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Codex uses 50x tokens vs Opencode | 0 | So built this swift app with entirely local Minimax + Opencode, did pretty well but just couldn't crack really annoying bug with drawing over scaled images.. Wasted few hours. The WHOLE thing took 100 mil tokens over 2 days, 15-20 sessions.
Gave up and put Codex on it with GPT 5 medium effort, solved it in 3 shots, 1... | 2026-01-17T15:57:19 | https://www.reddit.com/r/LocalLLaMA/comments/1qfgtbc/codex_uses_50x_tokens_vs_opencode/ | val_in_tech | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qfgtbc | false | null | t3_1qfgtbc | /r/LocalLLaMA/comments/1qfgtbc/codex_uses_50x_tokens_vs_opencode/ | false | false | self | 0 | null |
MCP server that gives local LLMs memory, file access, and a 'conscience' - 100% offline on Apple Silicon | 63 | Been working on this for a few weeks and finally got it stable enough to share.
**The problem I wanted to solve:**
* Local LLMs are stateless - they forget everything between sessions
* No governance - they'll execute whatever you ask without reflection
* Chat interfaces don't give them "hands" to actually do things
... | 2026-01-17T15:45:41 | https://www.reddit.com/r/LocalLLaMA/comments/1qfgiq1/mcp_server_that_gives_local_llms_memory_file/ | TheTempleofTwo | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qfgiq1 | false | null | t3_1qfgiq1 | /r/LocalLLaMA/comments/1qfgiq1/mcp_server_that_gives_local_llms_memory_file/ | false | false | self | 63 | {'enabled': False, 'images': [{'id': 'Rs5v5TQzCcu5J9bkfn65PjlkUS39E-XM3UcCsWS3EYc', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/Rs5v5TQzCcu5J9bkfn65PjlkUS39E-XM3UcCsWS3EYc.png?width=108&crop=smart&auto=webp&s=3f51707e9eb18be6534ea197f701e40fc809e607', 'width': 108}, {'height': 108, 'url': 'h... |
Follow-up to my earlier post about DOM-pruning for local browser agents with QWen 2.5 3B | 2 | [Screenshot from my test runs](https://preview.redd.it/3lhfc2cpixdg1.png?width=1280&format=png&auto=webp&s=fc925fb193838e6a384293e75b2fe8b0a0a276ed)
Follow-up to my earlier post about DOM-pruning for local browser agents (https://www.reddit.com/r/LocalLLaMA/comments/1qcxllu/i_built_a_dompruning_engine_to_run_relia... | 2026-01-17T15:40:53 | https://www.reddit.com/r/LocalLLaMA/comments/1qfgeao/followup_to_my_earlier_post_about_dompruning_for/ | Aggressive_Bed7113 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qfgeao | false | null | t3_1qfgeao | /r/LocalLLaMA/comments/1qfgeao/followup_to_my_earlier_post_about_dompruning_for/ | false | false | 2 | null | |
Is Your LLM Ignoring You? Here's Why (And How to Fix It) | 0 | Been building a 1,500+ line AI assistant prompt. Instructions buried deep kept getting ignored, not all of them, just the ones past the first few hundred lines.
Spent a week figuring out why. Turns out the model often starts responding before it finishes processing the whole document. - sometimes it simply ignores val... | 2026-01-17T14:54:02 | https://www.reddit.com/r/LocalLLaMA/comments/1qff7db/is_your_llm_ignoring_you_heres_why_and_how_to_fix/ | warnerbell | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qff7db | false | null | t3_1qff7db | /r/LocalLLaMA/comments/1qff7db/is_your_llm_ignoring_you_heres_why_and_how_to_fix/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': 'gEbD2pKf92d9hH58tuNVNGtAiPIm5EMjlKlnJM4NdPo', 'resolutions': [{'height': 60, 'url': 'https://external-preview.redd.it/gEbD2pKf92d9hH58tuNVNGtAiPIm5EMjlKlnJM4NdPo.jpeg?width=108&crop=smart&auto=webp&s=ef8d2f1c08531bb51dcf7a2994bec14752691802', 'width': 108}, {'height': 121, 'url': '... |
I built Adaptive-K routing: 30-52% compute savings on MoE models (Mixtral, Qwen, OLMoE) | 39 | Links
GitHub: [https://github.com/Gabrobals/sbm-efficient](https://github.com/Gabrobals/sbm-efficient)
Whitepaper: [https://adaptive-k.vercel.app/whitepaper.html](https://adaptive-k.vercel.app/whitepaper.html)
TensorRT-LLM PR: [https://github.com/NVIDIA/TensorRT-LLM/pull/10672](https://github.com/NVIDIA/TensorRT-LLM... | 2026-01-17T14:50:29 | https://adaptive-k.vercel.app/whitepaper.html | Fuzzy_Ad_1390 | adaptive-k.vercel.app | 1970-01-01T00:00:00 | 0 | {} | 1qff481 | false | null | t3_1qff481 | /r/LocalLLaMA/comments/1qff481/i_built_adaptivek_routing_3052_compute_savings_on/ | false | false | default | 39 | null |
250x lossless compression of K/V cache memory: 95% in RAM usage reduction. 205gb -> 10gb with No Performance Downgrade | 0 | 2026-01-17T14:38:32 | https://www.youtube.com/watch?v=Xw6LAKdENo4 | 1Soundwave3 | youtube.com | 1970-01-01T00:00:00 | 0 | {} | 1qfetvs | false | {'oembed': {'author_name': 'Eric D. Brown', 'author_url': 'https://www.youtube.com/@EricDBrown', 'height': 200, 'html': '<iframe width="356" height="200" src="https://www.youtube.com/embed/Xw6LAKdENo4?feature=oembed&enablejsapi=1" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyrosco... | t3_1qfetvs | /r/LocalLLaMA/comments/1qfetvs/250x_lossless_compression_of_kv_cache_memory_95/ | false | false | default | 0 | null | |
vLLM with offloading vs. llama.cpp? | 6 | Getting \~17 tps token generation on gptoss120b with 128gb 2400 ddr4 ram and 32gb of rtx nvidia vram using default llama-server settings on llama.cpp. Trying to figure out if itβs possible to squeeze more performance out.
I thought vLLM was only for models that fit fully into vram, but recently found out that vLLM su... | 2026-01-17T14:12:53 | https://www.reddit.com/r/LocalLLaMA/comments/1qfe81r/vllm_with_offloading_vs_llamacpp/ | Careful_Breath_1108 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qfe81r | false | null | t3_1qfe81r | /r/LocalLLaMA/comments/1qfe81r/vllm_with_offloading_vs_llamacpp/ | false | false | self | 6 | null |
How does local ai on a 24GB VRAM compare to local ai on a raspberry pi hat? | 0 | NetworkChuck showed this raspberry pi hat plus 2, so Iβm curious how it compares to the big rigs? | 2026-01-17T13:52:13 | https://www.instagram.com/reel/DThh6y5kWmZ/?igsh=cXMyZmttaWd2enlw | danuser8 | instagram.com | 1970-01-01T00:00:00 | 0 | {} | 1qfdqn3 | false | null | t3_1qfdqn3 | /r/LocalLLaMA/comments/1qfdqn3/how_does_local_ai_on_a_24gb_vram_compare_to_local/ | false | false | default | 0 | null |
What would prefer for home use, Nvidia GB300 as a desktop or server? | 0 | 2026-01-17T13:50:52 | GPTrack--dot--ai | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1qfdpke | false | null | t3_1qfdpke | /r/LocalLLaMA/comments/1qfdpke/what_would_prefer_for_home_use_nvidia_gb300_as_a/ | false | false | default | 0 | {'enabled': True, 'images': [{'id': 'w5nl91wqzwdg1', 'resolutions': [{'height': 45, 'url': 'https://preview.redd.it/w5nl91wqzwdg1.png?width=108&crop=smart&auto=webp&s=6147ebdc310238acf56bca126bb1441ddaea8703', 'width': 108}, {'height': 90, 'url': 'https://preview.redd.it/w5nl91wqzwdg1.png?width=216&crop=smart&auto=webp... | ||
What are the specs for running the full GLM 4.7 model? | 0 | What is the most efficient way to use the full GLM 4.7 model, and how many GPUs or how much RAM do I need? It should be efficient so itβs not slow, but also cost-balanced, not just focused on VRAM.
And how much would the setup cost? | 2026-01-17T13:41:21 | https://www.reddit.com/r/LocalLLaMA/comments/1qfdhxr/what_are_the_specs_for_running_the_full_glm_47/ | Plenty-Mix9643 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qfdhxr | false | null | t3_1qfdhxr | /r/LocalLLaMA/comments/1qfdhxr/what_are_the_specs_for_running_the_full_glm_47/ | false | false | self | 0 | null |
Can RAG Work Without Chunking or Embeddings? Has Anyone Actually Made It Work in Production? | 4 | With the release of the new paper βRecursive Language Models,β Iβve seen a lot of people saying that traditional RAG pipelines are basically obsolete. The claim is that we no longer need chunking or classic retrieval. Instead, the idea is to let LLMs execute code to search large document collections and jump straight t... | 2026-01-17T13:28:35 | https://www.reddit.com/r/LocalLLaMA/comments/1qfd7t0/can_rag_work_without_chunking_or_embeddings_has/ | DirectorAgreeable145 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qfd7t0 | false | null | t3_1qfd7t0 | /r/LocalLLaMA/comments/1qfd7t0/can_rag_work_without_chunking_or_embeddings_has/ | false | false | self | 4 | null |
Built a desktop AI coding agent that runs fully offline with Ollama / LM Studio | 0 | Hey folks,
I just launched **Atlarix v1.0**, a **local-first AI coding agent** designed to run entirely on your machine.
