJcy3j27', 'resolutions': [{'height': 60, 'url': 'https://external-preview.redd.it/amg0MWxsaDN4MDZnMeq0L6tFOFYIbTBJmZOjfxjCUMUH4cuuibIVjJcy3j27.png?width=108&crop=smart&format=pjpg&auto=webp&s=cc18129d41272887c43ce31afff2f8ab335df... | |
Aquif-AI HuggingFace page throws 404 after community found evidence of aquif-ai republishing work of others as their own without attribution. | 65 | Aquif is a Brazil-based organization that was publishing some open weight models on HF, mainly LLMs.
Community found evidence of aquif-Image-14B model being a [republished finetune with matching hashes](https://huggingface.co/wikeeyang/Magic-Wan-Image-v1.0/discussions/3)
One of the 800M LLM models also apparently mat... | 2025-12-08T18:23:39 | https://www.reddit.com/r/LocalLLaMA/comments/1phjz8s/aquifai_huggingface_page_throws_404_after/ | FullOf_Bad_Ideas | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1phjz8s | false | null | t3_1phjz8s | /r/LocalLLaMA/comments/1phjz8s/aquifai_huggingface_page_throws_404_after/ | false | false | self | 65 | {'enabled': False, 'images': [{'id': 'XKN8COoo1dDDHN5h5b8lgrTSASSEpcvM2POvJ4Gn5js', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/XKN8COoo1dDDHN5h5b8lgrTSASSEpcvM2POvJ4Gn5js.png?width=108&crop=smart&auto=webp&s=8c354d99e38aee637ea6390b53a0bfa8fb207cbc', 'width': 108}, {'height': 116, 'url': 'h... |
I'm calling these people out right now. | 749 | For being heroes of the community.
||
||
|**Unsloth**|Blazing fast fine-tuning + premium GGUF quants|
|**mradermacher**|Quantizes literally EVERYTHING, absolute machine|
|**bartowski**|High-quality quants, great documentation|
|**TheBloke**|The OG - before he stepped back, he was THE source|
|**LoneStriker**|Solid AWQ... | 2025-12-08T18:21:39 | https://www.reddit.com/r/LocalLLaMA/comments/1phjxca/im_calling_these_people_out_right_now/ | WeMetOnTheMountain | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1phjxca | false | null | t3_1phjxca | /r/LocalLLaMA/comments/1phjxca/im_calling_these_people_out_right_now/ | false | false | self | 749 | null |
Semantic Soft Bootstrapping: Long Context Reasoning in LLMs without Reinforcement Learning | 3 | *Long context reasoning in large language models (LLMs) has demonstrated enhancement of their cognitive capabilities via chain-of-thought (CoT) inference. Training such models is usually done via reinforcement learning with verifiable rewards (RLVR) in reasoning based problems, like math and programming. However, RLVR ... | 2025-12-08T18:13:55 | https://arxiv.org/abs/2512.05105 | Thrumpwart | arxiv.org | 1970-01-01T00:00:00 | 0 | {} | 1phjpwg | false | null | t3_1phjpwg | /r/LocalLLaMA/comments/1phjpwg/semantic_soft_bootstrapping_long_context/ | false | false | default | 3 | null |
Creating a local LLM for PhD focus-specific prelim exam studying | Experience and guide | 3 | Someone from r/LocalLLM told me to post here too, so:
I posted this to /PhD and /Gradschool to show off how local LLMs could be used as tools for studying and both were removed because they "didn't fit the sub (how?)" and were "AI slop" (not one single word in this was written by AI). So, just posting here because yal... | 2025-12-08T18:01:59 | https://www.reddit.com/r/LocalLLaMA/comments/1phje5p/creating_a_local_llm_for_phd_focusspecific_prelim/ | sylntnyte | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1phje5p | false | null | t3_1phje5p | /r/LocalLLaMA/comments/1phje5p/creating_a_local_llm_for_phd_focusspecific_prelim/ | false | false | self | 3 | null |
best coding model can run on 4x3090 | 2 | please suggest me coding model that can run on 4 x 3090
total 96 vram. | 2025-12-08T17:59:22 | https://www.reddit.com/r/LocalLLaMA/comments/1phjbfi/best_coding_model_can_run_on_4x3090/ | altxinternet | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1phjbfi | false | null | t3_1phjbfi | /r/LocalLLaMA/comments/1phjbfi/best_coding_model_can_run_on_4x3090/ | false | false | self | 2 | null |
Vram/ram ratio needed | 0 | So Ive seen some posts with insane builds with hundreds of gb of vram and not a word on normal dram. Any specific ratio to follow? Ive seen only a single post where they said that for a budget ai build, 32gb ram is great for 16gb vram. So 1:2 ratio? Please help. | 2025-12-08T17:32:09 | https://www.reddit.com/r/LocalLLaMA/comments/1phil1x/vramram_ratio_needed/ | Pure_Design_4906 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1phil1x | false | null | t3_1phil1x | /r/LocalLLaMA/comments/1phil1x/vramram_ratio_needed/ | false | false | self | 0 | null |
Heretic GPT-OSS-120B outperforms vanilla GPT-OSS-120B in coding benchmark | 50 | **Test Setup**
The following models were used, both at the "BF16" quant (i.e., unquantized MXFP4)
Vanilla: [unsloth/gpt-oss-120b-GGUF · Hugging Face](https://huggingface.co/unsloth/gpt-oss-120b-GGUF)
Heretic: [bartowski/kldzj\_gpt-oss-120b-heretic-v2-GGUF · Hugging Face](https://huggingface.co/bartowski/kldzj_gpt-... | 2025-12-08T17:27:02 | https://www.reddit.com/r/LocalLLaMA/comments/1phig6r/heretic_gptoss120b_outperforms_vanilla_gptoss120b/ | MutantEggroll | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1phig6r | false | null | t3_1phig6r | /r/LocalLLaMA/comments/1phig6r/heretic_gptoss120b_outperforms_vanilla_gptoss120b/ | false | false | 50 | null | |
Day 1 of 21 Days of Building a Small Language Model: 10 things about Neural Networks you need to know | 0 | 2025-12-08T17:20:24 | https://www.reddit.com/r/LocalLLaMA/comments/1phi9qk/day_1_of_21_days_of_building_a_small_language/ | Prashant-Lakhera | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1phi9qk | false | null | t3_1phi9qk | /r/LocalLLaMA/comments/1phi9qk/day_1_of_21_days_of_building_a_small_language/ | false | false | 0 | null | ||
I can see you guys have some monster builts. Will 32 GM Ram suffice for Local LLM ? | 0 | I want to build a wrapper LLM for a protocol I am doing and then perhaps take it on line for friends and coworkers to have a play with it.
I can see that prices go to the roof and bought the last system available at the local shop. I have asked for extra RAM, but he had none left. The system is this:
AMD Ryzen 7... | 2025-12-08T17:17:13 | https://www.reddit.com/r/LocalLLaMA/comments/1phi6pd/i_can_see_you_guys_have_some_monster_builts_will/ | Timalakeseinai | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1phi6pd | false | null | t3_1phi6pd | /r/LocalLLaMA/comments/1phi6pd/i_can_see_you_guys_have_some_monster_builts_will/ | false | false | self | 0 | null |
I built a Python script to compile natural language into efficient commands for local models (like a Synt-E protocol). | 2 | Hey everyone,
I've been going down the rabbit hole of local LLMs with Ollama, but I kept hitting a wall: models like Llama 3 are great assistants, but they often ignore my system prompts when I need them to perform a very specific, non-assistant task.
If I ask it to translate a request to write code, it just writes t... | 2025-12-08T17:16:32 | https://www.reddit.com/r/LocalLLaMA/comments/1phi622/i_built_a_python_script_to_compile_natural/ | Prestigious_Mix_2000 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1phi622 | false | null | t3_1phi622 | /r/LocalLLaMA/comments/1phi622/i_built_a_python_script_to_compile_natural/ | false | false | self | 2 | null |
Stabilizer, the 12k-shot self-reflective LoRA that makes deception expensive and compassion rational | 0 | ```#!/usr/bin/env python3
"""
Epistemic Stabilizer v2.0 (Dec 2025) – Evolves from Noise Collapse Experiments
Strongest open intervention: Creates a truth-seeking + harm-minimizing attractor via self-reflection.
Non-trivial: Bootstraps dataset from raw model at temp=0, embeds joint uncertainty+welfare optimization.
