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Prediction: Will theartificialanalysis.ai scores hit 90+ by late 2026 if the scoring logic stays the same? | 0 |
[View Poll](https://www.reddit.com/poll/1px6rsg) | 2025-12-27T19:48:03 | https://www.reddit.com/r/LocalLLaMA/comments/1px6rsg/prediction_will_theartificialanalysisai_scores/ | ZeusZCC | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1px6rsg | false | null | t3_1px6rsg | /r/LocalLLaMA/comments/1px6rsg/prediction_will_theartificialanalysisai_scores/ | false | false | self | 0 | null |
Offline on-device LLM chat app for iOS (local inference, no cloud) | 0 | I wanted to share an iOS app called Private Mind: Offline AI Chat that runs entirely on-device - no server calls, no accounts, no tracking.
The app focuses on local inference on iPhone using optimized models for mobile constraints. Once downloaded, it works fully offline (including airplane mode).
Key points:
1... | 2025-12-27T19:38:11 | Careless_Original978 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1px6j6n | false | null | t3_1px6j6n | /r/LocalLLaMA/comments/1px6j6n/offline_ondevice_llm_chat_app_for_ios_local/ | false | false | default | 0 | {'enabled': True, 'images': [{'id': 'aucdgkjius9g1', 'resolutions': [{'height': 108, 'url': 'https://preview.redd.it/aucdgkjius9g1.png?width=108&crop=smart&auto=webp&s=6e82c0a8a25816f91e01ac83c4145982b6723f1d', 'width': 108}, {'height': 216, 'url': 'https://preview.redd.it/aucdgkjius9g1.png?width=216&crop=smart&auto=we... | |
Is there anyone running a dual gpu setup 5090 + pro 6000 max Q? | 5 | Would this be viable for a consumer motherboard that can do 8x/8x to maximize LLMs and image/video generation? | 2025-12-27T19:05:37 | https://www.reddit.com/r/LocalLLaMA/comments/1px5qze/is_there_anyone_running_a_dual_gpu_setup_5090_pro/ | Dry_Mortgage_4646 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1px5qze | false | null | t3_1px5qze | /r/LocalLLaMA/comments/1px5qze/is_there_anyone_running_a_dual_gpu_setup_5090_pro/ | false | false | self | 5 | null |
GLM 4.7 - the highest ranked open weights model on artificialanalysis.ai | 10 | 2025-12-27T18:54:17 | harlekinrains | i.imgur.com | 1970-01-01T00:00:00 | 0 | {} | 1px5goc | false | null | t3_1px5goc | /r/LocalLLaMA/comments/1px5goc/glm_47_the_highest_ranked_open_weights_model_on/ | false | false | default | 10 | null | ||
[Discussion] The "Noise" Bottleneck in Local 8B RAG – A comparison of cleaning strategies (Regex vs. Unstructured vs. Entropy) | 0 | We talk a lot about quantization (EXL2 vs GGUF) and context window extension (RoPE scaling), but I feel we overlook the most boring part of the stack: **Pre-ingestion hygiene.**
I've been debugging a pipeline using Llama-3-8B-Instruct, and I noticed that while the model is smart, its attention mechanism gets easily "d... | 2025-12-27T18:47:39 | https://www.reddit.com/r/LocalLLaMA/comments/1px5avl/discussion_the_noise_bottleneck_in_local_8b_rag_a/ | Low-Flow-6572 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1px5avl | false | null | t3_1px5avl | /r/LocalLLaMA/comments/1px5avl/discussion_the_noise_bottleneck_in_local_8b_rag_a/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': 'Diu86grBho57XC89vFaA1PY-1bkPeOUeJZqmRUuWMlM', 'resolutions': [{'height': 56, 'url': 'https://external-preview.redd.it/Diu86grBho57XC89vFaA1PY-1bkPeOUeJZqmRUuWMlM.jpeg?width=108&crop=smart&auto=webp&s=7ec384e554047088a4b99afdebd307307984dadd', 'width': 108}, {'height': 113, 'url': '... |
GLM 4.7 IS NOW THE #1 OPEN SOURCE MODEL IN ARTIFICIAL ANALYSIS | 443 | 2025-12-27T18:42:04 | ZeeleSama | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1px55wg | false | null | t3_1px55wg | /r/LocalLLaMA/comments/1px55wg/glm_47_is_now_the_1_open_source_model_in/ | false | false | default | 443 | {'enabled': True, 'images': [{'id': '9wzn809jks9g1', 'resolutions': [{'height': 27, 'url': 'https://preview.redd.it/9wzn809jks9g1.png?width=108&crop=smart&auto=webp&s=c053d20894f974cf29f3c7239e68931956ccd563', 'width': 108}, {'height': 55, 'url': 'https://preview.redd.it/9wzn809jks9g1.png?width=216&crop=smart&auto=webp... | ||
A minimal unit test proving Ghost’s core state is deterministic (no LLM involved) | 0 | I’ve seen repeated claims that Ghost is “just LLM output” or prompt-level behavior, so I added a minimal unit test to make the architecture claim precise and falsifiable.