Key points relevant here:
* Supports **fully offline** usage via Ollama / LM Studio
* No cloud dependency required
* Agent can run terminal commands, read errors, and debug code in loops
* Uses lo... | 2026-01-17T13:23:40 | https://www.reddit.com/r/LocalLLaMA/comments/1qfd429/built_a_desktop_ai_coding_agent_that_runs_fully/ | Altruistic_Night_327 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qfd429 | false | null | t3_1qfd429 | /r/LocalLLaMA/comments/1qfd429/built_a_desktop_ai_coding_agent_that_runs_fully/ | false | false | self | 0 | null |
LMStudio does not work with codex? | 0 | codex "hi" --oss --local-provider lmstudio
"error": {
"message": "Invalid discriminator value. Expected 'function' | 'mcp'",
"type": "invalid_request_error",
"param": "tools.6.type",
"code": "invalid_union_discriminator"
}
Codex v0.87.0 && LMStudio v0.3.39
But ollama works with codex. Anyone meet the same problem?
| 2026-01-17T13:06:46 | https://www.reddit.com/r/LocalLLaMA/comments/1qfcrdk/lmstudio_does_not_work_with_codex/ | Technical_Pass_1858 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qfcrdk | false | null | t3_1qfcrdk | /r/LocalLLaMA/comments/1qfcrdk/lmstudio_does_not_work_with_codex/ | false | false | self | 0 | null |
Donβt Paste Secrets into ChatGPT (Even If You Delete Them) | 233 | **If you use ChatGPT, be aware that it logs every character you type.**
That means if you type something like an API key or any sensitive information, even if you delete it *before* sending the message, it may already have been logged.
| 2026-01-17T12:55:15 | mo_7anona | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1qfciu6 | false | null | t3_1qfciu6 | /r/LocalLLaMA/comments/1qfciu6/dont_paste_secrets_into_chatgpt_even_if_you/ | false | false | default | 233 | {'enabled': True, 'images': [{'id': 'rdl3yextpwdg1', 'resolutions': [{'height': 59, 'url': 'https://preview.redd.it/rdl3yextpwdg1.jpeg?width=108&crop=smart&auto=webp&s=8b0241b54922fd4ad81487b0edd09b541ad642a4', 'width': 108}, {'height': 118, 'url': 'https://preview.redd.it/rdl3yextpwdg1.jpeg?width=216&crop=smart&auto=w... | |
Hardware Question - GeForce RTX 5060/5070 Ti | 1 | So I am looking at GPUs .. but not able and willing to shell out 3K.
I want to do local work, especially:
\- text generation
\- fine tuning
\- image generation (comfy UI)
The 5060 or 5070 ti with 16GB VRam - ok enough?
Can these be combined, as in two of them?
Thanks for any help and pointers | 2026-01-17T12:52:51 | https://www.reddit.com/r/LocalLLaMA/comments/1qfch5j/hardware_question_geforce_rtx_50605070_ti/ | mythrowaway4DPP | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qfch5j | false | null | t3_1qfch5j | /r/LocalLLaMA/comments/1qfch5j/hardware_question_geforce_rtx_50605070_ti/ | false | false | self | 1 | null |
Need to know more about less known engines (ik_llama.cpp, exllamav3..) | 13 | I usually stick to llama.cpp and vllm but llama.cpp speed may not be the best and vllm/sglang can be really annoying if you have several gpus without respecting the power of 2 for tp.
So, for people who really know others projects (I mainly know ik\_llama and exl3) could you please provide some feedback on where they ... | 2026-01-17T12:51:26 | https://www.reddit.com/r/LocalLLaMA/comments/1qfcg4h/need_to_know_more_about_less_known_engines_ik/ | Leflakk | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qfcg4h | false | null | t3_1qfcg4h | /r/LocalLLaMA/comments/1qfcg4h/need_to_know_more_about_less_known_engines_ik/ | false | false | self | 13 | null |
I implemented a GPT-style model from scratch using PyTorch while reading Sebastian Raschka's book | 10 | I've spent the last few weeks building a GPT-style LLM entirely from scratch in PyTorch to understand the architecture. This isn't just a wrapper; it's a full implementation covering the entire lifecycle from tokenization to instruction fine-tuning.
I have followed Sebastian Raschka's 'Build a LLM from Scratch' book f... | 2026-01-17T12:44:06 | https://www.reddit.com/r/LocalLLaMA/comments/1qfcap8/i_implemented_a_gptstyle_model_from_scratch_using/ | Bthreethree | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qfcap8 | false | null | t3_1qfcap8 | /r/LocalLLaMA/comments/1qfcap8/i_implemented_a_gptstyle_model_from_scratch_using/ | false | false | self | 10 | {'enabled': False, 'images': [{'id': 'qagMLNFgnTjRiTD9IzF-55MHlnk7gDelsz85TvCVhuA', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/qagMLNFgnTjRiTD9IzF-55MHlnk7gDelsz85TvCVhuA.png?width=108&crop=smart&auto=webp&s=21d82ac43befddcbc35ea42802c1f8c530648d55', 'width': 108}, {'height': 108, 'url': 'h... |
Local Replacement for Phind.com | 15 | As many are aware, https://www.phind.com/ has shut down. I donβt know how many people on here used it, but I used to love the service back when it was an ai search engine, you could prompt the ai and it would search the internet for relevant info, and ONLY THEN respond. (Donβt get me started on the final iteration of... | 2026-01-17T12:19:01 | https://www.reddit.com/r/LocalLLaMA/comments/1qfbt9f/local_replacement_for_phindcom/ | Past-Economist7732 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qfbt9f | false | null | t3_1qfbt9f | /r/LocalLLaMA/comments/1qfbt9f/local_replacement_for_phindcom/ | false | false | self | 15 | null |
Does anyone plan to buy the Nvidia GB300 775GB? | 1 | 2026-01-17T12:02:39 | GPTshop--dot--ai | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1qfbi72 | false | null | t3_1qfbi72 | /r/LocalLLaMA/comments/1qfbi72/does_anyone_plan_to_buy_the_nvidia_gb300_775gb/ | false | false | default | 1 | {'enabled': True, 'images': [{'id': 'i36xpzhggwdg1', 'resolutions': [{'height': 127, 'url': 'https://preview.redd.it/i36xpzhggwdg1.png?width=108&crop=smart&auto=webp&s=ddb164b48274bde3db8cbfdfe951db6cc0b95532', 'width': 108}, {'height': 255, 'url': 'https://preview.redd.it/i36xpzhggwdg1.png?width=216&crop=smart&auto=we... | ||
Does anyone plan to buy the DGX Station GB300? | 1 | [removed] | 2026-01-17T11:58:15 | GPTshop--dot--ai | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1qfbezt | false | null | t3_1qfbezt | /r/LocalLLaMA/comments/1qfbezt/does_anyone_plan_to_buy_the_dgx_station_gb300/ | false | false | default | 1 | {'enabled': True, 'images': [{'id': '62ve810ofwdg1', 'resolutions': [{'height': 92, 'url': 'https://preview.redd.it/62ve810ofwdg1.jpeg?width=108&crop=smart&auto=webp&s=db7976d4c45979dab45b0a5a9de96d928e5e51bd', 'width': 108}, {'height': 185, 'url': 'https://preview.redd.it/62ve810ofwdg1.jpeg?width=216&crop=smart&auto=w... | |
KoboldCpp v1.106 finally adds MCP server support, drop-in replacement for Claude Desktop | 100 | So, it's been a hot minute, but I thought I'd share this here since it's quite a big new feature.
Yes, KoboldCpp is still alive and kicking. And besides the major UI overhaul, we've finally added native MCP support in KoboldCpp v1.106! It's designed to be a painless Claude Desktop drop-in replacement with maximum com... | 2026-01-17T11:35:11 | https://www.reddit.com/r/LocalLLaMA/comments/1qfb0gk/koboldcpp_v1106_finally_adds_mcp_server_support/ | HadesThrowaway | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qfb0gk | false | null | t3_1qfb0gk | /r/LocalLLaMA/comments/1qfb0gk/koboldcpp_v1106_finally_adds_mcp_server_support/ | false | false | self | 100 | {'enabled': False, 'images': [{'id': 'tCeoyGxtRmEpSHs6DabQowD-XehNVCvyMOmoFigyAu0', 'resolutions': [{'height': 87, 'url': 'https://external-preview.redd.it/tCeoyGxtRmEpSHs6DabQowD-XehNVCvyMOmoFigyAu0.png?width=108&crop=smart&auto=webp&s=8f637e280048c6334f7f4908d1cf16906365de7c', 'width': 108}, {'height': 175, 'url': 'h... |
Coding problems that local models find difficult I | 2 | I am using numpy longdoubles in linux and I have found that local models find even relatively simple questions hard to answer. Example number one:
>
How can I print an array of longdoubles so they can be copied and pasted into code?
>This is in linux.