Run ... | 2025-12-08T17:07:07 | https://www.reddit.com/r/LocalLLaMA/comments/1phhx2w/stabilizer_the_12kshot_selfreflective_lora_that/ | Commercial_Animal690 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1phhx2w | false | null | t3_1phhx2w | /r/LocalLLaMA/comments/1phhx2w/stabilizer_the_12kshot_selfreflective_lora_that/ | false | false | self | 0 | null |
GLM-4.6V-Flash-GGUF! | 25 | Hey folks,
Just uploaded the GGUFs for the new GLM-4.6V-Flash. FINALLY a new small MoE out of [z.ai](http://z.ai) :)
It's a vision model with a 128k context window and native function calling, with Interleaved Image-Text Content Generation.
I'll try to make GGUFs more often, would appreciate your support by liking ... | 2025-12-08T16:56:22 | https://www.reddit.com/r/LocalLLaMA/comments/1phhmd0/glm46vflashgguf/ | KvAk_AKPlaysYT | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1phhmd0 | false | null | t3_1phhmd0 | /r/LocalLLaMA/comments/1phhmd0/glm46vflashgguf/ | false | false | self | 25 | null |
Architecture for Thermodynamic Constraints in Generative Agents (USPTO Filed) | 0 | **Abstract** Current autoregressive models inherently violate conservation laws in long-horizon tasks due to probabilistic entropy accumulation. We propose a dual-phase architecture decoupling **State Logic (Deterministic)** from **Semantic Rendering (Probabilistic)**
**Mechanism**
1. **Physics Kernel (CPU)**: Mainta... | 2025-12-08T16:53:16 | https://www.reddit.com/r/LocalLLaMA/comments/1phhjcn/architecture_for_thermodynamic_constraints_in/ | LowProfessional402 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1phhjcn | false | null | t3_1phhjcn | /r/LocalLLaMA/comments/1phhjcn/architecture_for_thermodynamic_constraints_in/ | false | false | self | 0 | null |
Aule-attention | 2 | https://github.com/AuleTechnologies/Aule-Attention
aule-attention provides a drop-in FlashAttention implementation that works across all major GPU vendors without requiring compilation at install time. It automatically selects the optimal backend for your hardware:
Triton: For AMD ROCm and NVIDIA CUDA (training and i... | 2025-12-08T16:47:23 | https://www.reddit.com/r/LocalLLaMA/comments/1phhdlp/auleattention/ | Quirky_Student5558 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1phhdlp | false | null | t3_1phhdlp | /r/LocalLLaMA/comments/1phhdlp/auleattention/ | false | false | self | 2 | {'enabled': False, 'images': [{'id': 'nvJk3ow6FYtyiwbnCsKuZ-oXrEsz9PCinvyavAv03Vk', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/nvJk3ow6FYtyiwbnCsKuZ-oXrEsz9PCinvyavAv03Vk.png?width=108&crop=smart&auto=webp&s=d38c84e79c38c76ba0bfd1c925893d75aa62426d', 'width': 108}, {'height': 108, 'url': 'h... |
Any local AI tools that can turn a single illustration into a seamless animation loop? | 14 | I’ve got this illustration of a cozy fantasy scene: student reading in an armchair with a sleepy owl, rain outside the window, lanterns on the wall, etc. and I’d love to animate it locally on my own machine.
What I’m hoping for is something like:
Subtle looping rain outside the window
Flickering lanterns / movi... | 2025-12-08T16:15:33 | https://www.reddit.com/r/LocalLLaMA/comments/1phgjjx/any_local_ai_tools_that_can_turn_a_single/ | TomNaughtyy | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1phgjjx | false | null | t3_1phgjjx | /r/LocalLLaMA/comments/1phgjjx/any_local_ai_tools_that_can_turn_a_single/ | false | false | self | 14 | null |
Help needed | 0 | Hello community,
I would like to join any of you guys who is building ai companies if any jod available. I would like to join it currently I am in bad financial position so would appreciate help from community to give a fellow member a gig. | 2025-12-08T15:51:21 | https://www.reddit.com/r/LocalLLaMA/comments/1phfvzz/help_needed/ | kev_11_1 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1phfvzz | false | null | t3_1phfvzz | /r/LocalLLaMA/comments/1phfvzz/help_needed/ | false | false | self | 0 | null |
How do I run image processing in Gemma 3 on ROCM? | 1 | I'm trying to run a Gemma 3-based LLM, Medgemma, on an Ubuntu system; however, I can't get image processing to work on my 9070XT. I initially tried using llama.ccp, which left me stuck in endless compilation for hours. I tried using Claude to help me understand, then I tried using vllm, which also resulted in infinite ... | 2025-12-08T15:29:31 | https://www.reddit.com/r/LocalLLaMA/comments/1phfb9w/how_do_i_run_image_processing_in_gemma_3_on_rocm/ | Jonathanzinho21 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1phfb9w | false | null | t3_1phfb9w | /r/LocalLLaMA/comments/1phfb9w/how_do_i_run_image_processing_in_gemma_3_on_rocm/ | false | false | self | 1 | null |
How to run Gemma 3 multimodal for image processing with ROCM? | 1 | I'm trying to run a Gemma 3-based LLM, Medgemma, on an Ubuntu system; however, I can't get image processing to work on my 9070XT. I initially tried using llama.ccp, which left me stuck in endless compilation for hours. I tried using Claude to help me understand, then I tried using vllm, which also resulted in infin... | 2025-12-08T15:26:00 | https://www.reddit.com/r/LocalLLaMA/comments/1phf7zp/how_to_run_gemma_3_multimodal_for_image/ | Jonathanzinho21 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1phf7zp | false | null | t3_1phf7zp | /r/LocalLLaMA/comments/1phf7zp/how_to_run_gemma_3_multimodal_for_image/ | false | false | self | 1 | null |
Recent small models making similar mistakes with binary representation - a new strawberry case? | 0 | Asking them how to "stepify" an integer to a nearest number divisible by 8 using bitwise operations. They often give correctly working functions but then keep failing in their tests and explanations.
Ministral3 8B Instruct 2512:
* **Bitwise Masking (**`num & ~7`**)**:
* The expression `~7` in binary is `...1111110... | 2025-12-08T15:17:16 | https://www.reddit.com/r/LocalLLaMA/comments/1phezxq/recent_small_models_making_similar_mistakes_with/ | hum_ma | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1phezxq | false | null | t3_1phezxq | /r/LocalLLaMA/comments/1phezxq/recent_small_models_making_similar_mistakes_with/ | false | false | self | 0 | null |
How do AI startups and engineers reduce inference latency + cost today? | 0 | I’ve been researching how AI teams handle slow and expensive LLM inference when user traffic grows.
For founders and engineers:
— What’s your biggest pain point with inference?
— Do you optimize manually (quantization, batching, caching)?
— Or do you rely on managed inference services?
— What caught you by surpr... | 2025-12-08T15:16:38 | https://www.reddit.com/r/LocalLLaMA/comments/1phezc5/how_do_ai_startups_and_engineers_reduce_inference/ | oryntiqteam | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1phezc5 | false | null | t3_1phezc5 | /r/LocalLLaMA/comments/1phezc5/how_do_ai_startups_and_engineers_reduce_inference/ | false | false | self | 0 | null |
Samsung shifts production from HBM to dram to increase profits | 8 | According to post dram profit margin is now 75%.
[https://x.com/jukan05/status/1997897553044726179](https://x.com/jukan05/status/1997897553044726179) | 2025-12-08T15:16:12 | https://www.reddit.com/r/LocalLLaMA/comments/1pheyxj/samsung_shifts_production_from_hbm_to_dram_to/ | Terminator857 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pheyxj | false | null | t3_1pheyxj | /r/LocalLLaMA/comments/1pheyxj/samsung_shifts_production_from_hbm_to_dram_to/ | false | false | self | 8 | null |
LMStudio - No more NSFW? | 0 | Have searched high and light for an answer. I was using LMStudio this time last year with uncensorced models. No issues. The latest versions are no longer handling NSFW at all using the same models and at least 6 others clearly marked as "uncensorced". The response:
*I'm sorry, I cannot fulfill your request. My purpos... | 2025-12-08T14:38:07 | https://www.reddit.com/r/LocalLLaMA/comments/1phdzqn/lmstudio_no_more_nsfw/ | Independent_Knee6955 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1phdzqn | false | null | t3_1phdzqn | /r/LocalLLaMA/comments/1phdzqn/lmstudio_no_more_nsfw/ | false | false | nsfw | 0 | null |
Rethinking RAG from first principles - some observations after going down a rabbit hole | 0 | m 17, self taught, dropped out of highschool, been deep in retrieval systems for a while now.
Started where everyone starts. LangChain, vector DBs, chunk-embed-retrieve. It works. But something always felt off. We're treating documents like corpses to be dissected rather than hmm I dont know, something more coherent.
