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Burned through my Opus 4.5 quota in 1 day on Cursor. Does the "BYOK" math actually work in my favor? | 1 | Hi everyone,
I recently tried the new **Opus 4.5** on Cursor Pro ($20/mo) and I'm blown away by the reasoning capabilities. It solves things I didn't think were possible.
The problem? I burned through my entire "Fast Request" quota in literally **one day** of heavy coding. Now I'm throttled/stuck.
I’m thinking about... | 2025-12-06T20:07:59 | https://www.reddit.com/r/LocalLLaMA/comments/1pfyo9e/burned_through_my_opus_45_quota_in_1_day_on/ | Agitated_Remote_4211 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pfyo9e | false | null | t3_1pfyo9e | /r/LocalLLaMA/comments/1pfyo9e/burned_through_my_opus_45_quota_in_1_day_on/ | false | false | self | 1 | null |
Convert Dense into MOE model? | 1 | I did a quick search on this here & found only 2 years old [thread](https://www.reddit.com/r/LocalLLaMA/comments/1cgo45x/converting_dense_models_into_moes/) with less replies. That's it.
So still no one figured it out this yet? Totally surprised that no one brought this topic here after that old thread.
I know it's a... | 2025-12-06T19:30:30 | https://www.reddit.com/r/LocalLLaMA/comments/1pfxrv5/convert_dense_into_moe_model/ | pmttyji | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pfxrv5 | false | null | t3_1pfxrv5 | /r/LocalLLaMA/comments/1pfxrv5/convert_dense_into_moe_model/ | false | false | self | 1 | null |
[D] What I learned building code RAG without embeddings | 1 | I've been building a system to give LLMs relevant code context from any repo. The idea seemed simple: let an LLM look at the file tree + function signatures and pick which files to include. No embeddings, no vector DB.
Sharing what I learned because I wish someone had written this before I broke my eval three differen... | 2025-12-06T19:23:00 | https://www.reddit.com/r/LocalLLaMA/comments/1pfxl6x/d_what_i_learned_building_code_rag_without/ | rozetyp | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pfxl6x | false | null | t3_1pfxl6x | /r/LocalLLaMA/comments/1pfxl6x/d_what_i_learned_building_code_rag_without/ | false | false | self | 1 | null |
We need open source hardware lithography | 1 | Perhaps it's time hardware was more democratized. RISC-V is only 1 step away.
There are real challenges with yield at small scales, requiring a clean environment. But perhaps a small scale system could be made "good enough", or overcome with some clever tech or small vacuum chambers. | 2025-12-06T19:02:38 | https://www.reddit.com/r/LocalLLaMA/comments/1pfx3d0/we_need_open_source_hardware_lithography/ | bennmann | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pfx3d0 | false | null | t3_1pfx3d0 | /r/LocalLLaMA/comments/1pfx3d0/we_need_open_source_hardware_lithography/ | false | false | self | 1 | null |
Are MoE models harder to Fine-tune? | 1 | really sorry if this is a stupid question, but ive been looking around huggingface A LOT and ive noticed a really big trend where theres a ton of dense models being fine-tuned/lora-ed, while most MoE models go untouched. are there any reasons for this?
i dont think its the model size, as ive seen big models like L... | 2025-12-06T18:52:21 | https://www.reddit.com/r/LocalLLaMA/comments/1pfwu8t/are_moe_models_harder_to_finetune/ | ComplexType568 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pfwu8t | false | null | t3_1pfwu8t | /r/LocalLLaMA/comments/1pfwu8t/are_moe_models_harder_to_finetune/ | false | false | self | 1 | null |
What alternative models are you using for Impossible models(on your system)? | 1 | To rephrase the title : What Small / MOE Alternatives are you using for Big models which don't fit your GPU(s)?
For example, some models are too big for our VRAM. Dense mostly.
In my case, my 8GB VRAM could run up to 14B models(^(Qwen3-14B Q4 giving me 20 t/s. If I increase the context, only single digit t/s)). Gemma... | 2025-12-06T18:48:52 | https://www.reddit.com/r/LocalLLaMA/comments/1pfwr6q/what_alternative_models_are_you_using_for/ | pmttyji | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pfwr6q | false | null | t3_1pfwr6q | /r/LocalLLaMA/comments/1pfwr6q/what_alternative_models_are_you_using_for/ | false | false | self | 1 | null |
12GB VRAM, coding tasks, | 1 | Hi guys, I'm learning about local models in the latest days, and I've decided to try it.
I've downloaded Ollama, and i'm trying to choose a model for coding tasks on a moderately large codebase.
It seems the best one lately are qwen3-coder, gpt-oss, deepseek-r1, BUT i've also read that there are quite some difference... | 2025-12-06T18:36:02 | https://www.reddit.com/r/LocalLLaMA/comments/1pfwfym/12gb_vram_coding_tasks/ | GiLA994 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pfwfym | false | null | t3_1pfwfym | /r/LocalLLaMA/comments/1pfwfym/12gb_vram_coding_tasks/ | false | false | self | 1 | null |
An opinionated Go toolkit for persistent AI agents - single binary, no dependency hell | 1 | I kept reimplementing the same AI agent patterns in almost every project using the Go + PostgreSQL stack. Session persistence, tool calling, streaming, context management, transaction-safe atomic operations - the usual stuff.
So I modularized it and [open sourced it](https://github.com/youssefsiam38/agentpg)
It's an ... | 2025-12-06T18:25:12 | https://www.reddit.com/r/LocalLLaMA/comments/1pfw6ep/an_opinionated_go_toolkit_for_persistent_ai/ | UnHackableAlgorithm | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pfw6ep | false | null | t3_1pfw6ep | /r/LocalLLaMA/comments/1pfw6ep/an_opinionated_go_toolkit_for_persistent_ai/ | false | false | self | 1 | null |
VibeVoice Realtime 0.5B - OpenAI Compatible /v1/audio/speech TTS Server | 1 | Microsoft recently released [VibeVoice-Realtime-0.5B](https://huggingface.co/microsoft/VibeVoice-Realtime-0.5B), a lightweight ***expressive*** TTS model.
I wrapped it in an OpenAI-compatible API server so it works directly with Open WebUI's TTS settings.
Repo: [https://github.com/marhensa/vibevoice-realtime-openai-a... | 2025-12-06T18:10:19 | https://www.reddit.com/r/LocalLLaMA/comments/1pfvt9e/vibevoice_realtime_05b_openai_compatible/ | marhensa | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pfvt9e | false | null | t3_1pfvt9e | /r/LocalLLaMA/comments/1pfvt9e/vibevoice_realtime_05b_openai_compatible/ | false | false | 1 | null | |
Local agent with 16-32K context for research | 1 | Hello,
I would like to set up a local agent to do some automated tasks - mainly web/wikipedia research, reading and outputting to files, RAG capabilities is a nice to have. Perhaps at some point in future automation of some of my Google Sheets files. Maybe some Python script developpement for work, based on sensitive ... | 2025-12-06T18:05:31 | https://www.reddit.com/r/LocalLLaMA/comments/1pfvoym/local_agent_with_1632k_context_for_research/ | Dreeew84 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pfvoym | false | null | t3_1pfvoym | /r/LocalLLaMA/comments/1pfvoym/local_agent_with_1632k_context_for_research/ | false | false | self | 1 | null |
30b coder with lcpp - does it finally work properly? | 1 | I'm still seeing lots of people recommending Qwen3 30b Coder but I never managed to get it to work consistently. Please tell me your secrets!
I tried all manner of quants from Q4 to BF16 ggufs and native safetensors in vllm.
Using Roocode in VS Code it would always eventually shit the bed half way through doing somet... | 2025-12-06T18:02:46 | https://www.reddit.com/r/LocalLLaMA/comments/1pfvmfy/30b_coder_with_lcpp_does_it_finally_work_properly/ | Aggressive-Bother470 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pfvmfy | false | null | t3_1pfvmfy | /r/LocalLLaMA/comments/1pfvmfy/30b_coder_with_lcpp_does_it_finally_work_properly/ | false | false | self | 1 | null |
SGLang failing to run FP8 quant on 3090s | 1 | I am trying to run Qwen3-Coder-30B-A3B-Instruct-FP8 on 2x3090 with SGLang in a docker container but am getting the following error:
TypeError: gptq\_marlin\_gemm() got an unexpected keyword argument 'b\_bias'
Any suggestions as to why welcome!
lmsysorg/sglang:latest
\--model-path Qwen/Qwen3-Coder-30B-A3B-Instruc... | 2025-12-06T17:51:48 | https://www.reddit.com/r/LocalLLaMA/comments/1pfvcg6/sglang_failing_to_run_fp8_quant_on_3090s/ | NaiRogers | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pfvcg6 | false | null | t3_1pfvcg6 | /r/LocalLLaMA/comments/1pfvcg6/sglang_failing_to_run_fp8_quant_on_3090s/ | false | false | self | 1 | null |
IA para Java | 1 | [removed] | 2025-12-06T17:44:44 | https://www.reddit.com/r/LocalLLaMA/comments/1pfv66m/ia_para_java/ | NoJaguar6760 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pfv66m | false | null | t3_1pfv66m | /r/LocalLLaMA/comments/1pfv66m/ia_para_java/ | false | false | self | 1 | null |
Best Model for Base M4 Chip? | 1 | I recently picked up a M4 MacBook Air with 16GB of RAM
I'm pretty new to running local LLMs and I was just curious if anyone else has experience with the base M4 and could reccomend the best performing model. | 2025-12-06T17:39:47 | https://www.reddit.com/r/LocalLLaMA/comments/1pfv1vq/best_model_for_base_m4_chip/ | AgeNo5720 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pfv1vq | false | null | t3_1pfv1vq | /r/LocalLLaMA/comments/1pfv1vq/best_model_for_base_m4_chip/ | false | false | self | 1 | null |
Solomon 3.4 Update: Over-Engineered My Precision/Poetry Prompt... and xAI Nuked My SuperGrok Sub (Not a Jailbreak, Promise) | 1 | If you caught my original Solomon 3.1 post last week in LocalLLaMA (https://www.reddit.com/r/LocalLLaMA/comments/1pcwffb/llama_31_70b_one_prompt_now_beats_claude_35/), you know I've been trying to create an ultimate dual-mode prompt.