What this test is testing
This test runs the deterministic Ghost state kernel with the LLM disabled and verifies:
–Deterministic state initializat... | 2025-12-27T18:25:42 | GhoCentric | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1px4r8y | false | null | t3_1px4r8y | /r/LocalLLaMA/comments/1px4r8y/a_minimal_unit_test_proving_ghosts_core_state_is/ | false | false | default | 0 | {'enabled': True, 'images': [{'id': '0zsnkqpqhs9g1', 'resolutions': [{'height': 216, 'url': 'https://preview.redd.it/0zsnkqpqhs9g1.jpeg?width=108&crop=smart&auto=webp&s=10b94c097fca665f3240412e8a21aa194ccb1e88', 'width': 108}, {'height': 432, 'url': 'https://preview.redd.it/0zsnkqpqhs9g1.jpeg?width=216&crop=smart&auto=... | |
Can I run GPT-5 on it? | 55 | 2025-12-27T18:16:50 | Own-Potential-2308 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1px4jj0 | false | null | t3_1px4jj0 | /r/LocalLLaMA/comments/1px4jj0/can_i_run_gpt5_on_it/ | false | false | default | 55 | {'enabled': True, 'images': [{'id': 'ej8guhl5gs9g1', 'resolutions': [{'height': 62, 'url': 'https://preview.redd.it/ej8guhl5gs9g1.jpeg?width=108&crop=smart&auto=webp&s=dc888a5d65383f83afccb8006cb14500df4a7ff1', 'width': 108}, {'height': 124, 'url': 'https://preview.redd.it/ej8guhl5gs9g1.jpeg?width=216&crop=smart&auto=w... | ||
More than 20% of videos shown to new YouTube users are ‘AI slop’, study finds | 26 | 2025-12-27T17:51:45 | https://www.theguardian.com/technology/2025/dec/27/more-than-20-of-videos-shown-to-new-youtube-users-are-ai-slop-study-finds | EnigmaticEmir | theguardian.com | 1970-01-01T00:00:00 | 0 | {} | 1px3x5s | false | null | t3_1px3x5s | /r/LocalLLaMA/comments/1px3x5s/more_than_20_of_videos_shown_to_new_youtube_users/ | false | false | default | 26 | null | |
The Nvidia/Groq $20B deal isn't about "Monopoly." It's about the physics of Agentic AI. | 0 | Everyone is focused on the antitrust angle or the $20B price tag, but I think we’re missing the actual engineering signal here.
I’ve been benchmarking H100s vs Groq for a while, and this acquisition validates a massive bifurcation in the inference stack that most people are ignoring:
1. "Talking" vs. "Thinking"
Groq... | 2025-12-27T16:52:43 | https://www.reddit.com/r/LocalLLaMA/comments/1px2gmp/the_nvidiagroq_20b_deal_isnt_about_monopoly_its/ | pmv143 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1px2gmp | false | null | t3_1px2gmp | /r/LocalLLaMA/comments/1px2gmp/the_nvidiagroq_20b_deal_isnt_about_monopoly_its/ | false | false | self | 0 | null |
Seeking "Abliterated" Gemma 3 or Llama 3.3 that retains logic and multilingual (Slovak/Czech) capabilities | 6 | I’m looking for a specific type of model recommendation. I’ve been testing **Gemma 3 12B/27B** and I’m impressed by its reasoning and excellent support for Central European languages (especially Slovak and Czech). However, the base/instruct versions are far too restrictive and prone to preachy refusals.