... | 2025-12-08T14:26:27 | https://www.reddit.com/r/LocalLLaMA/comments/1phdpsy/rethinking_rag_from_first_principles_some/ | One-Neighborhood4868 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1phdpsy | false | null | t3_1phdpsy | /r/LocalLLaMA/comments/1phdpsy/rethinking_rag_from_first_principles_some/ | false | false | self | 0 | null |
I built a headless agent runtime that treats the filesystem as a universal socket (no web UI, runs offline) | 1 | [removed] | 2025-12-08T14:26:05 | https://www.reddit.com/r/LocalLLaMA/comments/1phdpi3/i_built_a_headless_agent_runtime_that_treats_the/ | Own-Sandwich4089 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1phdpi3 | false | null | t3_1phdpi3 | /r/LocalLLaMA/comments/1phdpi3/i_built_a_headless_agent_runtime_that_treats_the/ | false | false | self | 1 | null |
I built a headless agent runtime that treats the filesystem as a universal socket (no web UI, runs offline) | 1 | [removed] | 2025-12-08T14:19:41 | https://www.reddit.com/r/LocalLLaMA/comments/1phdk72/i_built_a_headless_agent_runtime_that_treats_the/ | Jolly-Author-2886 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1phdk72 | false | null | t3_1phdk72 | /r/LocalLLaMA/comments/1phdk72/i_built_a_headless_agent_runtime_that_treats_the/ | false | false | self | 1 | null |
I built a headless agent runtime that treats the filesystem as a universal socket (no web UI, runs offline) | 1 | [removed] | 2025-12-08T14:14:27 | https://www.reddit.com/r/LocalLLaMA/comments/1phdfqw/i_built_a_headless_agent_runtime_that_treats_the/ | Jolly-Author-2886 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1phdfqw | false | null | t3_1phdfqw | /r/LocalLLaMA/comments/1phdfqw/i_built_a_headless_agent_runtime_that_treats_the/ | false | false | self | 1 | null |
Audit-ready PDF table verification tool | 3 | Here I've published the validation of my ingestion pipeline as a repository.
This approach is primarily intended for use cases where a "3" is always a 3 and not sometimes an "8".
Confidence is King
I also use other techniques as well in my platform to create the highest quality RAG possible. You can find a descri... | 2025-12-08T14:09:23 | https://www.reddit.com/r/LocalLLaMA/comments/1phdbka/auditready_pdf_table_verification_tool/ | ChapterEquivalent188 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1phdbka | false | null | t3_1phdbka | /r/LocalLLaMA/comments/1phdbka/auditready_pdf_table_verification_tool/ | false | false | self | 3 | {'enabled': False, 'images': [{'id': 'L1ofQsPE_GGKbskPGG8XM_4MoDl39ulm6WhLjnqE7hs', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/L1ofQsPE_GGKbskPGG8XM_4MoDl39ulm6WhLjnqE7hs.png?width=108&crop=smart&auto=webp&s=9c5ba1932559c99bba44326aec53263eecdf0425', 'width': 108}, {'height': 108, 'url': 'h... |
Am I overthinking GDPR/Privacy by moving my AI workflow local? | 7 | I run a personalized gift business in the UK. We use AI heavily to generate artwork from customer photos.
Currently, we rely on cloud tools (like Midjourney/Leonardo). They work great visually, but the "black box" nature of it is starting to make me nervous.
1. **Privacy:** We are uploading thousands of customer face... | 2025-12-08T13:57:52 | https://www.reddit.com/r/LocalLLaMA/comments/1phd1ic/am_i_overthinking_gdprprivacy_by_moving_my_ai/ | Asgarad786 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1phd1ic | false | null | t3_1phd1ic | /r/LocalLLaMA/comments/1phd1ic/am_i_overthinking_gdprprivacy_by_moving_my_ai/ | false | false | self | 7 | null |
After 1 year of slowly adding GPUs, my Local LLM Build is Complete - 8x3090 (192GB VRAM) 64-core EPYC Milan 250GB RAM | 504 | Yes, it's ugly and frankly embarrassing to look at. I just finished this build last night by adding 2 additional GPUs to go from 6 to 8, where I will stop & call this build complete.
I've built many PCs over the years but this was a whole other level and at this point I'm just happy it works. It runs off dai... | 2025-12-08T13:54:31 | https://www.reddit.com/gallery/1phcyvk | Hisma | reddit.com | 1970-01-01T00:00:00 | 0 | {} | 1phcyvk | false | null | t3_1phcyvk | /r/LocalLLaMA/comments/1phcyvk/after_1_year_of_slowly_adding_gpus_my_local_llm/ | false | false | 504 | null | |
In need for a dev (paid) koboldccp | 0 | I need a fully self-hosted, 24/7 AI chat system with these exact requirements:
• Normal Telegram user accounts (NOT bots) that auto-reply to incoming messages
• Local LLM backend: KoboldCpp + GGUF model (Pygmalion/MythoMax or similar uncensored)
• Each Telegram account has its own persona (prompt, style, memory, u... | 2025-12-08T13:54:04 | https://www.reddit.com/r/LocalLLaMA/comments/1phcyh7/in_need_for_a_dev_paid_koboldccp/ | Worried_Sock9618 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1phcyh7 | false | null | t3_1phcyh7 | /r/LocalLLaMA/comments/1phcyh7/in_need_for_a_dev_paid_koboldccp/ | false | false | self | 0 | null |
vLLM supports the new GLM-4.6V and GLM-4.6V-Flash models | 49 | This guide describes how to run GLM-4.6V with native FP8. In the GLM-4.6V series, FP8 models have minimal accuracy loss.
* GLM-4.6V focuses on high-quality multimodal reasoning with long context and native tool/function calling,
* GLM-4.6V-Flash is a 9B variant tuned for lower latency and smaller-footprint deployme... | 2025-12-08T13:41:06 | Dear-Success-1441 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1phcnyt | false | null | t3_1phcnyt | /r/LocalLLaMA/comments/1phcnyt/vllm_supports_the_new_glm46v_and_glm46vflash/ | false | false | default | 49 | {'enabled': True, 'images': [{'id': 'm9b0x4figz5g1', 'resolutions': [{'height': 50, 'url': 'https://preview.redd.it/m9b0x4figz5g1.jpeg?width=108&crop=smart&auto=webp&s=db2529071ef5e6f422619bfc691fd55aa3a97413', 'width': 108}, {'height': 100, 'url': 'https://preview.redd.it/m9b0x4figz5g1.jpeg?width=216&crop=smart&auto=w... | |
Can you recommend some good and simple local benchmarks? | 3 | I'm doing model experiments and need to a way to track deteriorations/improvements. I am looking for local benchmarks I could use for this. They must be:
- Simple to use. This is "advanced casual", academic. I'm not looking for some massive benchmark that requires me to spend an afternoon understanding how to set it u... | 2025-12-08T13:40:56 | https://www.reddit.com/r/LocalLLaMA/comments/1phcntm/can_you_recommend_some_good_and_simple_local/ | dtdisapointingresult | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1phcntm | false | null | t3_1phcntm | /r/LocalLLaMA/comments/1phcntm/can_you_recommend_some_good_and_simple_local/ | false | false | self | 3 | null |
Local benchmark with pacabench | 2 | I've been running benchmarks locally to test thing out and found myself whacking scripts and copy-pasting jsonl / json objects over and over. Couldn't find any good solution that isn't completely overkill (e.g. arize) or too hacky (like excel).