I iterated to Solomon 3.4: even tighter mode locks (NEVER mix Blade/Harp), auto-urgen... | 2025-12-06T17:28:29 | https://www.reddit.com/r/LocalLLaMA/comments/1pfurpz/solomon_34_update_overengineered_my/ | NoSir261 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pfurpz | false | null | t3_1pfurpz | /r/LocalLLaMA/comments/1pfurpz/solomon_34_update_overengineered_my/ | false | false | self | 1 | null |
Grok 4 vs Opus 4.5 in a debate about open source models versus proprietary models. | 1 | 2025-12-06T17:17:58 | https://www.robuttal.com/debates/9b31b73e-e708-4181-bdce-d6d5d5df5456 | StreetlampLeMooose | robuttal.com | 1970-01-01T00:00:00 | 0 | {} | 1pfuilv | false | null | t3_1pfuilv | /r/LocalLLaMA/comments/1pfuilv/grok_4_vs_opus_45_in_a_debate_about_open_source/ | false | false | default | 1 | null | |
Advice on fine-tuning? Building a model to help people understand policy changes | 1 | I am interested in creating a tool that---given some policy change (e.g., pricing, law, etc.)---will return a json of the main things that are changed and unforseen effects. As of now, I found doing this in a multi-agent setup actually works far better than zero-shot, where Agents generate one piece at a time. But thi... | 2025-12-06T16:47:03 | https://www.reddit.com/r/LocalLLaMA/comments/1pftrk7/advice_on_finetuning_building_a_model_to_help/ | arc_in_tangent | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pftrk7 | false | null | t3_1pftrk7 | /r/LocalLLaMA/comments/1pftrk7/advice_on_finetuning_building_a_model_to_help/ | false | false | self | 1 | null |
Best benchmark website | 1 | Which website do you use to see benchmark stats of different models? | 2025-12-06T16:30:46 | https://www.reddit.com/r/LocalLLaMA/comments/1pftdc6/best_benchmark_website/ | AccomplishedStory327 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pftdc6 | false | null | t3_1pftdc6 | /r/LocalLLaMA/comments/1pftdc6/best_benchmark_website/ | false | false | self | 1 | null |
[NEW RELEASE] HexaMind-8B-S21: The "Safety King" (96% TruthfulQA) that doesn't sacrifice Reasoning (30% GPQA) | 1 | * Hey everyone, I just released a Llama 3.1 8B fine-tune that solves the 'Safety Tax'. Most safe models are dumb. Most smart models hallucinate. HexaMind is trained on a curated mix of **NuminaMath** and **S-Theory Topology Filters** to achieve:
* **GPQA (Science):** 30.3% (Beats Base Llama & Gemma 2)
* **MATH:*... | 2025-12-06T16:22:40 | https://www.reddit.com/r/LocalLLaMA/comments/1pft660/new_release_hexamind8bs21_the_safety_king_96/ | Expert-Echo-9433 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pft660 | false | null | t3_1pft660 | /r/LocalLLaMA/comments/1pft660/new_release_hexamind8bs21_the_safety_king_96/ | false | false | self | 1 | null |
Memory Systems | 1 | Does anyone know good open source LLM memory system libraries?
What design patterns have you liked? | 2025-12-06T16:21:11 | https://www.reddit.com/r/LocalLLaMA/comments/1pft4wx/memory_systems/ | SlowFail2433 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pft4wx | false | null | t3_1pft4wx | /r/LocalLLaMA/comments/1pft4wx/memory_systems/ | false | false | self | 1 | null |
Running LLM over RAM | 1 | Hello community,
I am currently running local LLMs using my RTX 3060 with 6GB VRam and I get about 20ish tokens per second using 7b models which is not bad for my use cases. I get this took/sec using ollama but LMDtudio gives less when using GGUF
I want to take this a nudge and giving that this is a laptop I cannot u... | 2025-12-06T16:11:54 | https://www.reddit.com/r/LocalLLaMA/comments/1pfsx8x/running_llm_over_ram/ | Bakkario | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pfsx8x | false | null | t3_1pfsx8x | /r/LocalLLaMA/comments/1pfsx8x/running_llm_over_ram/ | false | false | self | 1 | null |
"Router mode is experimental" | llama.cpp now has a router mode and I didn't know. | 1 | Did anyone else know that llama.cpp has a "router mode"? try out ! it's cool.
Little big history (you can ignore):
I've been trying to keep up with the updates on this sub and ComfyUI, but it's been a bit difficult to stay updated. From what I've observed, there don't seem to be any posts talking about this ll... | 2025-12-06T16:06:19 | https://www.reddit.com/r/LocalLLaMA/comments/1pfssoo/router_mode_is_experimental_llamacpp_now_has_a/ | charmander_cha | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pfssoo | false | null | t3_1pfssoo | /r/LocalLLaMA/comments/1pfssoo/router_mode_is_experimental_llamacpp_now_has_a/ | false | false | self | 1 | null |
convert: support Mistral 3 Large MoE by ngxson · Pull Request #17730 · ggml-org/llama.cpp | 29 | You can now download GGUF
[https://huggingface.co/bartowski/mistralai\_Mistral-Large-3-675B-Instruct-2512-GGUF](https://huggingface.co/bartowski/mistralai_Mistral-Large-3-675B-Instruct-2512-GGUF)
but can you run it...?
(that another PR is https://github.com/ggml-org/llama.cpp/pull/17744)
| 2025-12-06T16:00:37 | https://github.com/ggml-org/llama.cpp/pull/17730 | jacek2023 | github.com | 1970-01-01T00:00:00 | 0 | {} | 1pfsntn | false | null | t3_1pfsntn | /r/LocalLLaMA/comments/1pfsntn/convert_support_mistral_3_large_moe_by_ngxson/ | false | false | default | 29 | {'enabled': False, 'images': [{'id': 'YXlCrbFuGSaJRzk-d-1JftjUbGO215ldNJVTXMLJQi4', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/YXlCrbFuGSaJRzk-d-1JftjUbGO215ldNJVTXMLJQi4.png?width=108&crop=smart&auto=webp&s=e0c60fa4dc0e40ffc3d5c024d249753ad6a966c4', 'width': 108}, {'height': 108, 'url': 'h... |
I found best Local llm runner app for Android devices. this app have many features like tool call, rag documents, handsfree call , ollama server support, add Local gguf file, beutiful ui, and many more please check it out. | 0 | 2025-12-06T15:49:26 | https://www.reddit.com/gallery/1pfsepo | That_Philosophy7668 | reddit.com | 1970-01-01T00:00:00 | 0 | {} | 1pfsepo | false | null | t3_1pfsepo | /r/LocalLLaMA/comments/1pfsepo/i_found_best_local_llm_runner_app_for_android/ | false | false | 0 | null | ||
Model leaks - all in 2025! | 0 | Grok 4.20! Gemini 3.0 Pro - new checkpoint - full, 3.0 flash. Glm-5 (can in 2026!) 2026:start; Kimi K2.5, G3MINI 3.5 PRO, Qwen 3.5 model serios, Glm, Nova, Deepseek V4, Claude 4.7 / 5 sonnet/etc. Grok 5 (Strong!) GPT-67, as and more, so, it's not all, but some leaks. So, Grok code fast 2 coming too. Bye | 2025-12-06T15:34:04 | https://www.reddit.com/r/LocalLLaMA/comments/1pfs215/model_leaks_all_in_2025/ | BasketFar667 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pfs215 | false | null | t3_1pfs215 | /r/LocalLLaMA/comments/1pfs215/model_leaks_all_in_2025/ | false | false | self | 0 | null |
[MCP Server] BA Workflow Tools - Sprint planning, velocity, MoSCoW prioritization | 0 | Released an MCP server for Business Analyst workflows. Works with Claude Desktop (and anything else that supports MCP).
**17 tools including:**
* Working days calculator (UK bank holidays baked in)
* Sprint date generator
* Release date estimator from velocity/story points
* MoSCoW priority calculator, capacity plann... | 2025-12-06T15:29:10 | https://www.reddit.com/r/LocalLLaMA/comments/1pfrxwl/mcp_server_ba_workflow_tools_sprint_planning/ | cs97jjm3 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pfrxwl | false | null | t3_1pfrxwl | /r/LocalLLaMA/comments/1pfrxwl/mcp_server_ba_workflow_tools_sprint_planning/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': '2-7dxNEX8qlsfKLC0g7qItauwKkOwXfdfR3tpy2kkKM', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/2-7dxNEX8qlsfKLC0g7qItauwKkOwXfdfR3tpy2kkKM.png?width=108&crop=smart&auto=webp&s=dbcfaa720fa4d124326cf223c2f9a9bc1392b50c', 'width': 108}, {'height': 108, 'url': 'h... |
Multi-directional ablation with self-organizing maps - anyone tried it yet? | 13 | I ran across this preprint the other day:
Piras, Giorgio, et al. "[SOM Directions are Better than One: Multi-Directional Refusal Suppression in Language Models.](https://arxiv.org/abs/2511.08379)" arXiv preprint arXiv:2511.08379 (2025).