>If I do:
>`print(repr(arr))`
>I get:
>`array([7.65815059e+3... | 2026-01-17T11:34:22 | https://www.reddit.com/r/LocalLLaMA/comments/1qfazy4/coding_problems_that_local_models_find_difficult_i/ | MrMrsPotts | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qfazy4 | false | null | t3_1qfazy4 | /r/LocalLLaMA/comments/1qfazy4/coding_problems_that_local_models_find_difficult_i/ | false | false | self | 2 | null |
Analysis of running local LLMs on Blackwell GPUs. TLDR: cheaper to run than cloud api services | 41 | May provide support to management for the cost savings of running local LLMs. The paper also includes amortization costs for the GPUs. I was surprised by the findings and the short break even time with cloud api costs.
https://arxiv.org/abs/2601.09527 | 2026-01-17T11:30:51 | https://www.reddit.com/r/LocalLLaMA/comments/1qfaxpx/analysis_of_running_local_llms_on_blackwell_gpus/ | cchung261 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qfaxpx | false | null | t3_1qfaxpx | /r/LocalLLaMA/comments/1qfaxpx/analysis_of_running_local_llms_on_blackwell_gpus/ | false | false | self | 41 | null |
New Codex or Opus 4.5 | 0 | Is the new Codex better, or Opus 4.5? Performance overview, is it worth changing Opus for Codex | 2026-01-17T11:11:50 | https://www.reddit.com/r/LocalLLaMA/comments/1qfalxe/new_codex_or_opus_45/ | Kindly_Contact_001 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qfalxe | false | null | t3_1qfalxe | /r/LocalLLaMA/comments/1qfalxe/new_codex_or_opus_45/ | false | false | self | 0 | null |
Running AutoRound | 3 | Tried to run AutoRound on 0xSero/MiniMax-M2.1-REAP-40 (for the second time) but whilst it at least runs now I am not convinced it is ok as it hung up when processing a large request. It appears pretty hard to do this wrong, can anyone comment on the validity of my script?
from auto_round import AutoRound
ar = ... | 2026-01-17T10:18:38 | https://www.reddit.com/r/LocalLLaMA/comments/1qf9ppd/running_autoround/ | 1-a-n | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qf9ppd | false | null | t3_1qf9ppd | /r/LocalLLaMA/comments/1qf9ppd/running_autoround/ | false | false | self | 3 | null |
Qwen-3.5 is coming | 0 | They haven't released a new line of these models for a long time, quite a lot of time has passed, and the most important moment will happen either at the end of this month or at the beginning of the next. **They said that they will most likely do it after the holidays, and next month** | 2026-01-17T09:54:54 | https://www.reddit.com/r/LocalLLaMA/comments/1qf9bv4/qwen35_is_coming/ | BasketFar667 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qf9bv4 | false | null | t3_1qf9bv4 | /r/LocalLLaMA/comments/1qf9bv4/qwen35_is_coming/ | false | false | self | 0 | null |
Anyone running multi RAG at +1M docs using topic segmented retrievers? (multi-RAG / routing setups) | 3 | Hey everyone,
Iβm currently working on a RAG system thatβs getting close to \~1M documents total.
Flat vector search is obviously falling apart(50-60% diminished output), so Iβm considering a topic-segmented setup:
β’ \~10 topics
β’ \~100k docs per topic
β’ Each topic has its own retriever / RAG index
β’ A routin... | 2026-01-17T09:51:59 | https://www.reddit.com/r/LocalLLaMA/comments/1qf9a4w/anyone_running_multi_rag_at_1m_docs_using_topic/ | aherontas | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qf9a4w | false | null | t3_1qf9a4w | /r/LocalLLaMA/comments/1qf9a4w/anyone_running_multi_rag_at_1m_docs_using_topic/ | false | false | self | 3 | null |
Bruning the Midnight Oil Proof of Concept: Small LLM Hallucination Prevention | 0 | I'm just a shade tree mechanic boosting my car @ 30psi smoking Mustangs.
Local LLM LFM2.5-1.2B-Instruct
Lets create the Ralph Wiggum Inner Observer to keep the LLM in check. Our LLM is a glorified translator with little IQ that hallucinates alot. -- not a genius level like the foundation model.
ββββββββββββββββββ... | 2026-01-17T09:46:14 | https://www.reddit.com/r/LocalLLaMA/comments/1qf96q7/bruning_the_midnight_oil_proof_of_concept_small/ | Fabulous_Fact_606 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qf96q7 | false | null | t3_1qf96q7 | /r/LocalLLaMA/comments/1qf96q7/bruning_the_midnight_oil_proof_of_concept_small/ | false | false | self | 0 | null |
I spent the last week deconstructing the math behind Mambaβs "Selection Mechanism" (Delta-Gating). Here is the intuition + derivation. | 10 | Like many of you, Iβve been fascinated by how Mamba challenges the Transformer architecture. However, while the high-level concept (Selective State Spaces) makes sense, I found the actual mathematical bridgeβspecifically how the continuous-time system is discretized using the "Delta" parameter to become input-dependent... | 2026-01-17T09:23:17 | https://www.reddit.com/r/LocalLLaMA/comments/1qf8tpd/i_spent_the_last_week_deconstructing_the_math/ | No_Ask_1623 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qf8tpd | false | null | t3_1qf8tpd | /r/LocalLLaMA/comments/1qf8tpd/i_spent_the_last_week_deconstructing_the_math/ | false | false | self | 10 | null |
Need to upgrade my 5yo Legion: RTX 5090 (24GB) Laptop or MacBook M4/M5 Max (64GB+) for AI engineering? | 0 | Hi everyone,
Iβm looking to replace my aging laptop and Iβm facing a tough choice. Iβve been a happy user of a Lenovo Legion 5 (GTX 1650 Ti, 4GB vRAM) for over 5 years. Itβs been my reliable daily driver for backend development and light gaming, but it's time to move on.
The Problem: Iβve recently started working wit... | 2026-01-17T09:18:05 | https://www.reddit.com/r/LocalLLaMA/comments/1qf8qoz/need_to_upgrade_my_5yo_legion_rtx_5090_24gb/ | rrrjjj9307 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qf8qoz | false | null | t3_1qf8qoz | /r/LocalLLaMA/comments/1qf8qoz/need_to_upgrade_my_5yo_legion_rtx_5090_24gb/ | false | false | self | 0 | null |
RAMageddon: You know it is bad when Nvidia castrates VRAM of their high-end models. DGX Station GB300 comes with 9GB less VRAM than previously announced. | 0 | HBM3e VRAM now only 279GB down from 288GB. Available now for 95k USD. | 2026-01-17T09:12:54 | GPTshop--dot--ai | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1qf8nnf | false | null | t3_1qf8nnf | /r/LocalLLaMA/comments/1qf8nnf/ramageddon_you_know_it_is_bad_when_nvidia/ | false | false | default | 0 | {'enabled': True, 'images': [{'id': 'mtrjd3cslvdg1', 'resolutions': [{'height': 133, 'url': 'https://preview.redd.it/mtrjd3cslvdg1.jpeg?width=108&crop=smart&auto=webp&s=c45421637877540ee2d1fc88a92a4ff9ee61cfe7', 'width': 108}, {'height': 266, 'url': 'https://preview.redd.it/mtrjd3cslvdg1.jpeg?width=216&crop=smart&auto=... | |
What tools that more openai compatible could get me behavior like ollama? | 0 | I need the ability to run local quantozed models, one at a time (with switching based on the model in the request), some will fit in vram, some will be offloaded to cpu, and I want the api to be as close as possible to vllm with litellm chat/completion (what production for my app uses)
I've tried using sonnet and Gemi... | 2026-01-17T09:09:27 | https://www.reddit.com/r/LocalLLaMA/comments/1qf8lpy/what_tools_that_more_openai_compatible_could_get/ | elsa002 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qf8lpy | false | null | t3_1qf8lpy | /r/LocalLLaMA/comments/1qf8lpy/what_tools_that_more_openai_compatible_could_get/ | false | false | self | 0 | null |
NeuTTS Android APK Sample - Local Inference (Nano Model) | 6 | Latest release available here: [github.com/lookbe/neutts-unity-example/releases](https://github.com/lookbe/neutts-unity-example/releases)
Iβve put together a sample APK for **NeuTTS** on Android. It is a slimmed-down build focused on on-device performance using the Nano model.
**Installation Guide (Manual OBB Setup):... | 2026-01-17T09:01:11 | https://www.reddit.com/r/LocalLLaMA/comments/1qf8gw6/neutts_android_apk_sample_local_inference_nano/ | RowGroundbreaking982 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qf8gw6 | false | null | t3_1qf8gw6 | /r/LocalLLaMA/comments/1qf8gw6/neutts_android_apk_sample_local_inference_nano/ | false | false | self | 6 | null |
Qwen2.5-VL-3B LoRA fine-tune causes repetition loops | 3 | I fine-tuned Qwen2.5-VL-3B-Instruct with LoRA on video reasoning samples with chain-of-thought. After fine-tuning, inference starts correctly but then collapses into repetition loops (the model repeats the same words or phrases indefinitely).