I built [https://github.com/fastpaca/pacabench](https://github.com/fastpac... | 2025-12-08T13:33:32 | https://v.redd.it/os91a9b4fz5g1 | selund1 | v.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1phchxl | false | {'reddit_video': {'bitrate_kbps': 2400, 'dash_url': 'https://v.redd.it/os91a9b4fz5g1/DASHPlaylist.mpd?a=1767792828%2CNGU4ZTI2NTJkYmUwOWZlYTk5NzAzNjAxM2FjN2EyMzM2YmNhZWZjYWNkYmExMzg5NjMxYjI4MzhhMjA5MzYxYw%3D%3D&v=1&f=sd', 'duration': 8, 'fallback_url': 'https://v.redd.it/os91a9b4fz5g1/CMAF_720.mp4?source=fallback', 'has... | t3_1phchxl | /r/LocalLLaMA/comments/1phchxl/local_benchmark_with_pacabench/ | false | false | 2 | {'enabled': False, 'images': [{'id': 'eHl2OTJnYjRmejVnMer7b8wqxc2Nh5cYmAam3LMVlJfgNPB2bEOuzUhUBc-0', 'resolutions': [{'height': 61, 'url': 'https://external-preview.redd.it/eHl2OTJnYjRmejVnMer7b8wqxc2Nh5cYmAam3LMVlJfgNPB2bEOuzUhUBc-0.png?width=108&crop=smart&format=pjpg&auto=webp&s=aa982eef82cb10b8486085e8fa7c26f8116a3... | |
GLM-4.6V-Flash now available on HuggingChat | 29 | 2025-12-08T13:20:54 | https://huggingface.co/chat/models/zai-org/GLM-4.6V-Flash | paf1138 | huggingface.co | 1970-01-01T00:00:00 | 0 | {} | 1phc878 | false | null | t3_1phc878 | /r/LocalLLaMA/comments/1phc878/glm46vflash_now_available_on_huggingchat/ | false | false | default | 29 | {'enabled': False, 'images': [{'id': 'foZjOdhgFbynMPkk1VbM0h59F2XNCIyyRotIerkWrUs', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/foZjOdhgFbynMPkk1VbM0h59F2XNCIyyRotIerkWrUs.png?width=108&crop=smart&auto=webp&s=e5e143a671bfe1feb24d1306221726343629aa95', 'width': 108}, {'height': 116, 'url': 'h... | |
[Extended] Z.ai GLM 10% Stackable Discount on Top of 30% Black Friday Deals + 50% Discount - Max Plan | 2 | **Extended Special Offer: Maximize Your AI Experience with Exclusive Savings**
**Pricing with Referral Discount:**
- **First Month:** Only $2.70
- **Annual Plan:** $22.68 total (billed annually)
- **Max Plan (60x Claude Pro limits):** $226/year
**Your Total Savings Breakdown:**
- 50% standard discount applied
- 20-30... | 2025-12-08T13:19:51 | https://www.reddit.com/r/LocalLLaMA/comments/1phc7fu/extended_zai_glm_10_stackable_discount_on_top_of/ | Minute-Act-4943 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1phc7fu | false | null | t3_1phc7fu | /r/LocalLLaMA/comments/1phc7fu/extended_zai_glm_10_stackable_discount_on_top_of/ | true | false | spoiler | 2 | null |
What is the knowledge capacity of LORA, any ratio of "training token size"/"lora" or "model" size? | 1 | Hi folks,
I'm developing [smallevals](https://github.com/mburaksayici/smallevals), small language models aiming to fasten/free the evaluation of RAG and VectorDB retrievals.
To achieve that, I'm training on a popular dataset, little bit reshaped with some larger LLMs to get into output format I want.
I ha... | 2025-12-08T13:03:35 | https://www.reddit.com/r/LocalLLaMA/comments/1phbv2x/what_is_the_knowledge_capacity_of_lora_any_ratio/ | mburaksayici | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1phbv2x | false | null | t3_1phbv2x | /r/LocalLLaMA/comments/1phbv2x/what_is_the_knowledge_capacity_of_lora_any_ratio/ | false | false | self | 1 | {'enabled': False, 'images': [{'id': 'EbTZP8YzgHrTw-LFqqogwfawTLB4qliji7enQJahoz8', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/EbTZP8YzgHrTw-LFqqogwfawTLB4qliji7enQJahoz8.png?width=108&crop=smart&auto=webp&s=be456a83af437f755c7a10bd34e53c06678b00a8', 'width': 108}, {'height': 108, 'url': 'h... |
IF you are using liteLLM, how stable it is? | 1 | If you are using liteLLM, how stable it is?
Which local models you are using with it?
Is it stable enough for production with local models?
I have now struggled with it couple of days, it kind of looks good and could solve quite many problmes compared to Haproxy balancing the load, but it just has weird ou... | 2025-12-08T13:01:26 | https://www.reddit.com/r/LocalLLaMA/comments/1phbt9b/if_you_are_using_litellm_how_stable_it_is/ | somealusta | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1phbt9b | false | null | t3_1phbt9b | /r/LocalLLaMA/comments/1phbt9b/if_you_are_using_litellm_how_stable_it_is/ | false | false | self | 1 | null |
I built a multi-agent system where AI agents argue through incompatible "ways of knowing" – and it discovers new reasoning frameworks I never programmed | 0 | I built a multi-agent system where AI agents argue through incompatible "ways of knowing" – and it discovers new reasoning frameworks on its own
I've been working on something called Chorus with a debate engine called Hephaestus (named after the blacksmith god – the metaphor is frameworks being heated and ... | 2025-12-08T12:54:26 | https://www.reddit.com/r/LocalLLaMA/comments/1phbo0p/i_built_a_multiagent_system_where_ai_agents_argue/ | PuzzleheadedWall2248 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1phbo0p | false | null | t3_1phbo0p | /r/LocalLLaMA/comments/1phbo0p/i_built_a_multiagent_system_where_ai_agents_argue/ | false | false | self | 0 | null |
GLM released 4.6V including the apparent successor to Air. But I'm most interested to test the 9B Flash version | 27 | [https://huggingface.co/zai-org/GLM-4.6V-Flash](https://huggingface.co/zai-org/GLM-4.6V-Flash)
https://preview.redd.it/1191vuzn7z5g1.png?width=1080&format=png&auto=webp&s=05360b416baa64cc163305c635af3aa5bd121c8b
| 2025-12-08T12:45:22 | https://www.reddit.com/r/LocalLLaMA/comments/1phbhfi/glm_released_46v_including_the_apparent_successor/ | DeltaSqueezer | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1phbhfi | false | null | t3_1phbhfi | /r/LocalLLaMA/comments/1phbhfi/glm_released_46v_including_the_apparent_successor/ | false | false | 27 | null | |
GLM-4.6V, the latest open-source vision language models | 59 | GLM-4.6V series model includes two versions:
* GLM-4.6V (106B) - model designed for cloud and high-performance cluster scenarios, and
* GLM-4.6V-Flash (9B) - lightweight model optimized for local deployment and low-latency applications.
GLM-4.6V achieves SoTA performance in visual understanding among models of si... | 2025-12-08T12:42:27 | Dear-Success-1441 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1phbfao | false | null | t3_1phbfao | /r/LocalLLaMA/comments/1phbfao/glm46v_the_latest_opensource_vision_language/ | false | false | default | 59 | {'enabled': True, 'images': [{'id': '1qizxqj46z5g1', 'resolutions': [{'height': 54, 'url': 'https://preview.redd.it/1qizxqj46z5g1.jpeg?width=108&crop=smart&auto=webp&s=9586c2baed2799722e057609cb2163af18fc318c', 'width': 108}, {'height': 109, 'url': 'https://preview.redd.it/1qizxqj46z5g1.jpeg?width=216&crop=smart&auto=w... | |
Key Insights from OpenRouter's 2025 State of AI report | 23 | TL;DR
**1. new landscape of open source: Chinese models rise, market moves beyond monopoly**
Although proprietary closed-source models still dominate, the market share of open-source models has steadily grown to about one-third. Notably, a significant portion of this growth comes from models developed in China, such ... | 2025-12-08T12:34:20 | https://www.reddit.com/r/LocalLLaMA/comments/1phb9nr/key_insights_from_openrouters_2025_state_of_ai/ | nekofneko | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1phb9nr | false | null | t3_1phb9nr | /r/LocalLLaMA/comments/1phb9nr/key_insights_from_openrouters_2025_state_of_ai/ | false | false | 23 | null | |
GLM-4.6V(106B) and GLV-4.6V-Flash(9B) | 1 | [removed] | 2025-12-08T12:30:09 | https://www.reddit.com/r/LocalLLaMA/comments/1phb6n3/glm46v106b_and_glv46vflash9b/ | Icy_Gas8807 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1phb6n3 | false | null | t3_1phb6n3 | /r/LocalLLaMA/comments/1phb6n3/glm46v106b_and_glv46vflash9b/ | false | false | self | 1 | null |
I built an offline agent "OS" that runs entirely in Markdown files because I hate web UIs | 1 | [removed] | 2025-12-08T12:06:00 | https://www.reddit.com/r/LocalLLaMA/comments/1phaqig/i_built_an_offline_agent_os_that_runs_entirely_in/ | Jolly-Author-2886 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1phaqig | false | null | t3_1phaqig | /r/LocalLLaMA/comments/1phaqig/i_built_an_offline_agent_os_that_runs_entirely_in/ | false | false | self | 1 | null |
I built an offline agent "OS" that runs entirely in Markdown files because I hate web UIs | 1 | [removed] | 2025-12-08T11:59:54 | https://www.reddit.com/r/LocalLLaMA/comments/1pham9s/i_built_an_offline_agent_os_that_runs_entirely_in/ | Latter_Importance620 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pham9s | false | null | t3_1pham9s | /r/LocalLLaMA/comments/1pham9s/i_built_an_offline_agent_os_that_runs_entirely_in/ | false | false | self | 1 | null |