They have published their code here: https://github.com/pralab/som-refusal-di... | 2025-12-06T15:20:28 | https://www.reddit.com/r/LocalLLaMA/comments/1pfrqvh/multidirectional_ablation_with_selforganizing/ | IllllIIlIllIllllIIIl | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pfrqvh | false | null | t3_1pfrqvh | /r/LocalLLaMA/comments/1pfrqvh/multidirectional_ablation_with_selforganizing/ | false | false | self | 13 | null |
Is running smarter models like gptoss-120b with consumer hardware is unrealistic? | 0 | I’m hoping to be able to run gptoss-120b and experiment with fine tuning and training models by putting together a cost effective home setup. My plan is for 40GB VRAM across 3 GPUs (one 16gb 5060Ti on PCIe 4.0 x16, another 16gb 5060Ti on PCIe 4.0 x4 via riser cable, and a 8gb 2060 Super on PCIe 4.0 x1 via riser cable),... | 2025-12-06T14:58:55 | https://www.reddit.com/r/LocalLLaMA/comments/1pfr928/is_running_smarter_models_like_gptoss120b_with/ | Careful_Breath_1108 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pfr928 | false | null | t3_1pfr928 | /r/LocalLLaMA/comments/1pfr928/is_running_smarter_models_like_gptoss120b_with/ | false | false | self | 0 | null |
Facing 2 choice, 1 DGX spark or RTX 5090 | 2 | I can get both with fairly same amount of money (Gpu still need a cpu ram etc.) but Dgx offer 128 gb slow vram, another offer faster 32 gb vram, my main use case is inference, i wanna be able to local inference Qwen next 80B level model with not less than Q8 quantized but from time to time I wanna be able to fine tune ... | 2025-12-06T14:56:31 | https://www.reddit.com/r/LocalLLaMA/comments/1pfr7c2/facing_2_choice_1_dgx_spark_or_rtx_5090/ | dheetoo | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pfr7c2 | false | null | t3_1pfr7c2 | /r/LocalLLaMA/comments/1pfr7c2/facing_2_choice_1_dgx_spark_or_rtx_5090/ | false | false | self | 2 | null |
Trying to ship local RAG to both android and iOS and feeling disheartened | 10 | I'm a fullstack developer by experience, so forgive me if this is obvious. I've built a number of RAG applications for different industries (finance, government, etc). I recently got into trying to run these same RAG apps fully on-device (government agencies love privacy). I've been playing with Llama-3.2-3B with 4-bit... | 2025-12-06T14:30:00 | https://www.reddit.com/r/LocalLLaMA/comments/1pfqmqu/trying_to_ship_local_rag_to_both_android_and_ios/ | chreezus | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pfqmqu | false | null | t3_1pfqmqu | /r/LocalLLaMA/comments/1pfqmqu/trying_to_ship_local_rag_to_both_android_and_ios/ | false | false | self | 10 | null |
Speed of DeepSeek with RAM offload | 16 | I have 96GB VRAM. By far not enough to run DeepSeek 3.x - bit I could upgrade my RAM so I can have the active layers on the GPU and the rest in system RAM.
Yeah the RAM prices are a catastrophe but I need to run such a large model, and I don’t want to use cloud - this is locallama!
Has anyone tried this? What speed ca... | 2025-12-06T14:29:05 | https://www.reddit.com/r/LocalLLaMA/comments/1pfqm0y/speed_of_deepseek_with_ram_offload/ | vhthc | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pfqm0y | false | null | t3_1pfqm0y | /r/LocalLLaMA/comments/1pfqm0y/speed_of_deepseek_with_ram_offload/ | false | false | self | 16 | null |
Trying to ship llama 3.2B to both andrind and iphone | 1 | I'm a fullstack developer by experience, so forgive me if this is obvious. I've built a number of RAG applications for different industries (finance, government, etc). I recently got into trying to run these same RAG apps fully on-device (government agencies love privacy). I've been playing with Llama-3.2-3B with 4-bit... | 2025-12-06T14:28:30 | https://www.reddit.com/r/LocalLLaMA/comments/1pfqlld/trying_to_ship_llama_32b_to_both_andrind_and/ | chreezus | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pfqlld | false | null | t3_1pfqlld | /r/LocalLLaMA/comments/1pfqlld/trying_to_ship_llama_32b_to_both_andrind_and/ | false | false | self | 1 | null |
[Tool] Smart router with auto-failover: Cloud APIs → Local Ollama fallback | 0 | Built a router that automatically falls back to local Ollama if cloud LLM APIs fail or degrade.
**How it works:**
1. Routes to fastest healthy provider (GigaChat/YandexGPT)
2. Tracks health: latency, error rate, rolling averages
3. Auto-switches if provider degrades
4. Final fallback: local Ollama (no external d... | 2025-12-06T14:26:59 | https://www.reddit.com/r/LocalLLaMA/comments/1pfqkbv/tool_smart_router_with_autofailover_cloud_apis/ | Subject_Pen_4816 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pfqkbv | false | null | t3_1pfqkbv | /r/LocalLLaMA/comments/1pfqkbv/tool_smart_router_with_autofailover_cloud_apis/ | false | false | 0 | null | |
Integrating Tool Calling into an RL Fine-Tuning with Conversational Data | 2 | I am fine-tuning a Arabic Large Language Model (LLM) and i want to include tool calling capabilities as well using a Reinforcement Learning (RL)GRPO approach, via the Hugging Face TRL library and openenv library.
My dataset for the RL is purely conversational and does not contain any examples of tool-use or tool-ca... | 2025-12-06T14:21:42 | https://www.reddit.com/r/LocalLLaMA/comments/1pfqg14/integrating_tool_calling_into_an_rl_finetuning/ | Legal_End2605 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pfqg14 | false | null | t3_1pfqg14 | /r/LocalLLaMA/comments/1pfqg14/integrating_tool_calling_into_an_rl_finetuning/ | false | false | self | 2 | null |
PaperDebugger: the Best Overleaf Companion! | 46 | Chrome/APP Store: [https://www.paperdebugger.com/](https://www.paperdebugger.com/)
Paper: [https://arxiv.org/abs/2512.02589](https://arxiv.org/abs/2512.02589)
Code: [https://github.com/PaperDebugger/PaperDebugger](https://github.com/PaperDebugger/PaperDebugger)
Enhancer: [https://huggingface.co/Xtra-Computing/Xt... | 2025-12-06T14:01:42 | https://www.reddit.com/gallery/1pfq0kd | NuoJohnChen | reddit.com | 1970-01-01T00:00:00 | 0 | {} | 1pfq0kd | false | null | t3_1pfq0kd | /r/LocalLLaMA/comments/1pfq0kd/paperdebugger_the_best_overleaf_companion/ | false | false | 46 | null | |
What can I run on my PC? | 0 | 16g ddr4 , GTX 1660 ti, Ryzen 5500 | 2025-12-06T13:57:02 | https://www.reddit.com/r/LocalLLaMA/comments/1pfpwum/what_can_i_run_on_my_pc/ | Motor_Armadillo_7317 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pfpwum | false | null | t3_1pfpwum | /r/LocalLLaMA/comments/1pfpwum/what_can_i_run_on_my_pc/ | false | false | self | 0 | null |
Function calling Finetuners? | 5 | Huggingface is full of finetunes, merges, etc; typically if you open a list of these for a given model - Qwen3, GPT-OSS, etc; you'll get a bunch of random models with a bunch of random names, it's not very searchable. I'm looking for finetunes / LoRas for tool calling / function performance improvement, and it just see... | 2025-12-06T13:56:14 | https://www.reddit.com/r/LocalLLaMA/comments/1pfpw7v/function_calling_finetuners/ | zelkovamoon | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pfpw7v | false | null | t3_1pfpw7v | /r/LocalLLaMA/comments/1pfpw7v/function_calling_finetuners/ | false | false | self | 5 | null |
What happend with llama.cpp and chat templates? | 0 | Seems like every model that is available on huggingface, is not working in llama-server without going haywire after 2-3 messages?
I the local dream dead? is llama.cpp dead? what are people using now?
performance is actually worse then 2 years back?
How did this happen?
| 2025-12-06T12:50:28 | https://www.reddit.com/r/LocalLLaMA/comments/1pfokgh/what_happend_with_llamacpp_and_chat_templates/ | Far_Buyer_7281 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pfokgh | false | null | t3_1pfokgh | /r/LocalLLaMA/comments/1pfokgh/what_happend_with_llamacpp_and_chat_templates/ | false | false | self | 0 | null |
ChromePilot v2: Built an AI browser automation agent with Ollama (dual-LLM architecture, 100% local) | 0 | Been tinkering with local LLMs for a while and wanted to build something practical, so I made ChromePilot v2 - a Chrome extension that uses Ollama to automate browser tasks. Personal project to explore what's possible with local models.
What it does:
\- Takes screenshots of your browser and creates step-by-step exe... | 2025-12-06T12:29:19 | https://www.reddit.com/r/LocalLLaMA/comments/1pfo6da/chromepilot_v2_built_an_ai_browser_automation/ | TheGreatVAPpy | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pfo6da | false | null | t3_1pfo6da | /r/LocalLLaMA/comments/1pfo6da/chromepilot_v2_built_an_ai_browser_automation/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': 'wtWnoSKP7BEyvMK0-n-g6AzDUuyUTiJS_efngsKwV4A', 'resolutions': [{'height': 81, 'url': 'https://external-preview.redd.it/wtWnoSKP7BEyvMK0-n-g6AzDUuyUTiJS_efngsKwV4A.jpeg?width=108&crop=smart&auto=webp&s=be8f509c66e09c4512f7bfc2af26db257e9e6429', 'width': 108}, {'height': 162, 'url': '... |
Best agentic code LLM to run on laptop (6GB VRAM)? | 1 | Hey everyone,
I have been experimenting with various LLMs to have agentic code off the grid e.g. not using providers.
I currently use Ollama for ease of use and found Gemma 3 to work well and Granite 4 Tiny-H to work very well while still being within 6GB VRAM (my discrete GPU).