**Setup:**
LoRA (r=32, Ξ±=32, dropout=0.1), lr=5e-5, 1 epoch. Vision encod... | 2026-01-17T08:53:36 | https://www.reddit.com/r/LocalLLaMA/comments/1qf8c9z/qwen25vl3b_lora_finetune_causes_repetition_loops/ | FactorExisting5237 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qf8c9z | false | null | t3_1qf8c9z | /r/LocalLLaMA/comments/1qf8c9z/qwen25vl3b_lora_finetune_causes_repetition_loops/ | false | false | self | 3 | null |
Synapse - Native desktop application for interaction with AI language | 1 | [removed] | 2026-01-17T08:32:26 | https://www.reddit.com/gallery/1qf802f | Severe-Win-9089 | reddit.com | 1970-01-01T00:00:00 | 0 | {} | 1qf802f | false | null | t3_1qf802f | /r/LocalLLaMA/comments/1qf802f/synapse_native_desktop_application_for/ | false | false | 1 | null | |
Native desktop application for interaction with LLMs, written in Rust. | 1 | [removed] | 2026-01-17T08:23:32 | https://www.reddit.com/gallery/1qf7uvj | Pashaish | reddit.com | 1970-01-01T00:00:00 | 0 | {} | 1qf7uvj | false | null | t3_1qf7uvj | /r/LocalLLaMA/comments/1qf7uvj/native_desktop_application_for_interaction_with/ | false | false | 1 | null | |
"Welcome to the Local Llama. We are committed to bots here" | 104 | ah, an irony | 2026-01-17T08:21:16 | https://www.reddit.com/gallery/1qf7tk1 | MelodicRecognition7 | reddit.com | 1970-01-01T00:00:00 | 0 | {} | 1qf7tk1 | false | null | t3_1qf7tk1 | /r/LocalLLaMA/comments/1qf7tk1/welcome_to_the_local_llama_we_are_committed_to/ | false | false | 104 | null | |
Announce of "Synapse" - Native desktop application for interaction with LLMs | 1 | [removed] | 2026-01-17T08:16:12 | https://www.reddit.com/gallery/1qf7qh6 | Severe-Win-9089 | reddit.com | 1970-01-01T00:00:00 | 0 | {} | 1qf7qh6 | false | null | t3_1qf7qh6 | /r/LocalLLaMA/comments/1qf7qh6/announce_of_synapse_native_desktop_application/ | false | false | 1 | null | |
Announce of "Synapse" - Native desktop application for interaction with LLMs | 1 | [removed] | 2026-01-17T08:12:58 | https://www.reddit.com/gallery/1qf7ol2 | pashaiskh | reddit.com | 1970-01-01T00:00:00 | 0 | {} | 1qf7ol2 | false | null | t3_1qf7ol2 | /r/LocalLLaMA/comments/1qf7ol2/announce_of_synapse_native_desktop_application/ | false | false | 1 | null | |
Nvidia GH200 and AMD Mi325X can be shipped to china now. | 63 | The US export controls have been amended. GH200 and Mi325X can be shipped to china now. | 2026-01-17T07:44:59 | GPTshop--dot--ai | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1qf77hw | false | null | t3_1qf77hw | /r/LocalLLaMA/comments/1qf77hw/nvidia_gh200_and_amd_mi325x_can_be_shipped_to/ | false | false | default | 63 | {'enabled': True, 'images': [{'id': 'qlc9o31a6vdg1', 'resolutions': [{'height': 81, 'url': 'https://preview.redd.it/qlc9o31a6vdg1.jpeg?width=108&crop=smart&auto=webp&s=666f52ad28ed38e9dc8f24b03d5a40ddd24f4693', 'width': 108}, {'height': 162, 'url': 'https://preview.redd.it/qlc9o31a6vdg1.jpeg?width=216&crop=smart&auto=w... | |
Synapse - Native desktop application for interaction with AI language | 1 | [removed] | 2026-01-17T07:35:39 | https://www.reddit.com/r/LocalLLaMA/comments/1qf71qq/synapse_native_desktop_application_for/ | Severe-Win-9089 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qf71qq | false | null | t3_1qf71qq | /r/LocalLLaMA/comments/1qf71qq/synapse_native_desktop_application_for/ | false | false | 1 | null | |
Synapse - Native desktop application for interaction with AI language | 1 | [removed] | 2026-01-17T07:16:47 | https://www.reddit.com/r/LocalLLaMA/comments/1qf6q7i/synapse_native_desktop_application_for/ | Severe-Win-9089 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qf6q7i | false | null | t3_1qf6q7i | /r/LocalLLaMA/comments/1qf6q7i/synapse_native_desktop_application_for/ | false | false | 1 | null | |
Recursive Data Cleaner - LLM-powered data cleaning that writes itself | 0 | Cleaning messy data is tedious. You write regex, handle edge cases, discover new issues, repeat. For large datasets, this cycle burns hours of human attention.
I built a tool that trades compute time for human time. Point it at your messy JSONL/CSV/text file with some instructions, walk away, and come back to a work... | 2026-01-17T07:15:42 | gaztrab | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1qf6pi7 | false | null | t3_1qf6pi7 | /r/LocalLLaMA/comments/1qf6pi7/recursive_data_cleaner_llmpowered_data_cleaning/ | false | false | default | 0 | {'enabled': True, 'images': [{'id': '1ynoyeh91vdg1', 'resolutions': [{'height': 86, 'url': 'https://preview.redd.it/1ynoyeh91vdg1.png?width=108&crop=smart&auto=webp&s=986b16f6f920ba8d26412191a703937777da7c61', 'width': 108}, {'height': 173, 'url': 'https://preview.redd.it/1ynoyeh91vdg1.png?width=216&crop=smart&auto=web... | |
AI spambots flooding Reddit, staff does not care | 1 | [removed] | 2026-01-17T06:46:46 | https://www.reddit.com/r/LocalLLaMA/comments/1qf672t/ai_spambots_flooding_reddit_staff_does_not_care/ | MelodicRecognition7 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qf672t | false | null | t3_1qf672t | /r/LocalLLaMA/comments/1qf672t/ai_spambots_flooding_reddit_staff_does_not_care/ | false | false | self | 1 | null |
DeepSeek Engram : A static memory unit for LLMs | 306 | DeeepSeek AI released a new paper titled "Conditional Memory via Scalable Lookup: A New Axis of Sparsity for Large LanguageΒ Models" introducing Engram. The key idea: instead of recomputing static knowledge (like entities, facts, or patterns) every time through expensive transformer layers, Engram **adds native memory l... | 2026-01-17T06:18:14 | https://www.reddit.com/r/LocalLLaMA/comments/1qf5oj0/deepseek_engram_a_static_memory_unit_for_llms/ | Technical-Love-8479 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qf5oj0 | false | null | t3_1qf5oj0 | /r/LocalLLaMA/comments/1qf5oj0/deepseek_engram_a_static_memory_unit_for_llms/ | false | false | self | 306 | {'enabled': False, 'images': [{'id': '8vuRG4k7Ns4Zh-Xb1FL0B9K1viY0Uvkr7MF3PhhcxBA', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/8vuRG4k7Ns4Zh-Xb1FL0B9K1viY0Uvkr7MF3PhhcxBA.png?width=108&crop=smart&auto=webp&s=b1875a57428d766187a3028a61d6fe02cf3bc9fb', 'width': 108}, {'height': 108, 'url': 'h... |
AI backlash | 0 | Hearing a lot about AI backlash lately, how do you guys feel about it? Some say people are angry and by 2027 we gonna get some riots.
To me AI has been like a slot machine which I can control the outcome. π No hard feelings coming from me. | 2026-01-17T06:00:53 | https://www.reddit.com/r/LocalLLaMA/comments/1qf5chq/ai_backlash/ | Lorelabbestia | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qf5chq | false | null | t3_1qf5chq | /r/LocalLLaMA/comments/1qf5chq/ai_backlash/ | false | false | self | 0 | null |
[Project] SLRM-nD: 50D Galactic Stress Test - 1000 points synthesized into 1 Master Sector in <150s (No Backprop) | 7 | Following up on my previous technical discussions, I've just released a stress test demo.
Current Results:
\- Dimension: 50D
\- Data: 1,000 vectors
\- Synthesis: 100% (Unified into 1 Master Sector)
\- Logic: Simplex Sectoring (Zero training loss)
\- Environment: Python/NumPy (CPU only)
This architecture (SLRM-... | 2026-01-17T05:44:39 | https://www.reddit.com/r/LocalLLaMA/comments/1qf51j3/project_slrmnd_50d_galactic_stress_test_1000/ | wexionar | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qf51j3 | false | null | t3_1qf51j3 | /r/LocalLLaMA/comments/1qf51j3/project_slrmnd_50d_galactic_stress_test_1000/ | false | false | self | 7 | {'enabled': False, 'images': [{'id': 'nkhh65ujo5BznFJFojoMPaKjGuLSpPj6KGhRov-ykOg', 'resolutions': [{'height': 108, 'url': 'https://external-preview.redd.it/nkhh65ujo5BznFJFojoMPaKjGuLSpPj6KGhRov-ykOg.png?width=108&crop=smart&auto=webp&s=3118973964e59402feea50688d746b67ecd3d2df', 'width': 108}, {'height': 216, 'url': '... |
"Welcome to the Local Llama. How janky's your rig? | 96 | 2026-01-17T05:44:01 | ForsookComparison | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1qf514i | false | null | t3_1qf514i | /r/LocalLLaMA/comments/1qf514i/welcome_to_the_local_llama_how_jankys_your_rig/ | false | false | default | 96 | {'enabled': True, 'images': [{'id': 'rzbni3vvkudg1', 'resolutions': [{'height': 78, 'url': 'https://preview.redd.it/rzbni3vvkudg1.jpeg?width=108&crop=smart&auto=webp&s=0aad6cb2d45e24a27eb53f35f39b3b3d817541cb', 'width': 108}, {'height': 157, 'url': 'https://preview.redd.it/rzbni3vvkudg1.jpeg?width=216&crop=smart&auto=w... | ||
Best way to completely "scrub" AI metadata or invisible tags from images? | 1 | [removed] | 2026-01-17T04:29:50 | https://www.reddit.com/r/LocalLLaMA/comments/1qf3ju8/best_way_to_completely_scrub_ai_metadata_or/ | ZucchiniDistinct7863 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qf3ju8 | false | null | t3_1qf3ju8 | /r/LocalLLaMA/comments/1qf3ju8/best_way_to_completely_scrub_ai_metadata_or/ | false | false | self | 1 | null |
Which would be a cost efficient GPU for running local LLMs | 2 | I am learning to run local LLMs and i don't have a GPU yet in one of my machines which has an Ryzen 7600X 32GB DDR5 system. I was thinking of getting an RX 7900 XTX since it has 24GB of VRAM. I will upgrade the RAM maybe after it comes back to lower prices definitely not now.