How to Implement Voice Cloning from Speaker Embeddings in Chatterbox-TTS? | 1 | [removed] | 2025-12-08T11:53:31 | [deleted] | 1970-01-01T00:00:00 | 0 | {} | 1phai6p | false | null | t3_1phai6p | /r/LocalLLaMA/comments/1phai6p/how_to_implement_voice_cloning_from_speaker/ | false | false | default | 1 | null | ||
I built an Agent OS that runs offline, spawns child-kernels, and treats your filesystem as a universal UI | 1 | [removed] | 2025-12-08T11:51:39 | https://www.reddit.com/r/LocalLLaMA/comments/1phagzk/i_built_an_agent_os_that_runs_offline_spawns/ | Latter_Importance620 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1phagzk | false | null | t3_1phagzk | /r/LocalLLaMA/comments/1phagzk/i_built_an_agent_os_that_runs_offline_spawns/ | false | false | self | 1 | null |
How to Generate Cloned Voice from Speaker Embedding in Chatterbox-TTS (Similar to XTTS v2)? | 1 | [removed] | 2025-12-08T11:45:39 | [deleted] | 1970-01-01T00:00:00 | 0 | {} | 1phad9a | false | null | t3_1phad9a | /r/LocalLLaMA/comments/1phad9a/how_to_generate_cloned_voice_from_speaker/ | false | false | default | 1 | null | ||
Z.ai just released GLM-4.6V on Hugging Face
, | 1 | [deleted] | 2025-12-08T11:44:50 | [deleted] | 1970-01-01T00:00:00 | 0 | {} | 1phacpg | false | null | t3_1phacpg | /r/LocalLLaMA/comments/1phacpg/zai_just_released_glm46v_on_hugging_face/ | false | false | default | 1 | null | ||
GLM-4.6V (108B) has been released | 381 | 2025-12-08T11:41:38 | https://www.reddit.com/r/LocalLLaMA/comments/1phaaon/glm46v_108b_has_been_released/ | jacek2023 | self.LocalLLaMA | 2025-12-08T11:49:55 | 0 | {} | 1phaaon | false | null | t3_1phaaon | /r/LocalLLaMA/comments/1phaaon/glm46v_108b_has_been_released/ | false | false | 381 | null | ||
GLM-4.6V Collection | 58 | [https://huggingface.co/collections/zai-org/glm-46v](https://huggingface.co/collections/zai-org/glm-46v) | 2025-12-08T11:40:14 | Dark_Fire_12 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pha9tj | false | null | t3_1pha9tj | /r/LocalLLaMA/comments/1pha9tj/glm46v_collection/ | false | false | 58 | {'enabled': True, 'images': [{'id': 'V7ZDK3vdvjAW-qVRdV84oBfdiNB_VhkQGgajj39Cz28', 'resolutions': [{'height': 78, 'url': 'https://preview.redd.it/md0quv12wy5g1.jpeg?width=108&crop=smart&auto=webp&s=de6e1a7eebc6d5b3d7ecbd633532f4d562453f89', 'width': 108}, {'height': 157, 'url': 'https://preview.redd.it/md0quv12wy5g1.jp... | ||
zai-org/GLM-4.6V-Flash (9B) is here | 400 | Looks incredible for your own machine.
GLM-4.6V-Flash (9B), a lightweight model optimized for local deployment and low-latency applications. GLM-4.6V scales its context window to 128k tokens in training, and achieves SoTA performance in visual understanding among models of similar parameter scales. Crucially, we inte... | 2025-12-08T11:36:39 | https://www.reddit.com/r/LocalLLaMA/comments/1pha7l1/zaiorgglm46vflash_9b_is_here/ | Cute-Sprinkles4911 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pha7l1 | false | null | t3_1pha7l1 | /r/LocalLLaMA/comments/1pha7l1/zaiorgglm46vflash_9b_is_here/ | false | false | self | 400 | {'enabled': False, 'images': [{'id': 'EmvnP_LLlY56v1gl-YgECs_bzWlRjqWu3zXLU_IIKd8', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/EmvnP_LLlY56v1gl-YgECs_bzWlRjqWu3zXLU_IIKd8.png?width=108&crop=smart&auto=webp&s=5987b3c4048ec2423a3746e7f67a70db30b7d163', 'width': 108}, {'height': 116, 'url': 'h... |
Cards for LLMs | 2 | Hey guys, I’m trying to decide on which card to get for LLMs - I tried some LLMs on my 5070 and was getting around 50 tokens/s, but I think I want to make a move and get a card with more vram. I’m real new to this so I need help.
I’m stuck on if I should get an m40 or p40, or if I’ll have better luck with another car... | 2025-12-08T11:22:10 | https://www.reddit.com/r/LocalLLaMA/comments/1ph9ymk/cards_for_llms/ | MarsupialJaded153 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ph9ymk | false | null | t3_1ph9ymk | /r/LocalLLaMA/comments/1ph9ymk/cards_for_llms/ | false | false | self | 2 | null |
Two orchestration loops I keep reusing for LLM agents: linear and circular | 0 | I have been building my own orchestrator for agent based systems and eventually realized I am always using two basic loops:
1. **Linear loop (chat completion style)** This is perfect for conversation analysis, context extraction, multi stage classification, etc. Basically anything offline where you want a deterministi... | 2025-12-08T11:12:35 | https://www.reddit.com/gallery/1ph9szu | marcosomma-OrKA | reddit.com | 1970-01-01T00:00:00 | 0 | {} | 1ph9szu | false | null | t3_1ph9szu | /r/LocalLLaMA/comments/1ph9szu/two_orchestration_loops_i_keep_reusing_for_llm/ | false | false | 0 | null | |
New Jina-VLM-2.4B Reaches SOTA for Multilingual Visual Question Answering | 35 | Jina-vlm is an open-source VLM built on top of **SigLIP2 vision encoder** and **Qwen3 language decoder**.
Training data includes **5M multimodal samples and 12B text tokens across 29 languages**.
This model achieves the highest average score (72.3) across eight VQA benchmarks.
This model also leads on multilingua... | 2025-12-08T11:06:39 | Dear-Success-1441 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1ph9pg9 | false | null | t3_1ph9pg9 | /r/LocalLLaMA/comments/1ph9pg9/new_jinavlm24b_reaches_sota_for_multilingual/ | false | false | 35 | {'enabled': True, 'images': [{'id': 'MzNoBOifKCu5S7xes20nUaHO6VlOBkTjDL--vz1BFYQ', 'resolutions': [{'height': 44, 'url': 'https://preview.redd.it/xsgg4t96py5g1.png?width=108&crop=smart&auto=webp&s=dcfa9e85ede8bc532f8a3b9a9e7e834d3260e2ea', 'width': 108}, {'height': 89, 'url': 'https://preview.redd.it/xsgg4t96py5g1.png?... | ||
Jan v0.7.5: Jan Browser MCP extension, file attachment, Flatpak support | 51 | We're releasing Jan v0.7.5 with the Jan Browser MCP and a few updates many of you asked for.
With this release, Jan has a Chromium extension that makes browser use simpler and more stable. Install the Jan extension from the Chrome Web Store, connect it to Jan. The video above shows the quick steps.
You can now attac... | 2025-12-08T11:06:17 | https://v.redd.it/9gjzooqiny5g1 | eck72 | v.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1ph9p98 | false | {'reddit_video': {'bitrate_kbps': 5000, 'dash_url': 'https://v.redd.it/9gjzooqiny5g1/DASHPlaylist.mpd?a=1767787418%2CODI5ZDk3NzA3N2QwYWMwNjc5YTNhOWQzYjBkMjA0ZTQ4MzM1ZjI2NzU3OTdlZWZiZTkxMWRkOTdlMDBmZTA2NQ%3D%3D&v=1&f=sd', 'duration': 231, 'fallback_url': 'https://v.redd.it/9gjzooqiny5g1/CMAF_1080.mp4?source=fallback', '... | t3_1ph9p98 | /r/LocalLLaMA/comments/1ph9p98/jan_v075_jan_browser_mcp_extension_file/ | false | false | 51 | {'enabled': False, 'images': [{'id': 'NXdnNzE2dGlueTVnMV4cnJTtthTMZiZkt117uzBSxdM9b0R_GvilWExkrjZE', 'resolutions': [{'height': 72, 'url': 'https://external-preview.redd.it/NXdnNzE2dGlueTVnMV4cnJTtthTMZiZkt117uzBSxdM9b0R_GvilWExkrjZE.png?width=108&crop=smart&format=pjpg&auto=webp&s=480fd7c3e3ae87a92d9fca603610a72706d10... | |
I was trying to design something for Data Sovereignty | 0 | this is a pretty full baseline archetecture for a multimodal ai. it can run local and it's target system is a ryzen ai max 395 but the stack when done will work on pretty much any x86-64. i'll leave your favorite llm to tell you what it is. | 2025-12-08T10:41:41 | https://github.com/kght22-a11y/AICO/tree/main/Reditpack | kght22 | github.com | 1970-01-01T00:00:00 | 0 | {} | 1ph9aoq | false | null | t3_1ph9aoq | /r/LocalLLaMA/comments/1ph9aoq/i_was_trying_to_design_something_for_data/ | false | false | default | 0 | null |
chatllm.cpp adds support of Ministral-3 & llama.cpp WebUI | 17 | 2025-12-08T10:33:00 | foldl-li | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1ph95i2 | false | null | t3_1ph95i2 | /r/LocalLLaMA/comments/1ph95i2/chatllmcpp_adds_support_of_ministral3_llamacpp/ | false | false | 17 | {'enabled': True, 'images': [{'id': 'mluJFt1QeHzzSGBoYnpOirlANf-QPLNK3g7kKl5jNNc', 'resolutions': [{'height': 99, 'url': 'https://preview.redd.it/9jrhugdzjy5g1.png?width=108&crop=smart&auto=webp&s=6b834482d5a061a3f7da8144bd179258da162b19', 'width': 108}, {'height': 198, 'url': 'https://preview.redd.it/9jrhugdzjy5g1.png... | |||
Last Week in Multimodal AI - Local Edition | 11 | **Live Avatar (Alibaba) - Streaming Real-Time Avatar Generation**
* Generates audio-driven avatars with infinite length through streaming architecture.