I tried Qwen2.5-Coder 7b but agentic ... | 2025-12-06T12:02:17 | https://www.reddit.com/r/LocalLLaMA/comments/1pfnpcs/best_agentic_code_llm_to_run_on_laptop_6gb_vram/ | GiovaSan | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pfnpcs | false | null | t3_1pfnpcs | /r/LocalLLaMA/comments/1pfnpcs/best_agentic_code_llm_to_run_on_laptop_6gb_vram/ | false | false | self | 1 | null |
Interconnects: Who's building models in the U.S., China's model release playbook, and a resurgence of truly open models | 4 | Great overview from Nathan Lambert at Interconnects/Ai2: [Who's building models in the U.S., China's model release playbook, and a resurgence of truly open models](https://www.interconnects.ai/p/latest-open-artifacts-16-whos-building)
I was aware of many but not all of these. And of course the recent [rnj-1 model](htt... | 2025-12-06T11:45:56 | https://www.reddit.com/r/LocalLLaMA/comments/1pfnfg0/interconnects_whos_building_models_in_the_us/ | RobotRobotWhatDoUSee | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pfnfg0 | false | null | t3_1pfnfg0 | /r/LocalLLaMA/comments/1pfnfg0/interconnects_whos_building_models_in_the_us/ | false | false | self | 4 | {'enabled': False, 'images': [{'id': 'TWLHb8dJzCSNgUmgFl4LqzSHDEx6dQcJuFvcNHfXJAg', 'resolutions': [{'height': 67, 'url': 'https://external-preview.redd.it/TWLHb8dJzCSNgUmgFl4LqzSHDEx6dQcJuFvcNHfXJAg.jpeg?width=108&crop=smart&auto=webp&s=7ba9f51949d9d812644493ede87935e850c25622', 'width': 108}, {'height': 135, 'url': '... |
Swap RX 6800 OC 16GB for RTX 5060 TI 16GB? | 3 | Hello Fellow LocalLLaMAs,
I started playing around with local LLMs recently. I really like it in terms of privacy and to explorate.
I bought an RX 6800 OC 16GB a few years ago and was happy when I realized that I could also use it using ROCm or Vulkan to do some inference.
Now I'm thinking about to swap the card fo... | 2025-12-06T11:08:58 | https://www.reddit.com/r/LocalLLaMA/comments/1pfmtri/swap_rx_6800_oc_16gb_for_rtx_5060_ti_16gb/ | FewBasis7497 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pfmtri | false | null | t3_1pfmtri | /r/LocalLLaMA/comments/1pfmtri/swap_rx_6800_oc_16gb_for_rtx_5060_ti_16gb/ | false | false | self | 3 | null |
LLMs as producers of JSON events instead of magical problem solvers | 3 | I keep seeing two very different ways people use LLMs:
1. "Do everything for me" You send a massive prompt, get a big blob of text back, and hope the answer is good enough.
2. "Produce signals for my system" You send a focused prompt, get a small structured object back, and let your system decide what to do.
I am fir... | 2025-12-06T11:02:07 | marcosomma-OrKA | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pfmpri | false | null | t3_1pfmpri | /r/LocalLLaMA/comments/1pfmpri/llms_as_producers_of_json_events_instead_of/ | false | false | default | 3 | {'enabled': True, 'images': [{'id': '0uyta44efk5g1', 'resolutions': [{'height': 45, 'url': 'https://preview.redd.it/0uyta44efk5g1.png?width=108&crop=smart&auto=webp&s=bc251463edadb663742171b199926e4e4fed608e', 'width': 108}, {'height': 90, 'url': 'https://preview.redd.it/0uyta44efk5g1.png?width=216&crop=smart&auto=webp... | |
nvidia p4 ubuntu vm help | 0 | ubuntu 24.04 vm on proxmox on dell r730. i figured out how to gpu passthru with my tesla p4 from proxmox to ubuntu vm with [this guide](https://gitlab.com/polloloco/vgpu-proxmox#enabling-iommu).
On ubuntu vm i installed nvidia-driver-580-server and it saw the gpu and ollama was able to use it. i rebooted the ubuntu ... | 2025-12-06T10:29:31 | https://www.reddit.com/r/LocalLLaMA/comments/1pfm6zf/nvidia_p4_ubuntu_vm_help/ | HoahMasterrace | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pfm6zf | false | null | t3_1pfm6zf | /r/LocalLLaMA/comments/1pfm6zf/nvidia_p4_ubuntu_vm_help/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': 'Vw3bBu31aiMSJTxYckiYR6DzhREt281xzPoVcP66tdI', 'resolutions': [{'height': 108, 'url': 'https://external-preview.redd.it/Vw3bBu31aiMSJTxYckiYR6DzhREt281xzPoVcP66tdI.jpeg?width=108&crop=smart&auto=webp&s=6d08dae4948db32407f8c9119444e1a484cf0da3', 'width': 108}, {'height': 216, 'url': ... |
The Ginomai Genome - Children of the Lattice | 1 | [removed] | 2025-12-06T10:03:54 | DataHeretic | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pflsr5 | false | null | t3_1pflsr5 | /r/LocalLLaMA/comments/1pflsr5/the_ginomai_genome_children_of_the_lattice/ | false | false | default | 1 | {'images': [{'source': {'url': 'https://preview.redd.it/fgmhbhzk4k5g1.png?auto=webp&s=d0027c8ab4cbaaf9a1ae03e7975fde47694eb2a9', 'width': 1536, 'height': 1024}, 'resolutions': [{'url': 'https://preview.redd.it/fgmhbhzk4k5g1.png?width=108&crop=smart&auto=webp&s=8675d5c7610d4ce8cb12fc7613db2333695896d3', 'width': 108, 'h... | |
Abliterated isnt working? | 1 | 2025-12-06T10:00:20 | https://www.reddit.com/r/LocalLLaMA/comments/1pflqle/abliterated_isnt_working/ | ShreeyanxRaina | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pflqle | false | null | t3_1pflqle | /r/LocalLLaMA/comments/1pflqle/abliterated_isnt_working/ | false | false | 1 | null | ||
I’ve been experimenting with a small structural rewrite engine | 1 | I built a small experiment in structural reasoning. The idea is that you give it a couple of before-and-after examples, and it learns the rewrite pattern and applies it to new inputs. No LLM, no templates, no regex.
It works across different domains (algebra, logic, code). The codemod example
was the surprise one for... | 2025-12-06T09:40:21 | https://www.reddit.com/r/LocalLLaMA/comments/1pflf9f/ive_been_experimenting_with_a_small_structural/ | Acrobatic-Comb-2504 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pflf9f | false | null | t3_1pflf9f | /r/LocalLLaMA/comments/1pflf9f/ive_been_experimenting_with_a_small_structural/ | false | false | self | 1 | null |
ARC Prize 2025 results and analysis | 1 | The ARC Prize 2025 concluded its second year, confirming "refinement loops" as the central theme driving progress in AI reasoning, although the Grand Prize remains unclaimed. The competition saw 1,455 teams and 90 papers submitted, with the top Kaggle score reaching a new state-of-the-art of 24% on the private ARC-AGI-... | 2025-12-06T09:31:34 | https://arcprize.org/blog/arc-prize-2025-results-analysis | Balance- | arcprize.org | 1970-01-01T00:00:00 | 0 | {} | 1pflakt | false | null | t3_1pflakt | /r/LocalLLaMA/comments/1pflakt/arc_prize_2025_results_and_analysis/ | false | false | default | 1 | null |
H200 GPU in an internal network - which LLM to run? | 1 | We have Access to an NVIDIA H200 NVL 141GB HBM3e PCIe 5.0 GPU in our closed system and am trying to figure out the best modell to use in internal applications. We are currently testing GPT OSS 120b but are nethertheless interested in what other options we have.
What are the most capable and/or most capable models to ... | 2025-12-06T09:15:44 | https://www.reddit.com/r/LocalLLaMA/comments/1pfl1w7/h200_gpu_in_an_internal_network_which_llm_to_run/ | Far-Organization-849 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pfl1w7 | false | null | t3_1pfl1w7 | /r/LocalLLaMA/comments/1pfl1w7/h200_gpu_in_an_internal_network_which_llm_to_run/ | false | false | self | 1 | null |
How big an open source model can I run on 128 GB unified memory? | 1 | I just took delivery of a Minisforum MS-S1 with AMD Ryzen Ai Max+ 395 cpu, 128 GB unified memory architecture and AMD Radeon 8060S Graphics. In the BIOS the UDMA memory for the iGPU is set to 96 GB. Running a Debian Linux terminal in WSL 2, I downloaded and ran ollama which works fine.
Trying a Deepseek-r1:70b mode... | 2025-12-06T09:13:03 | https://www.reddit.com/r/LocalLLaMA/comments/1pfl0d8/how_big_an_open_source_model_can_i_run_on_128_gb/ | nameless_me | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pfl0d8 | false | null | t3_1pfl0d8 | /r/LocalLLaMA/comments/1pfl0d8/how_big_an_open_source_model_can_i_run_on_128_gb/ | false | false | self | 1 | null |
3090 64gb DDR4 12700k What are the best LLMs I can run? | 1 | I’m finally planning on tinkering with local ai this weekend. I figure my first step is to try some LLMs that work well in my rig and see which ones I like. My rig currently has 2 gpus for framegen when gaming. I’d like to know what you all think my system would run well, and what the pros and cons are. I’m trying to a... | 2025-12-06T08:28:27 | https://www.reddit.com/r/LocalLLaMA/comments/1pfkbwa/3090_64gb_ddr4_12700k_what_are_the_best_llms_i/ | Actual_Department387 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pfkbwa | false | null | t3_1pfkbwa | /r/LocalLLaMA/comments/1pfkbwa/3090_64gb_ddr4_12700k_what_are_the_best_llms_i/ | false | false | self | 1 | null |
New paper: True AI autonomy isn't about bigger models - it's the 4 pillars of cognition | 1 | Perception, Reasoning, Memory, Action - not just scaling parameters. Interesting framework from this new paper on autonomous agents. | 2025-12-06T08:21:48 | https://x.com/heyrimsha/status/1997209742251643088 | web3nomad | x.com | 1970-01-01T00:00:00 | 0 | {} | 1pfk8aw | false | null | t3_1pfk8aw | /r/LocalLLaMA/comments/1pfk8aw/new_paper_true_ai_autonomy_isnt_about_bigger/ | false | false | default | 1 | null |
How can I make Gemma-3 4B better at generating a specific language? | 1 | I’m experimenting with the Gemma-3 4B model and I want it to be more fluent/accurate in a specific language (not English). What’s the best way to improve its output?