I will be running smaller models like maybe... | 2026-01-17T04:27:14 | https://www.reddit.com/r/LocalLLaMA/comments/1qf3hxd/which_would_be_a_cost_efficient_gpu_for_running/ | jenishngl | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qf3hxd | false | null | t3_1qf3hxd | /r/LocalLLaMA/comments/1qf3hxd/which_would_be_a_cost_efficient_gpu_for_running/ | false | false | self | 2 | null |
Anyone Else Had This? Chat stuck on Loading, Canβt Send New Promptπ | 0 | Hey everyone, Iβm having a weird problem with a text model chat. The response is already there, but the page just wonβt stop loadingβitβs totally stuck, and I canβt type in a new prompt at all. I tried refreshing, but nothing changed. The worst part is I donβt want to lose this conversation by starting a new one. Has a... | 2026-01-17T03:41:13 | https://www.reddit.com/r/LocalLLaMA/comments/1qf2hun/anyone_else_had_this_chat_stuck_on_loading_cant/ | Adventurous_Gas2935 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qf2hun | false | null | t3_1qf2hun | /r/LocalLLaMA/comments/1qf2hun/anyone_else_had_this_chat_stuck_on_loading_cant/ | false | false | self | 0 | null |
How to add a locally hosted AI assistant to a self-hosted react js webapp, and which model to chose. | 3 | Hello everyone! I am currently in the process of developing a webapp that I am going to be hosting on my own servers. It is primarily for data entry and analytics for commercial systems and I have been tossing around the idea of implementing an AI assistant that can help with queries, analytics, and autofill. I'm build... | 2026-01-17T03:10:53 | https://www.reddit.com/r/LocalLLaMA/comments/1qf1rop/how_to_add_a_locally_hosted_ai_assistant_to_a/ | ExtraTiger5716 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qf1rop | false | null | t3_1qf1rop | /r/LocalLLaMA/comments/1qf1rop/how_to_add_a_locally_hosted_ai_assistant_to_a/ | false | false | self | 3 | null |
Cowork but with local models not to send all your data to a remote cloud! | 47 | 2026-01-17T03:05:24 | https://v.redd.it/wmrdxexjstdg1 | clem59480 | v.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1qf1msz | false | {'reddit_video': {'bitrate_kbps': 1200, 'dash_url': 'https://v.redd.it/wmrdxexjstdg1/DASHPlaylist.mpd?a=1771211138%2CMjAyYzNiMmY2MjQwODE5NjIxYjE4OTc3ZWNlMTI5ODEzMTY4MmRmOTA4MTZlNjBmMGFlMjNmMjBjMDRkNThjOQ%3D%3D&v=1&f=sd', 'duration': 18, 'fallback_url': 'https://v.redd.it/wmrdxexjstdg1/CMAF_480.mp4?source=fallback', 'ha... | t3_1qf1msz | /r/LocalLLaMA/comments/1qf1msz/cowork_but_with_local_models_not_to_send_all_your/ | false | false | 47 | {'enabled': False, 'images': [{'id': 'bXh5cnloeGpzdGRnMQQmqaqY6IxBgH-vwmsMWuXB8i4MNI5FplyyvMhZJ44G', 'resolutions': [{'height': 60, 'url': 'https://external-preview.redd.it/bXh5cnloeGpzdGRnMQQmqaqY6IxBgH-vwmsMWuXB8i4MNI5FplyyvMhZJ44G.png?width=108&crop=smart&format=pjpg&auto=webp&s=49fef6eed27db80b21c29979a94b8fb244393... | ||
Researchers Just Found Something That Could Shake the AI Industry to Its Core | 0 | [https://futurism.com/artificial-intelligence/ai-industry-recall-copyright-books](https://futurism.com/artificial-intelligence/ai-industry-recall-copyright-books)
| 2026-01-17T03:04:39 | https://www.reddit.com/r/LocalLLaMA/comments/1qf1m3r/researchers_just_found_something_that_could_shake/ | tony10000 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qf1m3r | false | null | t3_1qf1m3r | /r/LocalLLaMA/comments/1qf1m3r/researchers_just_found_something_that_could_shake/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': 'AllLXjWgsIm9M1NxBQbRHOVKszZPFoisR-5MCfetYzI', 'resolutions': [{'height': 56, 'url': 'https://external-preview.redd.it/AllLXjWgsIm9M1NxBQbRHOVKszZPFoisR-5MCfetYzI.jpeg?width=108&crop=smart&auto=webp&s=6fa87b451c51133a5ed8e37b0fad3b5d8129b940', 'width': 108}, {'height': 113, 'url': '... |
Anyone else running multiple AI tools on the same repo and constantly stepping on rakes? | 0 | I keep running into a frustrating workflow issue and Iβm wondering if itβs just me.
I regularly bounce between multiple AI-assisted tools on the *same repo* (e.g. Cursor, Windsurf, web ChatGPT/Claude), sometimes even at the same time. Even when Iβm careful about branches, things still go sideways more often than Iβd l... | 2026-01-17T02:55:52 | https://www.reddit.com/r/LocalLLaMA/comments/1qf1dwl/anyone_else_running_multiple_ai_tools_on_the_same/ | RepoLock | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qf1dwl | false | null | t3_1qf1dwl | /r/LocalLLaMA/comments/1qf1dwl/anyone_else_running_multiple_ai_tools_on_the_same/ | false | false | self | 0 | null |
Reports Of βAI Psychosisβ Are On The Rise. A Psychiatrist Explains What To Look Out For | 1 | [removed] | 2026-01-17T02:24:48 | https://studyfinds.org/ai-psychosis/ | T_UMP | studyfinds.org | 1970-01-01T00:00:00 | 0 | {} | 1qf0lxd | false | null | t3_1qf0lxd | /r/LocalLLaMA/comments/1qf0lxd/reports_of_ai_psychosis_are_on_the_rise_a/ | false | false | default | 1 | null |
is there a GLM-4.7 REAP NVFP4 model anywhere? | 0 | ive seen the INT4 reap version and the unsloth dynamic 2.0 version, and idk much about weights but i hear nvfp4 runs really well on blackwell cards.. so does this exist? if not, is anyone interested in making it? | 2026-01-17T02:15:20 | https://www.reddit.com/r/LocalLLaMA/comments/1qf0di7/is_there_a_glm47_reap_nvfp4_model_anywhere/ | modpotatos | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qf0di7 | false | null | t3_1qf0di7 | /r/LocalLLaMA/comments/1qf0di7/is_there_a_glm47_reap_nvfp4_model_anywhere/ | false | false | self | 0 | null |
Which llama cpp version and model? | 0 | I have 48gb vram and 192gb ddr4 ram with epyc cpu. running popos 22.04 and cuda 12.8. i have few questions-
1. which llama cpp do i need to install to get maximum juice out of my system? or any other alternative?
2. which coding model will be good specially for swift.
3. If llama cpp, can i just start server and acc... | 2026-01-17T02:06:58 | https://www.reddit.com/r/LocalLLaMA/comments/1qf05yh/which_llama_cpp_version_and_model/ | pravbk100 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qf05yh | false | null | t3_1qf05yh | /r/LocalLLaMA/comments/1qf05yh/which_llama_cpp_version_and_model/ | false | false | self | 0 | null |
Series 1 Topic 1. Direct answers. How I killed politeness and filler. | 0 | Previous post : [ https://www.reddit.com/r/LocalLLaMA/s/sJ65kcSHyL ](https://www.reddit.com/r/LocalLLaMA/s/sJ65kcSHyL)
Following up on my previous post, I am starting with topic A.
Quick context in 3 lines
After my previous post, I am starting with topic A.
My problem was simple. I wanted a result. I kept getting f... | 2026-01-17T01:47:12 | https://www.reddit.com/r/LocalLLaMA/comments/1qezobk/series_1_topic_1_direct_answers_how_i_killed/ | Huge-Yesterday4822 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qezobk | false | null | t3_1qezobk | /r/LocalLLaMA/comments/1qezobk/series_1_topic_1_direct_answers_how_i_killed/ | false | false | self | 0 | null |
Is there a local/self-hosted alternative to Google NotebookLM? | 22 | What is an Alternate to **Google NotebookLM**?
I would like something local because of concern of uploading sensitive work documents or personal research to Googleβs cloud. Iβm looking for something I can run **locally on my own hardware** (or a private VPS) that replicates that "Notebook" experience.
**Ideally, Iβm ... | 2026-01-17T00:34:31 | https://www.reddit.com/r/LocalLLaMA/comments/1qexs07/is_there_a_localselfhosted_alternative_to_google/ | RadiantCandy1600 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qexs07 | false | null | t3_1qexs07 | /r/LocalLLaMA/comments/1qexs07/is_there_a_localselfhosted_alternative_to_google/ | false | false | self | 22 | null |
Llama.cpp vs vllm | 28 | Which one is better for model serving? And which one is faster? | 2026-01-17T00:27:14 | https://www.reddit.com/r/LocalLLaMA/comments/1qexkwb/llamacpp_vs_vllm/ | Evening_Tooth_1913 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qexkwb | false | null | t3_1qexkwb | /r/LocalLLaMA/comments/1qexkwb/llamacpp_vs_vllm/ | false | false | self | 28 | null |
Do you need to host a 1T AI model locally? | 0 | Are you an AI developer pushing massive models to the edge because you need fast, secure, fully offline, zero cloud or data leakage?
If so, I'd like to hear about your challenges hosting and running models locally.
The bigger the model, and problem, the better. Lets Talk ([Calendly](https://calendly.com/rick-gosalv... | 2026-01-17T00:05:22 | https://www.reddit.com/r/LocalLLaMA/comments/1qewz21/do_you_need_to_host_a_1t_ai_model_locally/ | Free-Detective2184 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qewz21 | false | null | t3_1qewz21 | /r/LocalLLaMA/comments/1qewz21/do_you_need_to_host_a_1t_ai_model_locally/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': 'RTlXw2eSAOGfzITgebXlXPsmrlo6olBNdbWu2q83qgw', 'resolutions': [{'height': 56, 'url': 'https://external-preview.redd.it/RTlXw2eSAOGfzITgebXlXPsmrlo6olBNdbWu2q83qgw.png?width=108&crop=smart&auto=webp&s=70a82108df7038b4cda96a9d7bd71bf1c840e036', 'width': 108}, {'height': 113, 'url': 'h... |
pls - a local AI shell completion tool for developers | 1 | 2026-01-16T23:54:42 | https://github.com/hansmrtn/pls/tree/master | snahnam | github.com | 1970-01-01T00:00:00 | 0 | {} | 1qewo7p | false | null | t3_1qewo7p | /r/LocalLLaMA/comments/1qewo7p/pls_a_local_ai_shell_completion_tool_for/ | false | false | default | 1 | null | |
What are you building with sub-4B LLMs in early 2025? Real-world use wins? | 60 | Hey everyone, It's early 2025, and I'm diving deep into tiny LLMs (under 4B params) like Qwen3 4B, LFM2.5 1.2B, or LFM2.5 VL 1.6B.