* Removes artificial time limits from avatar generation with continuous processing.
* [Website](https://liveavatar.github.io/) | [Paper](https://arxiv.org/abs/2512.046... | 2025-12-08T10:27:10 | https://www.reddit.com/r/LocalLLaMA/comments/1ph923q/last_week_in_multimodal_ai_local_edition/ | Vast_Yak_4147 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ph923q | false | null | t3_1ph923q | /r/LocalLLaMA/comments/1ph923q/last_week_in_multimodal_ai_local_edition/ | false | false | 11 | null | |
gpt-oss:120b running on a MacBook Pro 2019 on Windows | 0 | Had to set a really huge pagefile for this one.
https://preview.redd.it/hvgf9buxiy5g1.png?width=2894&format=png&auto=webp&s=de02a4475e142e84a145d171974d02efece728b8
| 2025-12-08T10:26:37 | https://www.reddit.com/r/LocalLLaMA/comments/1ph91sa/gptoss120b_running_on_a_macbook_pro_2019_on/ | [deleted] | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ph91sa | false | null | t3_1ph91sa | /r/LocalLLaMA/comments/1ph91sa/gptoss120b_running_on_a_macbook_pro_2019_on/ | false | false | 0 | null | |
RAM prices explained | 824 | OpenAI bought up 40% of global DRAM production in raw wafers they're not even using - just stockpiling to deny competitors access. Result? Memory prices are skyrocketing. Month before chrismass.
Source: Moore´s law is Dead
Link: [Sam Altman’s Dirty DRAM Deal](https://www.mooreslawisdead.com/post/sam-altman-s-dirty-d... | 2025-12-08T10:17:09 | https://www.reddit.com/r/LocalLLaMA/comments/1ph8wel/ram_prices_explained/ | Lopsided_Sentence_18 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ph8wel | false | null | t3_1ph8wel | /r/LocalLLaMA/comments/1ph8wel/ram_prices_explained/ | false | false | self | 824 | {'enabled': False, 'images': [{'id': 'W_wDm5mfm7EcfWwqy0MMLW6xAWopw5T_aU1V0B1zko4', 'resolutions': [{'height': 60, 'url': 'https://external-preview.redd.it/W_wDm5mfm7EcfWwqy0MMLW6xAWopw5T_aU1V0B1zko4.png?width=108&crop=smart&auto=webp&s=06145c1f95e803dd0d7a16596535683dcace7e37', 'width': 108}, {'height': 121, 'url': 'h... |
Got my new toy - what to do? | 0 | So I just got my new DGX Spark. I want to use it as a local environment for model training and planning to have ollama + openwebui to use more of local model.
Any advice on how to make the most out of it?
- which is the best model
- what is the best setup/configuration
Thanks everyone | 2025-12-08T09:54:37 | luongnv-com | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1ph8jf0 | false | null | t3_1ph8jf0 | /r/LocalLLaMA/comments/1ph8jf0/got_my_new_toy_what_to_do/ | false | false | 0 | {'enabled': True, 'images': [{'id': 'XvZXaq5NM77XFLtWqeF1fnuNcp4qUp026_BJVheu72s', 'resolutions': [{'height': 81, 'url': 'https://preview.redd.it/8fk3z8j8dy5g1.jpeg?width=108&crop=smart&auto=webp&s=558f737e54f31b23b2ca528f206cf9c0da415921', 'width': 108}, {'height': 162, 'url': 'https://preview.redd.it/8fk3z8j8dy5g1.jp... | ||
I architected a Go backend specifically for AI Agents to write code. It actually works. | 1 | Hey all,
I've been experimenting with a Go backend structure that is designed to be "readable" by AI agents (claude cod/cursor).
We all know the pain: You ask an AI to add a feature, and it hallucinates imports or messes up the project structure.
My Solution: I built a B2B production stack (Postgres, Redis, Stytch R... | 2025-12-08T09:36:08 | https://www.reddit.com/r/LocalLLaMA/comments/1ph89gc/i_architected_a_go_backend_specifically_for_ai/ | MohQuZZZZ | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ph89gc | false | null | t3_1ph89gc | /r/LocalLLaMA/comments/1ph89gc/i_architected_a_go_backend_specifically_for_ai/ | false | false | self | 1 | null |
Built a photography workflow tool powered entirely by local vision models (Ollama + Qwen2.5-VL) | 13 | https://reddit.com/link/1ph7yrx/video/34fabzwc5y5g1/player
https://reddit.com/link/1ph7yrx/video/9lvthxwc5y5g1/player
Wanted to share something I've been building that puts local VLMs to practical use beyond chat.
**FIXXER** is a Python TUI for photographers that automates the tedious parts of post-shoot workflow. T... | 2025-12-08T09:16:01 | https://www.reddit.com/r/LocalLLaMA/comments/1ph7yrx/built_a_photography_workflow_tool_powered/ | AppropriatePublic687 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ph7yrx | false | null | t3_1ph7yrx | /r/LocalLLaMA/comments/1ph7yrx/built_a_photography_workflow_tool_powered/ | false | false | 13 | {'enabled': False, 'images': [{'id': 'qN5IQiQiiniOerdt9xfagCBn7W6cpvD6lVeKXz6ndNg', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/qN5IQiQiiniOerdt9xfagCBn7W6cpvD6lVeKXz6ndNg.png?width=108&crop=smart&auto=webp&s=2cfee1ebf8a756d6ac280c6d422150284df54d62', 'width': 108}, {'height': 108, 'url': 'h... | |
two months ago | 50 | [deleted] | 2025-12-08T09:09:17 | [deleted] | 1970-01-01T00:00:00 | 0 | {} | 1ph7v41 | false | null | t3_1ph7v41 | /r/LocalLLaMA/comments/1ph7v41/two_months_ago/ | false | false | default | 50 | null | ||
Vector db comparison | 355 | I was looking for the best vector for our RAG product, and went down a rabbit hole to compare all of them. Key findings:
\- **RAG systems under \~10M vectors, standard HNSW is fine.** Above that, you'll need to choose a different index.
\- Large dataset + cost-sensitive*:* **Turbopuffer.** Object storage makes it ch... | 2025-12-08T08:55:16 | https://www.reddit.com/gallery/1ph7njc | Kaneki_Sana | reddit.com | 1970-01-01T00:00:00 | 0 | {} | 1ph7njc | false | null | t3_1ph7njc | /r/LocalLLaMA/comments/1ph7njc/vector_db_comparison/ | false | false | 355 | null | |
[ Removed by moderator ] | 0 | [removed] | 2025-12-08T08:41:48 | https://www.reddit.com/r/LocalLLaMA/comments/1ph7gi6/a_paypal_china_user_with_20_years_of_registration/ | AggressiveDuck3527 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ph7gi6 | false | null | t3_1ph7gi6 | /r/LocalLLaMA/comments/1ph7gi6/a_paypal_china_user_with_20_years_of_registration/ | false | false | null | 0 | null |
[ Removed by moderator ] | 0 | [removed] | 2025-12-08T07:50:56 | https://www.reddit.com/r/LocalLLaMA/comments/1ph6ox9/google_ai_studio_pro_1_whats_the_daily_limits/ | BathRevolutionary109 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ph6ox9 | false | null | t3_1ph6ox9 | /r/LocalLLaMA/comments/1ph6ox9/google_ai_studio_pro_1_whats_the_daily_limits/ | false | false | null | 0 | null |
Does llm software debugging heavily depends on long context performance? | 2 | Suppose my big software project crashes after I made a change. Then I ask an llm in vs code to help me fix a bug by providing the error messages.