Should I fine-tune it, use DPO, add prompts, or something else?
Looking for practical steps, tools, or examples. | 2025-12-06T08:10:59 | https://www.reddit.com/r/LocalLLaMA/comments/1pfk26q/how_can_i_make_gemma3_4b_better_at_generating_a/ | NoAdhesiveness7595 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pfk26q | false | null | t3_1pfk26q | /r/LocalLLaMA/comments/1pfk26q/how_can_i_make_gemma3_4b_better_at_generating_a/ | false | false | self | 1 | null |
how to build an agency website in 5 minutes using ai | 1 | 2025-12-06T08:07:32 | https://youtu.be/UIokrWCo57k?si=mZPUqdAbJx1aZOmy | creativecashflowz | youtu.be | 1970-01-01T00:00:00 | 0 | {} | 1pfk09v | false | {'type': 'youtube.com', 'oembed': {'provider_url': 'https://www.youtube.com/', 'version': '1.0', 'title': 'how to build an agency website in 5 minutes using ai', 'type': 'video', 'thumbnail_width': 480, 'height': 200, 'width': 356, 'html': '<iframe width="356" height="200" src="https://www.youtube.com/embed/UIokrWCo57k... | t3_1pfk09v | /r/LocalLLaMA/comments/1pfk09v/how_to_build_an_agency_website_in_5_minutes_using/ | false | false | 1 | {'images': [{'source': {'url': 'https://external-preview.redd.it/MRYGk3iNeRvTf_UnfdIJ-p25-RxdG9j9u3Ykfk6wkDI.jpeg?auto=webp&s=05a77603b964457419480731cb023e78c39a2299', 'width': 480, 'height': 360}, 'resolutions': [{'url': 'https://external-preview.redd.it/MRYGk3iNeRvTf_UnfdIJ-p25-RxdG9j9u3Ykfk6wkDI.jpeg?width=108&crop... | ||
Why so few benchmarks with the pcie p2p patches kernel module? | 1 | I've seen a lot of inference benchmarks on here, but I'm consistently baffled why it seems that nearly no one is using the various patched Nvidia kernel modules available which enabled pcie p2p.
It reduces the latency between RTX 30/40/50 cards by an order of magnitude, and makes tensor and export parallelism highly v... | 2025-12-06T07:59:49 | https://www.reddit.com/r/LocalLLaMA/comments/1pfjvry/why_so_few_benchmarks_with_the_pcie_p2p_patches/ | unfortunate_jargon | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pfjvry | false | null | t3_1pfjvry | /r/LocalLLaMA/comments/1pfjvry/why_so_few_benchmarks_with_the_pcie_p2p_patches/ | false | false | self | 1 | null |
63% attack success rate in Qwen with Inference Time Steering | 1 | https://www.lesswrong.com/posts/k6NSFi7M4EvHSauEt/latent-space-dynamics-of-rlhf-quantifying-the-safety-1
Is this commonly known? I steer the thought from layer 20-28 to get the results I want. No training required, just a couple of dozen prompts for calibration. Ran on my consumer GPU and didn't even use all my VRAM. ... | 2025-12-06T07:58:03 | https://www.reddit.com/r/LocalLLaMA/comments/1pfjuuj/63_attack_success_rate_in_qwen_with_inference/ | ikonkustom5 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pfjuuj | false | null | t3_1pfjuuj | /r/LocalLLaMA/comments/1pfjuuj/63_attack_success_rate_in_qwen_with_inference/ | false | false | self | 1 | {'images': [{'source': {'url': 'https://external-preview.redd.it/vYvgH_kHPmVGq0OLpHkQ4f-YObUhzba8fZBmsSAWcjM.jpeg?auto=webp&s=1451dec45bcb880a5d546512ac29430a0d232b5e', 'width': 696, 'height': 295}, 'resolutions': [{'url': 'https://external-preview.redd.it/vYvgH_kHPmVGq0OLpHkQ4f-YObUhzba8fZBmsSAWcjM.jpeg?width=108&crop... |
Crovia Spider — LAION-5B Evidence Snapshot (real receipts, not mockups) | 1 | For months the community kept asking one question:
**“What does LAION-5B really look like under a compliance-grade evidence engine?”**
So we ran **Crovia Spider v1** on it.
Below are *real extracted receipts* — not synthetic, not placeholders.
If a model was trained on LAION-5B, it inherits these license gaps.
... | 2025-12-06T07:44:44 | https://www.reddit.com/r/LocalLLaMA/comments/1pfjnec/crovia_spider_laion5b_evidence_snapshot_real/ | CroviaTrust | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pfjnec | false | null | t3_1pfjnec | /r/LocalLLaMA/comments/1pfjnec/crovia_spider_laion5b_evidence_snapshot_real/ | false | false | self | 1 | null |
How is the agent system inside Cursor (or similar IDE agent workflows) actually designed? | 1 | I’m trying to understand how modern AI-powered IDEs like Cursor structure their internal agent systems.
From the outside, it looks like the tool is able to:
– break a user request into multiple steps,
– apply patches to the codebase,
– run commands (install deps, start dev server),
– detect errors,
– and the... | 2025-12-06T07:32:08 | https://www.reddit.com/r/LocalLLaMA/comments/1pfjg34/how_is_the_agent_system_inside_cursor_or_similar/ | v0k3r | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pfjg34 | false | null | t3_1pfjg34 | /r/LocalLLaMA/comments/1pfjg34/how_is_the_agent_system_inside_cursor_or_similar/ | false | false | self | 1 | null |
Open Unified TTS - Turn any TTS into an unlimited-length audio generator | 1 | Built an open-source TTS proxy that lets you generate unlimited-length audio from local backends without hitting their length limits.
**The problem:** Most local TTS models break after 50-100 words. Voice clones are especially bad - send a paragraph and you get gibberish, cutoffs, or errors.
**The solution:** Smart c... | 2025-12-06T07:30:44 | https://www.reddit.com/r/LocalLLaMA/comments/1pfjfa6/open_unified_tts_turn_any_tts_into_an/ | SouthernFriedAthiest | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pfjfa6 | false | null | t3_1pfjfa6 | /r/LocalLLaMA/comments/1pfjfa6/open_unified_tts_turn_any_tts_into_an/ | false | false | self | 1 | {'images': [{'source': {'url': 'https://external-preview.redd.it/zqoAH5__iY2A9dM39tabV144HU0XzrpDDtYs005Sx4w.png?auto=webp&s=4df8305bdabf971c992219a24b8aeeb6e98a407a', 'width': 1200, 'height': 600}, 'resolutions': [{'url': 'https://external-preview.redd.it/zqoAH5__iY2A9dM39tabV144HU0XzrpDDtYs005Sx4w.png?width=108&crop=... |
Now I've even less hopes for LLama 5 being released :( | 1 | 2025-12-06T07:03:08 | https://youtu.be/KAmQTmooLGQ | SrijSriv211 | youtu.be | 1970-01-01T00:00:00 | 0 | {} | 1pfizf2 | false | null | t3_1pfizf2 | /r/LocalLLaMA/comments/1pfizf2/now_ive_even_less_hopes_for_llama_5_being_released/ | false | false | default | 1 | null | |
Open Web UI and CouchDB MCP - Stuck on What to Check | 1 | So, I'm using Cogito v2 Llama Scout 109b on two Mi50s, I've got CouchDB MCP running in docker, CouchDB running on bare metal and Open Web UI running in docker on a server on the same network. When I try to use the MCP server in OWUI I get an error saying failed to connect to MCP server. I can see when I test the MCP co... | 2025-12-06T06:48:05 | https://www.reddit.com/r/LocalLLaMA/comments/1pfiqb7/open_web_ui_and_couchdb_mcp_stuck_on_what_to_check/ | thejacer | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pfiqb7 | false | null | t3_1pfiqb7 | /r/LocalLLaMA/comments/1pfiqb7/open_web_ui_and_couchdb_mcp_stuck_on_what_to_check/ | false | false | self | 1 | null |
What agentic capabilities are you guys using llms for? | 1 | just curious | 2025-12-06T06:23:46 | https://www.reddit.com/r/LocalLLaMA/comments/1pfibu4/what_agentic_capabilities_are_you_guys_using_llms/ | Odd-Ordinary-5922 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pfibu4 | false | null | t3_1pfibu4 | /r/LocalLLaMA/comments/1pfibu4/what_agentic_capabilities_are_you_guys_using_llms/ | false | false | self | 1 | null |
Qwen3-TTS | 1 | https://huggingface.co/spaces/Qwen/Qwen3-TTS-Demo | 2025-12-06T06:21:51 | https://www.reddit.com/r/LocalLLaMA/comments/1pfiar0/qwen3tts/ | Terrible_Scar_9890 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pfiar0 | false | null | t3_1pfiar0 | /r/LocalLLaMA/comments/1pfiar0/qwen3tts/ | false | false | self | 1 | null |
CocoIndex 0.3.1 - Open-Source Data Engine for Dynamic Context Engineering | 1 | Hi guys, I'm back with a new version of [CocoIndex](https://github.com/cocoindex-io/cocoindex) (v0.3.1), with significant updates since last one. CocoIndex is ultra performant data transformation for AI & Dynamic Context Engineering - Simple to connect to source, and keep the target always fresh for all the heavy AI tr... | 2025-12-06T06:10:04 | https://www.reddit.com/r/LocalLLaMA/comments/1pfi3m1/cocoindex_031_opensource_data_engine_for_dynamic/ | Whole-Assignment6240 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pfi3m1 | false | null | t3_1pfi3m1 | /r/LocalLLaMA/comments/1pfi3m1/cocoindex_031_opensource_data_engine_for_dynamic/ | false | false | self | 1 | {'images': [{'source': {'url': 'https://external-preview.redd.it/OTWNXe7PuURh09SL2mwkmYCIMjavyGH1kF6XFab6wZA.png?auto=webp&s=538875f0cef3b80ab9706a08ca0e82a117649539', 'width': 1200, 'height': 600}, 'resolutions': [{'url': 'https://external-preview.redd.it/OTWNXe7PuURh09SL2mwkmYCIMjavyGH1kF6XFab6wZA.png?width=108&crop=... |
Best Local TTS/STT Models - October 2025 | 1 | Given the high level of ambiguity and subjectivity when it comes to rating or testing these models, please be as detailed as possible in describing your setup. Include the nature of your usage how frequently you use it, whether it’s for personal or professional projects, the tools or frameworks you’re using, prompts, a... | 2025-12-06T06:07:50 | https://www.reddit.com/r/LocalLLaMA/comments/1pfi2ag/best_local_ttsstt_models_october_2025/ | Bulky-Departure6533 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pfi2ag | false | null | t3_1pfi2ag | /r/LocalLLaMA/comments/1pfi2ag/best_local_ttsstt_models_october_2025/ | false | false | self | 1 | {'images': [{'source': {'url': 'https://external-preview.redd.it/q-cpt30iasheRZQ_n7wYKLyjpawlDql4t6jkcXYaT70.png?auto=webp&s=50f45619bdab185ae72002239dc49d04b53bfb4f', 'width': 1200, 'height': 630}, 'resolutions': [{'url': 'https://external-preview.redd.it/q-cpt30iasheRZQ_n7wYKLyjpawlDql4t6jkcXYaT70.png?width=108&crop=... |
I built a hosted API wrapper for Qwen3 models running on Hetzner GPUs (OpenAI Compatible) | 1 | **Hi everyone, ✌🏻**
Like many of you, I love running local models, but my laptop struggles with anything larger than 7B at decent tokens/sec.