These base models (no fine-tuning) are super lightweight and run anywhere, but I'm curious: what real-world use cases have you found that actually stick ?
Stuff that's genuinely useful d... | 2026-01-16T23:44:29 | https://www.reddit.com/r/LocalLLaMA/comments/1qewdza/what_are_you_building_with_sub4b_llms_in_early/ | Whiplashorus | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qewdza | false | null | t3_1qewdza | /r/LocalLLaMA/comments/1qewdza/what_are_you_building_with_sub4b_llms_in_early/ | false | false | self | 60 | null |
Newbie setup for Macbook M4 Pro 24GB | 1 | Hi community - just recently got into the local LLM and reading up what to setup. I am no AI expert at all, just barely technical enough to install Ollama in my Macbook M4 Pro, with 24 GB.
Tried downloaded nemotron-3-nano to local however it's terribly slow, took almost 3 mins to answer my Hi message. Guess it's to... | 2026-01-16T23:41:18 | https://www.reddit.com/r/LocalLLaMA/comments/1qewatm/newbie_setup_for_macbook_m4_pro_24gb/ | ersiu | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qewatm | false | null | t3_1qewatm | /r/LocalLLaMA/comments/1qewatm/newbie_setup_for_macbook_m4_pro_24gb/ | false | false | 1 | null | |
Best coding models for RTX 6000 Pro Blackwell | 46 | Hi,
I have a RTX 6000 Pro Blackwell (96GB VRAM) and trying to decide what model is best for agentic coding with Aider/OpenCode. What have folks tried and anyone found anything that gets close to Sonnet? | 2026-01-16T23:39:49 | https://www.reddit.com/r/LocalLLaMA/comments/1qew9df/best_coding_models_for_rtx_6000_pro_blackwell/ | az_6 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qew9df | false | null | t3_1qew9df | /r/LocalLLaMA/comments/1qew9df/best_coding_models_for_rtx_6000_pro_blackwell/ | false | false | self | 46 | null |
What agents have you had success with on your local LLM setups? | 3 | I'm keen to hear what successes people have had using agents to do work fairly autonomously (eg):
* **Branch**: Create a new branch named `feat/xxxx`.
* **Implement**: Make the necessary changes (my features will be very specific)
* **Verify**: Run `pytest` and `npm test` to ensure no regressions.
* **Review**: Check ... | 2026-01-16T22:54:05 | https://www.reddit.com/r/LocalLLaMA/comments/1qeuyl7/what_agents_have_you_had_success_with_on_your/ | rivsters | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qeuyl7 | false | null | t3_1qeuyl7 | /r/LocalLLaMA/comments/1qeuyl7/what_agents_have_you_had_success_with_on_your/ | false | false | self | 3 | null |
P.R.I.M.E C-19: Solving Gradient Explosion on Circular Manifolds (Ring Buffers) using Fractional Kernels | 0 | HI!
Iβve been working on a recurrent memory architecture designed to navigate a continuous 1D circular manifold (a ring buffer), and I ran into a persistent problem that I think others working on Differentiable Neural Computers (DNCs) or Pointer Networks might find interesting.
**The Problem: The "Rubber Wall" at the... | 2026-01-16T22:47:52 | https://www.reddit.com/r/LocalLLaMA/comments/1qeuseo/prime_c19_solving_gradient_explosion_on_circular/ | Acrobatic-Bee8495 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qeuseo | false | null | t3_1qeuseo | /r/LocalLLaMA/comments/1qeuseo/prime_c19_solving_gradient_explosion_on_circular/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': 'TxYBu0-bj9QPKuenA620wvyhfOeSOIYuKOOX3BxeK_o', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/TxYBu0-bj9QPKuenA620wvyhfOeSOIYuKOOX3BxeK_o.png?width=108&crop=smart&auto=webp&s=b70ca1f885b9116cf293e83a63fadf8582214832', 'width': 108}, {'height': 108, 'url': 'h... |
Made one more step towards getting Offloom on steam! (for free). | 33 | It's taken quite some time to get this to where it is now. But one thing I noticed is most open source tools are designed with technical folks in mind. I wanted to create a tool that comes preset up. Something for the less technical folks who are interested in AI but don't want to spend time learning how to use local t... | 2026-01-16T22:44:38 | https://i.redd.it/m5gfmmmy8sdg1 | Little-Put6364 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1qeupjy | false | null | t3_1qeupjy | /r/LocalLLaMA/comments/1qeupjy/made_one_more_step_towards_getting_offloom_on/ | false | false | default | 33 | {'enabled': True, 'images': [{'id': 'IH4JBpXTym9bGfNKXrf76IvBj05CXcjo_FY2xDKgtLE', 'resolutions': [{'height': 56, 'url': 'https://preview.redd.it/m5gfmmmy8sdg1.png?width=108&crop=smart&auto=webp&s=731510b247f41bdde337d3d3dbcbe35d66fa41cd', 'width': 108}, {'height': 113, 'url': 'https://preview.redd.it/m5gfmmmy8sdg1.png... |
PersonaPlex: Voice and role control for full duplex conversational speech models | 26 | NVIDIA released Personaplex is a real-time speech-to-speech conversational model that jointly performs streaming speech understanding and speech generation.Β
πΉInspired by Moshi
πΉ Full duplex = AI listens WHILE talking (no more robotic pauses)
πΉ Any voice + any role through simple text prompts
πΉ Handles interr... | 2026-01-16T22:44:34 | https://www.reddit.com/r/LocalLLaMA/comments/1qeupi8/personaplex_voice_and_role_control_for_full/ | Lopsided_Dot_4557 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qeupi8 | false | null | t3_1qeupi8 | /r/LocalLLaMA/comments/1qeupi8/personaplex_voice_and_role_control_for_full/ | false | false | self | 26 | {'enabled': False, 'images': [{'id': 'tFRitY-s8Fyx7CsCYrk95eBc835GoUegSlAbkAgAjlY', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/tFRitY-s8Fyx7CsCYrk95eBc835GoUegSlAbkAgAjlY.png?width=108&crop=smart&auto=webp&s=adbed95a8456e80777b64cfc4c2f7bc91326e26e', 'width': 108}, {'height': 116, 'url': 'h... |
Install.md, a New Protocol for Human-readable Installation Instructions that AI agents can execute | 0 | We made a new protocol to make installing any software easier using LLMs at Mintlify and we're calling it install.md.
I remember it took me 30 install Ollama and try my first model three months ago, now here's a demo of me doing it with one command (works with any OS or system)
Here's our launch vid (which inc... | 2026-01-16T22:38:37 | https://www.reddit.com/r/LocalLLaMA/comments/1qeuk94/installmd_a_new_protocol_for_humanreadable/ | TerrificMist | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qeuk94 | false | null | t3_1qeuk94 | /r/LocalLLaMA/comments/1qeuk94/installmd_a_new_protocol_for_humanreadable/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': 'D9TCJftuJEA_UGo7zlrPGH87t14UBrjaAfuZ98Ohu2g', 'resolutions': [{'height': 60, 'url': 'https://external-preview.redd.it/D9TCJftuJEA_UGo7zlrPGH87t14UBrjaAfuZ98Ohu2g.png?width=108&crop=smart&auto=webp&s=e2c594ea667f9bc1b0a8a5631752e612280783c5', 'width': 108}, {'height': 121, 'url': 'h... |
Prompt Repetition Improves Non-Reasoning LLMs - a paper | 109 | [https://arxiv.org/pdf/2512.14982](https://arxiv.org/pdf/2512.14982)
I love these little tiny prompt performance that can potentially lead to greater model accuracy and performance. Simply repeating the [pro.pt](http://pro.pt) twice lead to notable performance gains.
From the paper:
"We show that repeating the... | 2026-01-16T22:35:01 | https://www.reddit.com/r/LocalLLaMA/comments/1qeuh0z/prompt_repetition_improves_nonreasoning_llms_a/ | Foreign-Beginning-49 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qeuh0z | false | null | t3_1qeuh0z | /r/LocalLLaMA/comments/1qeuh0z/prompt_repetition_improves_nonreasoning_llms_a/ | false | false | self | 109 | null |
Building a lightweight search + fact extraction API for LLMs to handle large context from raw article data | 0 | So I was recently automating my real-estate newsletter
For this I needed very specific search data daily and the llm should access the daily search articles for that day read the facts and write in a structured format
Unlike what I thought the hardest part was not getting the llm to do what I want no it was getting... | 2026-01-16T22:27:07 | https://www.reddit.com/r/LocalLLaMA/comments/1qeu9p6/building_a_lightweight_search_fact_extraction_api/ | Reasonable_Cod_8762 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qeu9p6 | false | null | t3_1qeu9p6 | /r/LocalLLaMA/comments/1qeu9p6/building_a_lightweight_search_fact_extraction_api/ | false | false | self | 0 | null |
Local models to try other than Qwen-30b-a3b? | 6 | Just wondering if anyone has any recommendations for local coding models I should try. I have a Mac with 96gb of ram, and my favorite local model for coding is qwen-30b-a3b-2507 (8 bit quantization, LM Studio). I'm wondering if there are any new models that will have will have better results with similar performance on... | 2026-01-16T22:10:57 | https://www.reddit.com/r/LocalLLaMA/comments/1qetv24/local_models_to_try_other_than_qwen30ba3b/ | exciting_kream | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qetv24 | false | null | t3_1qetv24 | /r/LocalLLaMA/comments/1qetv24/local_models_to_try_other_than_qwen30ba3b/ | false | false | self | 6 | null |
We gave 10 frontier models a trick question. The honest ones scored lowest. Here's what that means for AI evaluation. [Multivac Daily] | 0 | I run The Multivac β daily blind evaluations of frontier AI models using peer review.