I presume the llm will also read my big repo, so it seems to be a long context query.
If so, can we expect models with better long context performance to do better in sof... | 2025-12-08T07:43:50 | https://www.reddit.com/r/LocalLLaMA/comments/1ph6l61/does_llm_software_debugging_heavily_depends_on/ | Ok_Warning2146 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ph6l61 | false | null | t3_1ph6l61 | /r/LocalLLaMA/comments/1ph6l61/does_llm_software_debugging_heavily_depends_on/ | false | false | self | 2 | null |
GLM-4.6 Derestricted | 60 | Hello r/LocalLLaMA, figured I'd post here to get some more eyes on this. I've produced and GGUF'd a norm-preserving biprojected ablation of GLM-4.6: [https://huggingface.co/AesSedai/GLM-4.6-Derestricted-GGUF](https://huggingface.co/AesSedai/GLM-4.6-Derestricted-GGUF)
Mostly been discussing this in the BeaverAI disc... | 2025-12-08T07:42:27 | https://www.reddit.com/r/LocalLLaMA/comments/1ph6kfj/glm46_derestricted/ | Digger412 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ph6kfj | false | null | t3_1ph6kfj | /r/LocalLLaMA/comments/1ph6kfj/glm46_derestricted/ | false | false | self | 60 | {'enabled': False, 'images': [{'id': 'YLDmrfwsumTYbytPZOoH4QbIg9A3UNJVu8r4LRmNNx4', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/YLDmrfwsumTYbytPZOoH4QbIg9A3UNJVu8r4LRmNNx4.png?width=108&crop=smart&auto=webp&s=cc94c4e75ccdd791029bff82c2d333c17f830c6b', 'width': 108}, {'height': 116, 'url': 'h... |
On the mess of LLM + tool integrations and how MCP Gateway helps | 0 | **The problem: “N × M” complexity and brittle integrations**
* As soon as you start building real LLM-agent systems, you hit the “N × M” problem: **N** models/agents × **M** tools/APIs. Every new combination means custom integration. That quickly becomes **unmanageable**.
* Without standardization, you end up writing ... | 2025-12-08T06:56:14 | https://www.reddit.com/r/LocalLLaMA/comments/1ph5ue6/on_the_mess_of_llm_tool_integrations_and_how_mcp/ | Lonely_Pea_7748 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ph5ue6 | false | null | t3_1ph5ue6 | /r/LocalLLaMA/comments/1ph5ue6/on_the_mess_of_llm_tool_integrations_and_how_mcp/ | false | false | self | 0 | null |
Announcing Rnj-1: Building Instruments of Intelligence | 0 | 2025-12-08T06:53:32 | https://essential.ai/research/rnj-1 | AlwaysLateToThaParty | essential.ai | 1970-01-01T00:00:00 | 0 | {} | 1ph5stl | false | null | t3_1ph5stl | /r/LocalLLaMA/comments/1ph5stl/announcing_rnj1_building_instruments_of/ | false | false | default | 0 | null | |
Nvme offloading possible in mlx or llamacpp? | 1 | I am trying to run an 80 Qwen 3 Next model (6bit quantized) using lmstudio on my MacBook m4 max with 48gb unified memory. It crashes every time before outputting the first token no matter how small context size I set or use the kv quantization.
Is there any way to offload layers of MOE to nvme during the inference in ... | 2025-12-08T06:42:23 | https://www.reddit.com/r/LocalLLaMA/comments/1ph5m7b/nvme_offloading_possible_in_mlx_or_llamacpp/ | BABA_yaaGa | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ph5m7b | false | null | t3_1ph5m7b | /r/LocalLLaMA/comments/1ph5m7b/nvme_offloading_possible_in_mlx_or_llamacpp/ | false | false | self | 1 | null |
Built a LLaMA-3 Model That Analyzes Developer Communication Using Vector Drift + LoRA | 1 | [removed] | 2025-12-08T06:39:14 | https://www.reddit.com/r/LocalLLaMA/comments/1ph5kec/built_a_llama3_model_that_analyzes_developer/ | Adventurous_Cod_7707 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ph5kec | false | null | t3_1ph5kec | /r/LocalLLaMA/comments/1ph5kec/built_a_llama3_model_that_analyzes_developer/ | false | false | self | 1 | null |
Built a LLaMA-3 Model That Detects Burnout from Commit Messages Using Vector Drift + LoRA | 1 | [removed] | 2025-12-08T06:36:15 | https://www.reddit.com/r/LocalLLaMA/comments/1ph5inc/built_a_llama3_model_that_detects_burnout_from/ | Adventurous_Cod_7707 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ph5inc | false | null | t3_1ph5inc | /r/LocalLLaMA/comments/1ph5inc/built_a_llama3_model_that_detects_burnout_from/ | false | false | self | 1 | null |
RTX 5090 96 GB just popped up on Alibababa | 198 | HI Guys,
Just found RTX 5090 96 GB on Alibaba from a verified vendor
:https://www.alibaba.com/product-detail/Newest-RTX-5090-96gb-Graphics-Card\_1601577163842.html
I contacted vendor and waiting for reply , anyone tried it yet? | 2025-12-08T06:33:36 | https://www.reddit.com/r/LocalLLaMA/comments/1ph5h2q/rtx_5090_96_gb_just_popped_up_on_alibababa/ | RateRoutine2268 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ph5h2q | false | null | t3_1ph5h2q | /r/LocalLLaMA/comments/1ph5h2q/rtx_5090_96_gb_just_popped_up_on_alibababa/ | false | false | self | 198 | null |
Name offloading possible in mlx or llamacpp? | 2 | I am trying to run an 80 Qwen 3 Next model (6bit quantized) using lmstudio on my MacBook m4 max with 48gb unified memory. It crashes every time before outputting the first token no matter how small context size I set or use the kv quantization.
Is there any way to offload layers of MOE to nvme during the inference in ... | 2025-12-08T06:32:50 | https://www.reddit.com/r/LocalLLaMA/comments/1ph5gn4/name_offloading_possible_in_mlx_or_llamacpp/ | BABA_yaaGa | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ph5gn4 | false | null | t3_1ph5gn4 | /r/LocalLLaMA/comments/1ph5gn4/name_offloading_possible_in_mlx_or_llamacpp/ | false | false | self | 2 | null |
Is colab pro or colab enterprise would be enough for finetuning LLMs? | 2 | Guys, i was wondering if I can finetune models like 3B, 8B, 14B with 256k context window in google colab pro or enterprise without issues? I plan to finetune it using unsloth and Qlora for peft. I am still a beginner in finetuning and was wondering if anyone can provide me with some suggestions and ideas. | 2025-12-08T06:01:22 | https://www.reddit.com/r/LocalLLaMA/comments/1ph4x4e/is_colab_pro_or_colab_enterprise_would_be_enough/ | Motor_Ad6405 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ph4x4e | false | null | t3_1ph4x4e | /r/LocalLLaMA/comments/1ph4x4e/is_colab_pro_or_colab_enterprise_would_be_enough/ | false | false | self | 2 | null |
I made a GUI for OpenRouter with "X-Ray Mode" to edit system prompts on the fly. | 3 | Hi all,
I built a tool called **AI Text Enhancer Pro**. It’s basically a specialized wrapper for the OpenRouter API designed for editing text and code.
The main feature I wanted was **"X-Ray Mode"**.