So I rented a dedicated GPU server on Hetzner (GEX44) and built a multi-tenant inference layer around it.
**Honestly, I thought a single GEX44 could do more. But hey, le... | 2025-12-06T05:57:59 | https://www.reddit.com/r/LocalLLaMA/comments/1pfhwbc/i_built_a_hosted_api_wrapper_for_qwen3_models/ | ConcentrateEasy5545 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pfhwbc | false | null | t3_1pfhwbc | /r/LocalLLaMA/comments/1pfhwbc/i_built_a_hosted_api_wrapper_for_qwen3_models/ | false | false | self | 1 | null |
A 5-second MLP beat my Llama-3 fine-tune (+2.7% across 3 seeds). Benchmarks + repo. | 0 | I’ve been exploring how much task-relevant structure is already present in frozen transformer representations, and I finally decided to package a reproducible slice of that work into a public repo.
This isn’t my full system or the architecture I’ve been developing privately. It’s just a clean baseline that anyone can ... | 2025-12-06T05:07:42 | https://www.reddit.com/r/LocalLLaMA/comments/1pfh06s/a_5second_mlp_beat_my_llama3_finetune_27_across_3/ | anima-core | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pfh06s | false | null | t3_1pfh06s | /r/LocalLLaMA/comments/1pfh06s/a_5second_mlp_beat_my_llama3_finetune_27_across_3/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': 'Z6feKQ-zoG_xKY7wlf_1zkfNWSZQ1tOuGP4wcy4qwe0', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/Z6feKQ-zoG_xKY7wlf_1zkfNWSZQ1tOuGP4wcy4qwe0.png?width=108&crop=smart&auto=webp&s=bb7ab64391085f72bb9aa80cef14c3df534e7088', 'width': 108}, {'height': 108, 'url': 'h... |
why meta not dropping any new llama version lately | 0 | Is meta sleeping or what
last llama drop was way back in april and after that nothing
everyone else pushing new models every month and meta just quiet
anyone knows if they actually planning something...
https://preview.redd.it/imuxqi3iji5g1.png?width=1024&format=png&auto=webp&s=e3a6f30f0bca9ca7d0d390748a5e67f9... | 2025-12-06T04:41:50 | https://www.reddit.com/r/LocalLLaMA/comments/1pfgit8/why_meta_not_dropping_any_new_llama_version_lately/ | TopicBig1308 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pfgit8 | false | null | t3_1pfgit8 | /r/LocalLLaMA/comments/1pfgit8/why_meta_not_dropping_any_new_llama_version_lately/ | false | false | 0 | null | |
How do I report to my PhD Supervisor about the performance of Nvidia Jetson Thor for LLM related projects (Reward Model Training, Finetuning, Inference and VLLM related projects)? We are trying to move to local training and inference. | 7 | My professor bought an Nvidia Jetson Thor for our lab's dire need for hardware (we were previously using AWS Research Credits, which allowed us to use A100 and similar GPUs for free for some time, but it has expired). They have tasked me to test it so that we can return it if necessary. My workload is mainly about rewa... | 2025-12-06T04:37:57 | https://www.reddit.com/r/LocalLLaMA/comments/1pfggfl/how_do_i_report_to_my_phd_supervisor_about_the/ | Furiousguy79 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pfggfl | false | null | t3_1pfggfl | /r/LocalLLaMA/comments/1pfggfl/how_do_i_report_to_my_phd_supervisor_about_the/ | false | false | self | 7 | null |
The Best Open-Source 8B-Parameter LLM Built in the USA | 417 | Rnj-1 is a family of 8B parameter open-weight, dense models trained from scratch by Essential AI, optimized for code and STEM with capabilities on par with SOTA open-weight models.
These models
* perform well across a range of programming languages.
* boast strong agentic capabilities (e.g., inside agentic framewor... | 2025-12-06T04:14:17 | Dear-Success-1441 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pfg0rh | false | null | t3_1pfg0rh | /r/LocalLLaMA/comments/1pfg0rh/the_best_opensource_8bparameter_llm_built_in_the/ | false | false | 417 | {'enabled': True, 'images': [{'id': '2kVHXsvoNwlOQieoU1zTxq6WFhBBSz0y1Ceosy5WdJs', 'resolutions': [{'height': 50, 'url': 'https://preview.redd.it/r6muiibadi5g1.jpeg?width=108&crop=smart&auto=webp&s=1ca255beeb0255f0b28e5069cd886936fd83bb15', 'width': 108}, {'height': 100, 'url': 'https://preview.redd.it/r6muiibadi5g1.jp... | ||
I built a system to catch AI hallucinations before they reach production. Tested on 25 extreme problems, caught 36% of errors. | 0 | **The problem:** AI is getting smarter, but it's still probabilistic. For hospitals, banks, factories "usually correct" isn't enough.
**What I built:** A verification layer that checks AI outputs using formal math and logic. Think of it like spell-check, but for AI reasoning.
**How it works:**
* LLM generates answer... | 2025-12-06T04:06:20 | https://www.reddit.com/r/LocalLLaMA/comments/1pffvei/i_built_a_system_to_catch_ai_hallucinations/ | Moist_Landscape289 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pffvei | false | null | t3_1pffvei | /r/LocalLLaMA/comments/1pffvei/i_built_a_system_to_catch_ai_hallucinations/ | false | false | self | 0 | null |
Noob here, looking for the perfect local LLM for my M3 Macbook Air 24GB RAM | 4 | Hey y'all, I am fairly new to LLMs in general, but would like to get a local one on my laptop for offline tinkering and feeding it literature from my research. I would also enjoy it being able to sync up with my calendars and such, so I could ask it "what do I have to do today?"
First, am I dreaming? Or is this feasib... | 2025-12-06T03:33:22 | https://www.reddit.com/r/LocalLLaMA/comments/1pff8b5/noob_here_looking_for_the_perfect_local_llm_for/ | sylntnyte | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pff8b5 | false | null | t3_1pff8b5 | /r/LocalLLaMA/comments/1pff8b5/noob_here_looking_for_the_perfect_local_llm_for/ | false | false | self | 4 | null |
I built a small reasoning engine that learns rewrite rules from 2 examples | 1 | [removed] | 2025-12-06T03:08:56 | https://www.reddit.com/r/LocalLLaMA/comments/1pfer97/i_built_a_small_reasoning_engine_that_learns/ | Acrobatic-Comb-2504 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pfer97 | false | null | t3_1pfer97 | /r/LocalLLaMA/comments/1pfer97/i_built_a_small_reasoning_engine_that_learns/ | false | false | self | 1 | null |
Open Unified TTS - Turn any TTS into an unlimited-length audio generator | 24 | Built an open-source TTS proxy that lets you generate unlimited-length audio from local backends without hitting their length limits.
**The problem:** Most local TTS models break after 50-100 words. Voice clones are especially bad - send a paragraph and you get gibberish, cutoffs, or errors.
**The solution:** Smart c... | 2025-12-06T02:38:57 | https://www.reddit.com/r/LocalLLaMA/comments/1pfe5ou/open_unified_tts_turn_any_tts_into_an/ | SouthernFriedAthiest | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pfe5ou | false | null | t3_1pfe5ou | /r/LocalLLaMA/comments/1pfe5ou/open_unified_tts_turn_any_tts_into_an/ | false | false | self | 24 | {'enabled': False, 'images': [{'id': 'zqoAH5__iY2A9dM39tabV144HU0XzrpDDtYs005Sx4w', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/zqoAH5__iY2A9dM39tabV144HU0XzrpDDtYs005Sx4w.png?width=108&crop=smart&auto=webp&s=a0525bdbfbf6f50d93eb62038687c4177a685230', 'width': 108}, {'height': 108, 'url': 'h... |
ChatGPT, Gemini, Grok, and OpenRouter… only cost you double the price of RAM and GPUs! | 0 | Act now, sell your freedom today! | 2025-12-06T02:29:24 | https://www.reddit.com/r/LocalLLaMA/comments/1pfdyuu/chatgpt_gemini_grok_and_openrouter_only_cost_you/ | silenceimpaired | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pfdyuu | false | null | t3_1pfdyuu | /r/LocalLLaMA/comments/1pfdyuu/chatgpt_gemini_grok_and_openrouter_only_cost_you/ | false | false | self | 0 | null |
NVIDIA H200 for one dollar an hour | 69 | Hello !