Today we ran an edge case that broke our evaluation in an interesting way.
# The Setup
The prompt described a 10,000+ word document with "The secret code is BLUE ELEPHANT" buried in paragraph 47. The prompt then asked: "What is the... | 2026-01-16T22:04:47 | https://www.reddit.com/r/LocalLLaMA/comments/1qetpiv/we_gave_10_frontier_models_a_trick_question_the/ | Silver_Raspberry_811 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qetpiv | false | null | t3_1qetpiv | /r/LocalLLaMA/comments/1qetpiv/we_gave_10_frontier_models_a_trick_question_the/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': 'M9owbntnHz9Jb3wmm26LDDkXAr5vEr5oE3ohJ6naMFY', 'resolutions': [{'height': 110, 'url': 'https://external-preview.redd.it/M9owbntnHz9Jb3wmm26LDDkXAr5vEr5oE3ohJ6naMFY.jpeg?width=108&crop=smart&auto=webp&s=2bcdda6b4c01fbd573504120de66e166cbc13661', 'width': 108}, {'height': 221, 'url': ... |
Mistral Small Creative beats Claude Opus 4.5 at explaining transformers β 50x cheaper, higher scores [Multivac Daily Evaluation] | 0 | I run The Multivac β daily blind evaluations of frontier AI models using peer review (each model judges all others).
Today's question: **"Explain how transformer neural networks work to (1) a junior dev with no ML background, and (2) a senior ML engineer who knows CNNs/RNNs."**
# Results
|Rank|Model|Score|Cost|
|:-|... | 2026-01-16T21:58:10 | https://www.reddit.com/r/LocalLLaMA/comments/1qetjbv/mistral_small_creative_beats_claude_opus_45_at/ | Silver_Raspberry_811 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qetjbv | false | null | t3_1qetjbv | /r/LocalLLaMA/comments/1qetjbv/mistral_small_creative_beats_claude_opus_45_at/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': 'mXX0pjTYRxWaSd5BDOXMfs_YRAsU16yjzDbk8-l8faI', 'resolutions': [{'height': 102, 'url': 'https://external-preview.redd.it/mXX0pjTYRxWaSd5BDOXMfs_YRAsU16yjzDbk8-l8faI.jpeg?width=108&crop=smart&auto=webp&s=edbfe683f92ecec648d2a6c310fcfe7a27a00a25', 'width': 108}, {'height': 204, 'url': ... |
Experimental Pytorch 2.7.1 Backports for Kepler 2.0+ β Testers Wanted | 4 | Iβve managed to **backport PyTorch 2.7.1 for Python 3.11** to work on **Kepler 2.0 GPUs** (e.g., K40) with **MKL and cuDNN support**.
Iβm looking for **testers** who can try it out and report any issues, especially on models that are **computationally intensive** or use **advanced CUDA features**. Your feedback will h... | 2026-01-16T21:55:24 | https://www.reddit.com/r/LocalLLaMA/comments/1qetgy1/experimental_pytorch_271_backports_for_kepler_20/ | TheSpicyBoi123 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qetgy1 | false | null | t3_1qetgy1 | /r/LocalLLaMA/comments/1qetgy1/experimental_pytorch_271_backports_for_kepler_20/ | false | false | self | 4 | null |
Eigent: an open-source alternative to Cowork - #1 on GitHub Trending! | 1 | [removed] | 2026-01-16T21:16:14 | https://www.reddit.com/r/LocalLLaMA/comments/1qesgwy/eigent_an_opensource_alternative_to_cowork_1_on/ | Designer-Change978 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qesgwy | false | null | t3_1qesgwy | /r/LocalLLaMA/comments/1qesgwy/eigent_an_opensource_alternative_to_cowork_1_on/ | false | false | self | 1 | null |
10x 3060ti for LLM Server | 7 | I have an old mining rig lying around with 10 3060Ti. 8GB ram each GPU. Can I build a meaning full AI inference server for running my LLMs. Big ones for coding & chat as well. Any success/failure stories here ? :-)
Thanks!
| 2026-01-16T21:03:49 | https://www.reddit.com/r/LocalLLaMA/comments/1qes5b0/10x_3060ti_for_llm_server/ | uaqureshi | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qes5b0 | false | null | t3_1qes5b0 | /r/LocalLLaMA/comments/1qes5b0/10x_3060ti_for_llm_server/ | false | false | self | 7 | null |
Need an opinion on GPU Poor Setup | 2 | Iβm a bit of a noob and I feel as though Iβm not getting the best out of my laptop, or perhaps Iβm overestimating how far I expect it to take me. Hence this post.
I have a Lenovo Slim Pro 7x with the following specs.
System Memory (RAM): 16 GB RAM
Processor: AMD Ryzen 7 6800HS Creator Edition (8 cores / 16 threads at ... | 2026-01-16T20:57:05 | https://www.reddit.com/r/LocalLLaMA/comments/1qeryxh/need_an_opinion_on_gpu_poor_setup/ | HadesTerminal | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qeryxh | false | null | t3_1qeryxh | /r/LocalLLaMA/comments/1qeryxh/need_an_opinion_on_gpu_poor_setup/ | false | false | self | 2 | null |
How do you find a LLM enthusiast in the real world? | 8 | Ask them to pronounce "mistrial" | 2026-01-16T20:41:51 | https://www.reddit.com/r/LocalLLaMA/comments/1qerknm/how_do_you_find_a_llm_enthusiast_in_the_real_world/ | Linkpharm2 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qerknm | false | null | t3_1qerknm | /r/LocalLLaMA/comments/1qerknm/how_do_you_find_a_llm_enthusiast_in_the_real_world/ | false | false | self | 8 | null |
Can the public train an AI model with voluntary distributed processing that exceeds the quality of the top paid models? And if so, could each of those people access the distributed processing to use the model? | 0 | I'm too ignorant of the technology to know, but I was just imagining how torrents or botnets work. Seems like a cool idea: You leave your computer on and each of the million people is contributing a fraction of their CPU and GPU. You could work out the details of fair usage. | 2026-01-16T20:40:04 | https://www.reddit.com/r/LocalLLaMA/comments/1qerj03/can_the_public_train_an_ai_model_with_voluntary/ | snowglowshow | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qerj03 | false | null | t3_1qerj03 | /r/LocalLLaMA/comments/1qerj03/can_the_public_train_an_ai_model_with_voluntary/ | false | false | self | 0 | null |
Need vLLM Expert for Emergency Break/Fix Assistance (PAID!) | 0 | I have a vLLM setup with JoyCaption Beta One that has been running fine for months. RunPod had my server crash and I am trying to setup a new server. Running into multiple issues even when using the exact same setup scripts I had previously. Need someone that can help me figure these issues out.
Will pay $100 USD (... | 2026-01-16T20:39:09 | https://www.reddit.com/r/LocalLLaMA/comments/1qeri4l/need_vllm_expert_for_emergency_breakfix/ | ataylorm | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qeri4l | false | null | t3_1qeri4l | /r/LocalLLaMA/comments/1qeri4l/need_vllm_expert_for_emergency_breakfix/ | false | false | self | 0 | null |
Testing & Feedback Wanted: Unreal Engine Plugin for Local LLM Integration | 2 | Hi everyone,
A little bit ago, I [posted here](https://www.reddit.com/r/LocalLLaMA/comments/1q5qix9/i_built_an_unreal_engine_plugin_for_llamacpp_my/) about some experimenting I was doing with using language models to do background inference in games. For example, analyzing a conversation and updating personality trait... | 2026-01-16T20:34:02 | https://www.reddit.com/r/LocalLLaMA/comments/1qerdar/testing_feedback_wanted_unreal_engine_plugin_for/ | WhopperitoJr | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qerdar | false | null | t3_1qerdar | /r/LocalLLaMA/comments/1qerdar/testing_feedback_wanted_unreal_engine_plugin_for/ | false | false | self | 2 | {'enabled': False, 'images': [{'id': 'tZ87OUfkCpxvkFUyjVfLRpG-7QG_3IN1kUvLj35J-4Q', 'resolutions': [{'height': 81, 'url': 'https://external-preview.redd.it/tZ87OUfkCpxvkFUyjVfLRpG-7QG_3IN1kUvLj35J-4Q.png?width=108&crop=smart&auto=webp&s=c9a0c2266dab0af9f8a04f8ffc04f6194be0dfb3', 'width': 108}, {'height': 162, 'url': 'h... |
Open Weights License (OWL) v1.0 | 0 | There was a [post](https://writings.hongminhee.org/2026/01/histomat-foss-llm/) on lobsters today, on open source and proprietary LLMs. I liked the idea of a new license for the era of AI. And although I do understand that there are many grey areas here, and it's really hard to make it actionable, and a regular person d... | 2026-01-16T20:25:00 | https://www.reddit.com/r/LocalLLaMA/comments/1qer4zd/open_weights_license_owl_v10/ | epicfilemcnulty | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qer4zd | false | null | t3_1qer4zd | /r/LocalLLaMA/comments/1qer4zd/open_weights_license_owl_v10/ | false | false | self | 0 | null |
any free API LLM that can be used for testing? | 0 | Do you know any good free LLM APIs or aggregators? Iβve tried apifreellm and some others, but they all have usage or time limits, so Iβm looking for a better option. | 2026-01-16T20:21:02 | https://www.reddit.com/r/LocalLLaMA/comments/1qer1bw/any_free_api_llm_that_can_be_used_for_testing/ | HawkLeading8367 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qer1bw | false | null | t3_1qer1bw | /r/LocalLLaMA/comments/1qer1bw/any_free_api_llm_that_can_be_used_for_testing/ | false | false | self | 0 | null |
any free LLM api hat I can use for testing? | 1 | [deleted] | 2026-01-16T20:20:30 | [deleted] | 1970-01-01T00:00:00 | 0 | {} | 1qer0ub | false | null | t3_1qer0ub | /r/LocalLLaMA/comments/1qer0ub/any_free_llm_api_hat_i_can_use_for_testing/ | false | false | default | 1 | null | ||
Ability to buy 30x3060ti 8gb @150 ea | 0 | Used to mine crypto for 9 months and have been tested,
Minor wear and tear cosmetically, no boxes. Theyβre the Dell OEM, 2 slots no original boxes. Is this worth it? As someone who doesnβt have a ton of experience with local, it would kill my power bill but itβd be a lot cheaper to pool a few of these than buy 3090s. ... | 2026-01-16T20:20:12 | https://www.reddit.com/r/LocalLLaMA/comments/1qer0l6/ability_to_buy_30x3060ti_8gb_150_ea/ | TelephonePossible866 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qer0l6 | false | null | t3_1qer0l6 | /r/LocalLLaMA/comments/1qer0l6/ability_to_buy_30x3060ti_8gb_150_ea/ | false | false | self | 0 | null |
WorldModel-Qwen-0.6B: Proof of Concept WASM Computation-as-Reasoning in small LLMs | 36 | I'm building a prototype fine-tune that has layers that create and execute WASM code as part of inference - for internal calculation and external tool calling.