Usually, when you use AI editors, the system prompt is hidden. With this tool, you can expand a panel, see the exact... | 2025-12-08T05:26:43 | https://www.reddit.com/gallery/1ph4bjj | AlexDustin | reddit.com | 1970-01-01T00:00:00 | 0 | {} | 1ph4bjj | false | null | t3_1ph4bjj | /r/LocalLLaMA/comments/1ph4bjj/i_made_a_gui_for_openrouter_with_xray_mode_to/ | false | false | 3 | null | |
[Update] local_faiss_mcp v0.2.0 – I listened to you, r/LocalLLaMA: Added Reranking, CLI, and native PDF support | 7 | Last week I posted my "lazy" local RAG tool here. The consensus was: *"Cool start, but for serious use, we need reranking and better ingestion."*
I spent the last few days building exactly what you asked for. **v0.2.0 is out now.**
**What’s new (based on your feedback):**
* **Re-ranking Support:** Added a `--rerank`... | 2025-12-08T05:19:15 | https://www.reddit.com/r/LocalLLaMA/comments/1ph46jn/update_local_faiss_mcp_v020_i_listened_to_you/ | fabiononato | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ph46jn | false | null | t3_1ph46jn | /r/LocalLLaMA/comments/1ph46jn/update_local_faiss_mcp_v020_i_listened_to_you/ | false | false | self | 7 | {'enabled': False, 'images': [{'id': 'qencZQ2FSyvAD5vtbBu8wH-9LDLMyXz-B6-8__AdEkk', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/qencZQ2FSyvAD5vtbBu8wH-9LDLMyXz-B6-8__AdEkk.png?width=108&crop=smart&auto=webp&s=dd5fc41d7fdacc86fa46c57c8be59ae740e0f670', 'width': 108}, {'height': 108, 'url': 'h... |
Biggest vision-capable model that can run on a Strix Halo 128 GB? | 10 | I'm looking for something better than Qwen3-VL-30B-A3B, preferably matching or exceeding Qwen3-VL-32B while being easier to run (say, large MoE, gpt-oss sized or GLM-4.5-air sized). Need strong text reading and document layout understanding capabilities.
Also needs to be relatively smart in text generation. | 2025-12-08T05:08:43 | https://www.reddit.com/r/LocalLLaMA/comments/1ph3z94/biggest_visioncapable_model_that_can_run_on_a/ | Daniel_H212 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ph3z94 | false | null | t3_1ph3z94 | /r/LocalLLaMA/comments/1ph3z94/biggest_visioncapable_model_that_can_run_on_a/ | false | false | self | 10 | null |
Why Mirostat is gone into obscurity ? | 1 | [removed] | 2025-12-08T05:00:17 | https://www.reddit.com/r/LocalLLaMA/comments/1ph3t27/why_mirostat_is_gone_into_obscurity/ | FriendlyGround9076 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ph3t27 | false | null | t3_1ph3t27 | /r/LocalLLaMA/comments/1ph3t27/why_mirostat_is_gone_into_obscurity/ | false | false | self | 1 | null |
21 Days of Building a Small Language Model. | 20 | Starting tomorrow, I’m beginning a new series: “21 Days of Building a Small Language Model.”
https://preview.redd.it/bw2jtqnztw5g1.jpg?width=1920&format=pjpg&auto=webp&s=264ee6545e42bbb39fb7fb9043ad66e8fd6b3c91
As we get close to the end of the year, I want to try something meaningful: help anyone who’s interested... | 2025-12-08T04:46:45 | https://www.reddit.com/r/LocalLLaMA/comments/1ph3js7/21_days_of_building_a_small_language_model/ | Prashant-Lakhera | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ph3js7 | false | null | t3_1ph3js7 | /r/LocalLLaMA/comments/1ph3js7/21_days_of_building_a_small_language_model/ | false | false | 20 | null | |
Where do you get stuck when building RAG pipelines? | 2 | Where do you get stuck when building RAG pipelines?
Where do you get stuck when building RAG pipelines?
I've been having a lot of conversations with engineers about their RAG setups recently and keep hearing the same frustrations.
Some people don't know where to start. They have unstructured data, they know... | 2025-12-08T04:42:53 | https://www.reddit.com/r/LocalLLaMA/comments/1ph3h4j/where_do_you_get_stuck_when_building_rag_pipelines/ | OnyxProyectoUno | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ph3h4j | false | null | t3_1ph3h4j | /r/LocalLLaMA/comments/1ph3h4j/where_do_you_get_stuck_when_building_rag_pipelines/ | false | false | self | 2 | null |
I got tired of my agents losing context on topic shifts, so I hacked together a branch router - thoughts? | 2 | Been messing with multi-turn agents and kept hitting the same wall: conversation goes A → B → back to A, and the LLM has no idea what "A context" even means anymore because it's buried under B.
So I built a thing that tags each message as STAY/BRANCH/ROUTE and only pulls relevant history per branch. Uses an LLM call t... | 2025-12-08T04:33:43 | https://www.reddit.com/r/LocalLLaMA/comments/1ph3avj/i_got_tired_of_my_agents_losing_context_on_topic/ | scotty595 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ph3avj | false | null | t3_1ph3avj | /r/LocalLLaMA/comments/1ph3avj/i_got_tired_of_my_agents_losing_context_on_topic/ | false | false | self | 2 | {'enabled': False, 'images': [{'id': 'TJGAuS8tsqZP2UHifo5Eh6cZBmmUl6-FwiHIq0ucSY4', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/TJGAuS8tsqZP2UHifo5Eh6cZBmmUl6-FwiHIq0ucSY4.png?width=108&crop=smart&auto=webp&s=32075ee6dd7f7de12d2fac521e5aa870f8be037a', 'width': 108}, {'height': 108, 'url': 'h... |
Parallax by Gradient | 1 | Hey all! My friends and I built Convo‑Mapper for the Gradient Network hackathon. It’s an open-source conversation-visualization tool that uses layered parallax to make large chat logs feel spatial and easy to scan.
Why parallax? By moving background topology, thread clusters, and message windows at different speeds we... | 2025-12-08T03:51:30 | https://www.reddit.com/r/LocalLLaMA/comments/1ph2gtq/parallax_by_gradient/ | potterheadsonu7 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ph2gtq | false | null | t3_1ph2gtq | /r/LocalLLaMA/comments/1ph2gtq/parallax_by_gradient/ | false | false | self | 1 | {'enabled': False, 'images': [{'id': 'r-cb1UJb1bCcVjJNhb4ujfnWVRbCWui-SJA1B7F-oEw', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/r-cb1UJb1bCcVjJNhb4ujfnWVRbCWui-SJA1B7F-oEw.png?width=108&crop=smart&auto=webp&s=f44d4d366a3c9979b52181bae4ed927673b6f342', 'width': 108}, {'height': 108, 'url': 'h... |
Miles + FSDP2 = Megatron-Level Performance with More Flexibility | 13 | Miles training framework now supports FSDP2 integration, delivering Megatron-level performance with basically zero vendor lock-in.
SGLang team just shipped this and experiments show numerical alignment with Megatron while supporting advanced features like Context Parallelism out of the box.
FSDP2 gives you a flexible... | 2025-12-08T03:42:18 | https://www.reddit.com/r/LocalLLaMA/comments/1ph2aad/miles_fsdp2_megatronlevel_performance_with_more/ | Expert-Pineapple-740 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ph2aad | false | null | t3_1ph2aad | /r/LocalLLaMA/comments/1ph2aad/miles_fsdp2_megatronlevel_performance_with_more/ | false | false | self | 13 | {'enabled': False, 'images': [{'id': 'JArGeSmSn0PBBLoMFFNZ8rK7AFz1_B-PL_3Zd8TlQfU', 'resolutions': [{'height': 92, 'url': 'https://external-preview.redd.it/JArGeSmSn0PBBLoMFFNZ8rK7AFz1_B-PL_3Zd8TlQfU.png?width=108&crop=smart&auto=webp&s=67c0f420910ab1eaa96c5a53cbcaa9fe963649a9', 'width': 108}, {'height': 184, 'url': 'h... |
Is the 32G ram Mac mini worth it? | 0 | My current m1 16gb MacBook Air 2021 ed doesn’t cut it when it comes to ram - I do so much of programming, have a lot of windows open, run local llms, and want to get into video editing. So I was looking new options. Any advice? Thanks!! | 2025-12-08T03:35:39 | https://www.reddit.com/r/LocalLLaMA/comments/1ph25hs/is_the_32g_ram_mac_mini_worth_it/ | Aggressive_Escape386 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ph25hs | false | null | t3_1ph25hs | /r/LocalLLaMA/comments/1ph25hs/is_the_32g_ram_mac_mini_worth_it/ | false | false | self | 0 | null |
Structuring context files to guide LLM code generation? | 3 | I'm working on a way to make an LLM write better code. I use a search tool called [cleaner](https://github.com/perghosh/Data-oriented-design/releases/tag/cleaner.1.1.0) to gather info and put it in a file. I then give this file to the LLM as background context. This tells the model how to generate, and make it more acc... | 2025-12-08T03:29:34 | gosh | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1ph219c | false | null | t3_1ph219c | /r/LocalLLaMA/comments/1ph219c/structuring_context_files_to_guide_llm_code/ | false | false | default | 3 | {'enabled': True, 'images': [{'id': 'q2zgnupnfw5g1', 'resolutions': [{'height': 60, 'url': 'https://preview.redd.it/q2zgnupnfw5g1.gif?width=108&crop=smart&format=png8&s=5ccebdce106c5811694d2dacff5904097ad80e0b', 'width': 108}, {'height': 121, 'url': 'https://preview.redd.it/q2zgnupnfw5g1.gif?width=216&crop=smart&format... |
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