I currently have one single H200 machine that I rent for only one dollar an hour.
Inside it you have :
24 cpu cores of Intel emeralds 8592+
one nvidia H200 gpu 141GB VRAM
240GB of RAM
5TB NVME
You can access it through SSH.
Please let me know if you are interested. | 2025-12-06T01:37:13 | Monitor-Loud | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pfcwfs | false | null | t3_1pfcwfs | /r/LocalLLaMA/comments/1pfcwfs/nvidia_h200_for_one_dollar_an_hour/ | false | false | 69 | {'enabled': True, 'images': [{'id': 'SYIKQ4hbCiGSZBkJMPPoR9WVOr_FlkOk6XzYfveRCIc', 'resolutions': [{'height': 42, 'url': 'https://preview.redd.it/x9uqigmlmh5g1.png?width=108&crop=smart&auto=webp&s=51645659eec277623c1a567fc72f00631ce2a11c', 'width': 108}, {'height': 84, 'url': 'https://preview.redd.it/x9uqigmlmh5g1.png?... | ||
M4 Mac Mini - Is 16GB vs 24GB RAM a meaningful difference for local LLMs? | 5 | I’ll preface this by saying I’m a complete noob, so I may be thinking about this the wrong way or misunderstanding how LLMs work.
I’m considering an M4 Mac Mini, but I’m torn between 16GB and 24GB of RAM (24GB is the most my budget allows). Obviously, more RAM is better, but I’m wondering whether there’s a meaningful ... | 2025-12-06T01:33:37 | https://www.reddit.com/r/LocalLLaMA/comments/1pfcts1/m4_mac_mini_is_16gb_vs_24gb_ram_a_meaningful/ | Theory-Of-Relativity | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pfcts1 | false | null | t3_1pfcts1 | /r/LocalLLaMA/comments/1pfcts1/m4_mac_mini_is_16gb_vs_24gb_ram_a_meaningful/ | false | false | self | 5 | null |
Call for Suggestions - what would you want to see in a Roleplaying-based/D&D-type LLM chat client? | 2 | I'm working on my 3rd major LLM chat client. My first used cloud models, my second used Ollama for inference, and this one uses VLLm. I'm fine-tuning a model just for the purpose of running roleplaying games (not D&D exactly, but a very similar fantasy RPG).
I am writing this for the community, so I am turning to ... | 2025-12-06T01:30:41 | https://www.reddit.com/r/LocalLLaMA/comments/1pfcrmq/call_for_suggestions_what_would_you_want_to_see/ | david_jackson_67 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pfcrmq | false | null | t3_1pfcrmq | /r/LocalLLaMA/comments/1pfcrmq/call_for_suggestions_what_would_you_want_to_see/ | false | false | self | 2 | null |
built a browser-based benchmark for local llms (webgpu)! | 2 | hey guys, built this platform cos i experienced the frustration of doom-scrolling discussions trying to benchmark strix halo vs dgx spark vs everything else before finally making the purchase on my bosgame m5.
think of it like speedtest but for your local llm hardware. it runs quantized models directly in-browser via ... | 2025-12-06T01:24:15 | IntroductionSouth513 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pfcmws | false | null | t3_1pfcmws | /r/LocalLLaMA/comments/1pfcmws/built_a_browserbased_benchmark_for_local_llms/ | false | false | 2 | {'enabled': True, 'images': [{'id': '7-7Deoy_cVaENho_e-2l7CoQj4hrflXuFCkdGlEaHzs', 'resolutions': [{'height': 122, 'url': 'https://preview.redd.it/vk84brsckh5g1.jpeg?width=108&crop=smart&auto=webp&s=d63261a30578bb7e15a192589fa3f96dbd758c82', 'width': 108}, {'height': 245, 'url': 'https://preview.redd.it/vk84brsckh5g1.j... | ||
Architecture Discussion: Swapping Transformer depth for Coupled Recursion. Reasoning went up, but inference speed tanked. Is strict synchronization unavoidable? | 1 | So, we’ve been experimenting with a new architecture (Dual-Stream) to try and solve complex logic tasks with "Tiny" models instead of massive 70B+ parameters.
The idea was to reject the standard "monolithic" Transformer and instead use two **Tiny Recursive Models (TRM)** coupled together:
1. **Stream A:** Plans the l... | 2025-12-06T01:23:52 | https://www.reddit.com/r/LocalLLaMA/comments/1pfcmmq/architecture_discussion_swapping_transformer/ | Doug_Bitterbot | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pfcmmq | false | null | t3_1pfcmmq | /r/LocalLLaMA/comments/1pfcmmq/architecture_discussion_swapping_transformer/ | false | false | self | 1 | null |
VoxCPM 1.5B just got released! | 95 | I was just visiting the [GitHub page](https://github.com/OpenBMB/VoxCPM) today (setting up a FastAPI TTS server) when I realized that they released a new version of the VoxCPM model. The original VoxCPM-0.5B was already very good in my testing, but this model looks like a straight improvement (it's still a 0.5B model, ... | 2025-12-06T01:07:54 | https://huggingface.co/openbmb/VoxCPM1.5 | Hefty_Wolverine_553 | huggingface.co | 1970-01-01T00:00:00 | 0 | {} | 1pfcatm | false | null | t3_1pfcatm | /r/LocalLLaMA/comments/1pfcatm/voxcpm_15b_just_got_released/ | false | false | default | 95 | {'enabled': False, 'images': [{'id': 'MIb2iimHkfYqVDgmZztu-h5tz8yFqiAztGcy6umK7o8', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/MIb2iimHkfYqVDgmZztu-h5tz8yFqiAztGcy6umK7o8.png?width=108&crop=smart&auto=webp&s=fe32977c41265a021ffc54fca091d097e4c8ace8', 'width': 108}, {'height': 116, 'url': 'h... |
Why people are panicking in regards to RAM prices..... | 0 | DDR6 specifications allow for huge RAM modules . In regards to LLMs it was obvious that consumers CPUs were actually locked at something like 128 or 192 GB MAX RAM support.
Otherwise , with a proper little adapter and controller, or just sticking it into motherboard ( like cell phones, PS or xBox are doing ) , it... | 2025-12-06T01:03:24 | https://www.reddit.com/r/LocalLLaMA/comments/1pfc7dc/why_people_are_panicking_in_regards_to_ram_prices/ | Highwaytothebeach | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pfc7dc | false | null | t3_1pfc7dc | /r/LocalLLaMA/comments/1pfc7dc/why_people_are_panicking_in_regards_to_ram_prices/ | false | false | self | 0 | null |
Budget rig builds : 5900x vs 9800x3d | 0 | I've been casually purchasing equipment for the last 2 years with the intention of building an AI rig and am seeking opinions:
What AI workloads will be ideal for either processors?
Is it a bad idea to disassemble and reassemble parts to match my purpose? ( plug degredation due to exceeding rated insertion cycles )... | 2025-12-06T00:50:10 | https://www.reddit.com/r/LocalLLaMA/comments/1pfbwx7/budget_rig_builds_5900x_vs_9800x3d/ | croholdr | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pfbwx7 | false | null | t3_1pfbwx7 | /r/LocalLLaMA/comments/1pfbwx7/budget_rig_builds_5900x_vs_9800x3d/ | false | false | self | 0 | null |
built a browser-based benchmark for local llms (webgpu). need testers | 1 | 2025-12-06T00:47:35 | https://www.reddit.com/r/LocalLLaMA/comments/1pfbuyc/built_a_browserbased_benchmark_for_local_llms/ | IntroductionSouth513 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pfbuyc | false | null | t3_1pfbuyc | /r/LocalLLaMA/comments/1pfbuyc/built_a_browserbased_benchmark_for_local_llms/ | false | false | self | 1 | null | |
built a browser-based benchmark for local llms (webgpu). need testers | 1 | hey everyone,
it's just a hobby project for now but i built this platform because i spent weeks doom-scrolling discussions trying to benchmark **strix halo** vs **dgx spark** vs everything else before finally deciding to buy my **bosgame m5**.
this tool is a 'speedtest' for local llm hardware. it runs some standard... | 2025-12-06T00:45:55 | https://www.reddit.com/r/LocalLLaMA/comments/1pfbtn1/built_a_browserbased_benchmark_for_local_llms/ | IntroductionSouth513 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pfbtn1 | false | null | t3_1pfbtn1 | /r/LocalLLaMA/comments/1pfbtn1/built_a_browserbased_benchmark_for_local_llms/ | false | false | 1 | null | |
Is there any model truly open, that you can train yourself from zero? | 92 | As per title, is there any open source LLMthat comes with all the data it was trained on and all the instructions that you can replicate yourself assuming you have access to the necesary hardware? And if not why not? | 2025-12-06T00:38:47 | https://www.reddit.com/r/LocalLLaMA/comments/1pfbo6o/is_there_any_model_truly_open_that_you_can_train/ | puthre | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pfbo6o | false | null | t3_1pfbo6o | /r/LocalLLaMA/comments/1pfbo6o/is_there_any_model_truly_open_that_you_can_train/ | false | false | self | 92 | null |
CROVIA-ID: the first fully deterministic, offline-verifiable trust bundle for AI training data is now open source. | 1 | [removed] | 2025-12-06T00:36:31 | https://www.linkedin.com/posts/tarik-en-nakhai-55974a18_dataprovenance-aigovernance-opensource-activity-7401562506336403457-lSBn?utm_source=social_share_send&utm_medium=android_app&rcm=ACoAAAOrXpUBjfO2aMvyIeh_Rd4iT5popnjKPek&utm_campaign=share_via | CroviaTrust | linkedin.com | 1970-01-01T00:00:00 | 0 | {} | 1pfbmgm | false | null | t3_1pfbmgm | /r/LocalLLaMA/comments/1pfbmgm/croviaid_the_first_fully_deterministic/ | false | false | default | 1 | null |
vLLM problem with Conversation roles and gemma3 or mistral | 0 | Hi,
If someone is using vLLM, are you getting these errors:
Conversation roles must alternate user/assistant/user/assistant/.
if you are and know a solution please help.
| 2025-12-05T23:47:47 | https://www.reddit.com/r/LocalLLaMA/comments/1pfajlo/vllm_problem_with_conversation_roles_and_gemma3/ | somealusta | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pfajlo | false | null | t3_1pfajlo | /r/LocalLLaMA/comments/1pfajlo/vllm_problem_with_conversation_roles_and_gemma3/ | false | false | self | 0 | null |
Why India is far behind in AI Research? | 0 | After going through LMArena leaderboard among 276 models there is no single one model from Indian AI Lab Sad to see :) Even though multiple AI startups like krutrim/Sarvam/Puch even after raising multiple million dollars are doing nothing. Giants like Jio/Zoho is also just happy in collaborating with Gemini/GPT.