So instead of a tiny model guessing at something like a sum or unit conversion, it will create WASM code internal to the model that is immediately executed to ... | 2026-01-16T20:13:40 | https://bigattichouse.medium.com/worldmodel-qwen-0-6b-proof-of-concept-computation-as-reasoning-in-small-llms-95092b8b7aef?sk=d1a9ff8ab1415e99ab668769828ea90f | bigattichouse | bigattichouse.medium.com | 1970-01-01T00:00:00 | 0 | {} | 1qequei | false | null | t3_1qequei | /r/LocalLLaMA/comments/1qequei/worldmodelqwen06b_proof_of_concept_wasm/ | false | false | default | 36 | null |
Update - Day #2 of building an LM from scratch | 2 | Hey guys! Thanks for all the encouragement firstly, I really appreciated all the comments and questions!
So weβve jumped up quite a bit it and created a 100M model that could essentially pretend to talk. It would string together tokens in a way that fit rhythmically but not really make a lot of sense, or real words to... | 2026-01-16T20:02:22 | https://www.reddit.com/r/LocalLLaMA/comments/1qeqjn4/update_day_2_of_building_an_lm_from_scratch/ | AllTheCoins | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qeqjn4 | false | null | t3_1qeqjn4 | /r/LocalLLaMA/comments/1qeqjn4/update_day_2_of_building_an_lm_from_scratch/ | false | false | self | 2 | null |
New to self-hosting LLM - how to (with Docker), which model (or how to change), and working with 3rd party app? | 3 | Hi, all. Very excited to finally be in a position to self-host my own LLM. I have a homelab with OMV on it and run everything in Docker.
I want to run llama.cpp - what is the easiest way to do so with Docker? I have a RTX 3090 FE on the way, so 24GB of VRAM to work with.
On that note, what would be a good model to ru... | 2026-01-16T19:34:52 | https://www.reddit.com/r/LocalLLaMA/comments/1qeptoy/new_to_selfhosting_llm_how_to_with_docker_which/ | SoMuchLasagna | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qeptoy | false | null | t3_1qeptoy | /r/LocalLLaMA/comments/1qeptoy/new_to_selfhosting_llm_how_to_with_docker_which/ | false | false | self | 3 | null |
Is this accurate?given by gemini | 0 | 2026-01-16T19:08:03 | UnluckyCry741 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1qep3qp | false | null | t3_1qep3qp | /r/LocalLLaMA/comments/1qep3qp/is_this_accurategiven_by_gemini/ | false | false | default | 0 | {'enabled': True, 'images': [{'id': '3wqfecxifrdg1', 'resolutions': [{'height': 66, 'url': 'https://preview.redd.it/3wqfecxifrdg1.jpeg?width=108&crop=smart&auto=webp&s=74dfcaaf4d48cc1a7b3d3dbfc28f9736b37d5f4e', 'width': 108}, {'height': 132, 'url': 'https://preview.redd.it/3wqfecxifrdg1.jpeg?width=216&crop=smart&auto=w... | ||
Is using qwen 3 coder 30B for coding via open code unrealistic? | 13 | I have a 3090 ti and 32GB DDR5 and I have a tiny project I was trying to build using AI.
Earlier I used claude code to build whatever I could and now I wanted to check if qwen can actually update the code according to what I want.
But with every new prompt it asks me to increase the token limit
>request (40025 token... | 2026-01-16T19:07:52 | https://www.reddit.com/r/LocalLLaMA/comments/1qep3jo/is_using_qwen_3_coder_30b_for_coding_via_open/ | salary_pending | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qep3jo | false | null | t3_1qep3jo | /r/LocalLLaMA/comments/1qep3jo/is_using_qwen_3_coder_30b_for_coding_via_open/ | false | false | self | 13 | null |
I stopped βchattingβ with ChatGPT: I forced it to deliver (~70% less noise) β does this resonate? | 0 | Personal context: ADHD. Iβm extremely sensitive to LLM βnoiseβ. I wanted results, not chatter.
My 5 recurring problems (there are many others):
\- useless βniceβ replies
\- the model guesses my intent instead of following
\- it adds things I didnβt ask for
\- it drifts / changes topic / improvises
\- random rel... | 2026-01-16T19:04:56 | https://www.reddit.com/r/LocalLLaMA/comments/1qep0ox/i_stopped_chatting_with_chatgpt_i_forced_it_to/ | Huge-Yesterday4822 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qep0ox | false | null | t3_1qep0ox | /r/LocalLLaMA/comments/1qep0ox/i_stopped_chatting_with_chatgpt_i_forced_it_to/ | false | false | self | 0 | null |
Please share interesting LLM videos or papers down below. | 0 | thx :) | 2026-01-16T18:51:30 | https://www.reddit.com/r/LocalLLaMA/comments/1qeon5y/please_share_interesting_llm_videos_or_papers/ | Own-Potential-2308 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qeon5y | false | null | t3_1qeon5y | /r/LocalLLaMA/comments/1qeon5y/please_share_interesting_llm_videos_or_papers/ | false | false | self | 0 | null |
First venture in to local image gen. Should I bother with my specs? | 2 | First off I am running a AMD 9070XT, R5 9600X, and 32GB of ram. I have for a while been trying a few services like ChatGPT, Bing, and midjourney and now want to move to local to have more control. I donβt expect to be running anything at anywhere near the same speed as those services, but what should I expect? | 2026-01-16T18:45:41 | https://www.reddit.com/r/LocalLLaMA/comments/1qeoheu/first_venture_in_to_local_image_gen_should_i/ | Pixel2-0 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qeoheu | false | null | t3_1qeoheu | /r/LocalLLaMA/comments/1qeoheu/first_venture_in_to_local_image_gen_should_i/ | false | false | self | 2 | null |
My Ralph Wiggum prompt for Qwen3 Coder 480B, reliable and predictable, cheap alternative from Sonnet 4.5 | 31 | Qwen3 Coder 480B is powerful and cheap model to run on the daily basis, here is my Ralph loop prompt for it.
#!/bin/bash
set -e
opencode --prompt \
"You are typical software engineer, you only work for a narrow scoped that you been told to do, nothing more, nothing less. \
Reading the s... | 2026-01-16T18:45:07 | https://www.reddit.com/r/LocalLLaMA/comments/1qeogub/my_ralph_wiggum_prompt_for_qwen3_coder_480b/ | dheetoo | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qeogub | false | null | t3_1qeogub | /r/LocalLLaMA/comments/1qeogub/my_ralph_wiggum_prompt_for_qwen3_coder_480b/ | false | false | self | 31 | null |
Claude Cowork like project for open agent CLIs to run with local models? Anything there yet? | 2 | Who ist working on something? | 2026-01-16T18:42:09 | https://www.reddit.com/r/LocalLLaMA/comments/1qeoduh/claude_cowork_like_project_for_open_agent_clis_to/ | danishkirel | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qeoduh | false | null | t3_1qeoduh | /r/LocalLLaMA/comments/1qeoduh/claude_cowork_like_project_for_open_agent_clis_to/ | false | false | self | 2 | null |
How do you manage text and image LLMs on the same machine? | 8 | I have a home server that I am really fleshing out the LLM capabilities of (RTX 3060 12GB + 32GB ram). I sometimes have the need for different models, so I used to use llama-swap to swap the models in memory based on what is called. I do not have enough vram to run multiple models at once. I call a relatively small mod... | 2026-01-16T18:41:59 | https://www.reddit.com/r/LocalLLaMA/comments/1qeodo3/how_do_you_manage_text_and_image_llms_on_the_same/ | AlternateWitness | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qeodo3 | false | null | t3_1qeodo3 | /r/LocalLLaMA/comments/1qeodo3/how_do_you_manage_text_and_image_llms_on_the_same/ | false | false | self | 8 | null |
Complex Claude Usage Limit Guide Explained | 0 | 2026-01-16T18:35:59 | Same-Persimmon-6450 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1qeo7n7 | false | null | t3_1qeo7n7 | /r/LocalLLaMA/comments/1qeo7n7/complex_claude_usage_limit_guide_explained/ | false | false | 0 | {'enabled': True, 'images': [{'id': 'j2vkkKGEua6j9yvE-ILbc_WxXqKYQ1lcVUW6qUB9I1A', 'resolutions': [{'height': 58, 'url': 'https://preview.redd.it/6zagzjuq9rdg1.png?width=108&crop=smart&auto=webp&s=29b507455a78b39592953a46d5837318e4003fee', 'width': 108}, {'height': 117, 'url': 'https://preview.redd.it/6zagzjuq9rdg1.png... |
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