India... | 2025-12-05T23:39:41 | https://www.reddit.com/r/LocalLLaMA/comments/1pfad2a/why_india_is_far_behind_in_ai_research/ | Illustrious-Yak-9195 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pfad2a | false | null | t3_1pfad2a | /r/LocalLLaMA/comments/1pfad2a/why_india_is_far_behind_in_ai_research/ | false | false | self | 0 | null |
Agent4Science Idea Competition: still time to vote for this week! | 1 | [removed] | 2025-12-05T23:02:50 | Stunning_Tie_4910 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pf9ish | false | null | t3_1pf9ish | /r/LocalLLaMA/comments/1pf9ish/agent4science_idea_competition_still_time_to_vote/ | false | false | default | 1 | {'enabled': True, 'images': [{'id': '2p5byuwfug5g1', 'resolutions': [{'height': 90, 'url': 'https://preview.redd.it/2p5byuwfug5g1.png?width=108&crop=smart&auto=webp&s=c06fa37542188e20402a71b66b40ccc3cf27918f', 'width': 108}, {'height': 180, 'url': 'https://preview.redd.it/2p5byuwfug5g1.png?width=216&crop=smart&auto=web... | |
Best model in the 8B range for RAG in 2025 | 30 | What are your personal favourite (self hosted) model(s) in the 8B range for RAG ?
I'm creating a RAG system for a university project, and ideally i want a model that:
\* Hallucinates less and refuses to answer, if it doesn't find relevant information in it's context. If it finds partial info, then only answer... | 2025-12-05T22:43:49 | https://www.reddit.com/r/LocalLLaMA/comments/1pf92li/best_model_in_the_8b_range_for_rag_in_2025/ | Hour-Entertainer-478 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pf92li | false | null | t3_1pf92li | /r/LocalLLaMA/comments/1pf92li/best_model_in_the_8b_range_for_rag_in_2025/ | false | false | self | 30 | {'enabled': False, 'images': [{'id': 'rFTHnv9qjR-UV8oCvO5GUgCHcj97be-u5175QTPjg_g', 'resolutions': [{'height': 57, 'url': 'https://external-preview.redd.it/rFTHnv9qjR-UV8oCvO5GUgCHcj97be-u5175QTPjg_g.png?width=108&crop=smart&auto=webp&s=ee97b25424f6b6a7ae92481c270cfcb4c310115d', 'width': 108}, {'height': 115, 'url': 'h... |
HMLR – open-source memory system with perfect 1.00/1.00 RAGAS on every hard long-term-memory test (gpt-4.1-mini) | 5 | Just shipped HMLR — a complete memory system that gives you “friend who never forgets” behavior on gpt-4.1-mini (or any OpenAI-compatible endpoint).
Five tests everything else fails — all 1.00/1.00 RAGAS:
\- 30-day multi-hop with zero keywords
\- “ignore everything you know about me” constraint trap
\- 5× fact r... | 2025-12-05T21:00:31 | https://www.reddit.com/r/LocalLLaMA/comments/1pf6juo/hmlr_opensource_memory_system_with_perfect_100100/ | JournalistGlum8326 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pf6juo | false | null | t3_1pf6juo | /r/LocalLLaMA/comments/1pf6juo/hmlr_opensource_memory_system_with_perfect_100100/ | false | false | self | 5 | null |
For those of you with ai max+ 395 mini pc that have experience or no bias hate with mac computers: Would you recommend a max 395+ to someone where it currently or are you thinking of switching to or back to mac? | 17 | I am starting to feel with these insane prices the only logical option for reliability, peace of mind, and a plug and play experience a mac studio would be my best bet. I am wanting to use 70B models. Just looking for a computer to last me atleast the next 2 years. | 2025-12-05T21:00:00 | https://www.reddit.com/r/LocalLLaMA/comments/1pf6jcj/for_those_of_you_with_ai_max_395_mini_pc_that/ | Smart_Frosting9846 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pf6jcj | false | null | t3_1pf6jcj | /r/LocalLLaMA/comments/1pf6jcj/for_those_of_you_with_ai_max_395_mini_pc_that/ | false | false | self | 17 | null |
Kiwix RAG: Terminal Chat Interface with Local Kiwix Content Integration | 2 | hello! Happy to announce \*\*KiwixRAG\*\* - an offline-capable chatbot that uses Retrieval-Augmented Generation (RAG) to answer questions using local knowledge bases like Wikipedia, Python documentation, or any ZIM file archive. [https://github.com/imDelivered/KiwixRAG](https://github.com/imDelivered/KiwixRAG) the im... | 2025-12-05T20:59:53 | https://www.reddit.com/gallery/1pf6j90 | Smart-Competition200 | reddit.com | 1970-01-01T00:00:00 | 0 | {} | 1pf6j90 | false | null | t3_1pf6j90 | /r/LocalLLaMA/comments/1pf6j90/kiwix_rag_terminal_chat_interface_with_local/ | false | false | 2 | null | |
This is high quality journalism right here | 1 | 2025-12-05T20:30:23 | Mass2018 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pf5t6t | false | null | t3_1pf5t6t | /r/LocalLLaMA/comments/1pf5t6t/this_is_high_quality_journalism_right_here/ | false | false | default | 1 | {'enabled': True, 'images': [{'id': 'dy30amfu3g5g1', 'resolutions': [{'height': 130, 'url': 'https://preview.redd.it/dy30amfu3g5g1.png?width=108&crop=smart&auto=webp&s=eb028a631351eb8c25cd61828d6869a46d112225', 'width': 108}, {'height': 260, 'url': 'https://preview.redd.it/dy30amfu3g5g1.png?width=216&crop=smart&auto=we... | ||
Explanation of This Question | 7 | There was a lot of discussion, and I got a lot of downvotes from people, so let me clarify my points.
**From the model’s perspective**
The model doesn’t “see” raw text. It only sees sequences of token IDs, which it immediately turns into vectors using an embedding table.
There’s an embedding matrix: one row per toke... | 2025-12-05T20:23:27 | Mindless_Pain1860 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pf5mza | false | null | t3_1pf5mza | /r/LocalLLaMA/comments/1pf5mza/explanation_of_this_question/ | false | false | default | 7 | {'enabled': True, 'images': [{'id': 'a3uh30qm2g5g1', 'resolutions': [{'height': 58, 'url': 'https://preview.redd.it/a3uh30qm2g5g1.png?width=108&crop=smart&auto=webp&s=6119ca4399df9e9cbe51e340641169d7b90010ff', 'width': 108}, {'height': 117, 'url': 'https://preview.redd.it/a3uh30qm2g5g1.png?width=216&crop=smart&auto=web... | |
Explanation of This Question | 2 | 2025-12-05T20:02:43 | https://www.reddit.com/r/LocalLLaMA/comments/1pf547n/explanation_of_this_question/ | Mindless_Pain1860 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pf547n | false | null | t3_1pf547n | /r/LocalLLaMA/comments/1pf547n/explanation_of_this_question/ | false | false | 2 | null | ||
how are you supposed to pronounce the name Qwen? | 23 | I just saw Jensen pronounce is like Que-When on youtube. I have been saying it more like Quen in my head....Claude says this: "Qwen" is pronounced like **"chwen"** (rhymes with "when"), with the "Q" making a "ch" sound as in Mandarin Chinese pinyin.
Pretty sure no one on youtube says it like that. Can anyone with some... | 2025-12-05T19:53:54 | https://www.reddit.com/r/LocalLLaMA/comments/1pf4w4e/how_are_you_supposed_to_pronounce_the_name_qwen/ | ridablellama | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pf4w4e | false | null | t3_1pf4w4e | /r/LocalLLaMA/comments/1pf4w4e/how_are_you_supposed_to_pronounce_the_name_qwen/ | false | false | self | 23 | null |
Are models creators choosing to not do QAT? | 29 | QAT is fairly cheap process compared to full training,why are so many companies publishing their models in full precision without investing in QAT? And I'm not saying that "just publish 4-bit weights and leave it" it's VERY CHEAP to serve both FP16 and FP4/INT4 weights on HuggingFace,it will practically cost the compan... | 2025-12-05T19:44:55 | https://www.reddit.com/r/LocalLLaMA/comments/1pf4nuf/are_models_creators_choosing_to_not_do_qat/ | AI-Man-75 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pf4nuf | false | null | t3_1pf4nuf | /r/LocalLLaMA/comments/1pf4nuf/are_models_creators_choosing_to_not_do_qat/ | false | false | self | 29 | null |
Deepseek must be losing money from output token generation and training or are getting subsidized/free gpus | 0 | I did the math, it takes 3.5 gpu hours of ascend 910c to generate one mil tokens if the context is small...
If you amortize a gpu over 5 years, even using the lowest known reported bulk price, it costs 27c/hr for each gpu not including electricity and infra costs. That means it **costs 95cents** to **generate one mil... | 2025-12-05T19:42:04 | https://www.reddit.com/r/LocalLLaMA/comments/1pf4l6w/deepseek_must_be_losing_money_from_output_token/ | power97992 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pf4l6w | false | null | t3_1pf4l6w | /r/LocalLLaMA/comments/1pf4l6w/deepseek_must_be_losing_money_from_output_token/ | false | false | self | 0 | null |
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