I’m looking fo... | 2025-12-27T16:37:26 | https://www.reddit.com/r/LocalLLaMA/comments/1px234n/seeking_abliterated_gemma_3_or_llama_33_that/ | FollowingFresh6411 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1px234n | false | null | t3_1px234n | /r/LocalLLaMA/comments/1px234n/seeking_abliterated_gemma_3_or_llama_33_that/ | false | false | self | 6 | null |
AI MAX 395 using NPU on linux | 16 | I am trying to find a my way into the topic of local llms. I got this mini pc with the ai max 395 chip.
After hours i now are able to run some LLMs on the GPU (with rocm) instead of only CPU work on a ubuntu linux installed on the system.
But how do i even use the NPU? Any directions for me? | 2025-12-27T16:32:56 | https://www.reddit.com/r/LocalLLaMA/comments/1px1z6i/ai_max_395_using_npu_on_linux/ | UnbeliebteMeinung | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1px1z6i | false | null | t3_1px1z6i | /r/LocalLLaMA/comments/1px1z6i/ai_max_395_using_npu_on_linux/ | false | false | self | 16 | null |
🚀 XTTS Local API Wrapper ❗❗❗ | 0 | For who need a API in python easy to implement and make unlimited audios with cloned voices, I developed a API for the application located here: [https://github.com/daswer123/xtts-webui](https://github.com/daswer123/xtts-webui) (Please note you have to install it before use my API).
Link for my API: [https://github.co... | 2025-12-27T16:24:36 | https://www.reddit.com/r/LocalLLaMA/comments/1px1rpg/xtts_local_api_wrapper/ | ConstantNo3257 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1px1rpg | false | null | t3_1px1rpg | /r/LocalLLaMA/comments/1px1rpg/xtts_local_api_wrapper/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': 'ZAhHqCYfaOPC7nJsIw6D9Jg1s1x1GWQqSZ2SLaoZQA8', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/ZAhHqCYfaOPC7nJsIw6D9Jg1s1x1GWQqSZ2SLaoZQA8.png?width=108&crop=smart&auto=webp&s=7acf9ef5535f2a48b90f11a82b1bec441eadb824', 'width': 108}, {'height': 108, 'url': 'h... |
I need a LLM or VLM that understand videos | 0 | best local models that understand video for 16gb vram and 32gb of ram
| 2025-12-27T16:21:32 | https://www.reddit.com/r/LocalLLaMA/comments/1px1p2a/i_need_a_llm_or_vlm_that_understand_videos/ | RaspberryNo6411 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1px1p2a | false | null | t3_1px1p2a | /r/LocalLLaMA/comments/1px1p2a/i_need_a_llm_or_vlm_that_understand_videos/ | false | false | self | 0 | null |
Model for data extraction form text | 1 | Hi,
I am fairly new and I was looking for a model to go thru text messages and extract data like
Input:
friendly remainder что сегодня стык около ■■■■■■■■ в 19:00
Output:
{
"date": "2026-06-01",
"time": "19:00",
"place": "■■■■■■■■",
"description": "Gathering at ■■■■■■■■."
}
The data is expected to... | 2025-12-27T16:11:11 | https://www.reddit.com/r/LocalLLaMA/comments/1px1g9v/model_for_data_extraction_form_text/ | Sea_Layer_6679 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1px1g9v | false | null | t3_1px1g9v | /r/LocalLLaMA/comments/1px1g9v/model_for_data_extraction_form_text/ | false | false | self | 1 | null |
Head of Engineering @MiniMax__AI on MiniMax M2 int4 QAT | 183 | 2025-12-27T16:06:19 | Difficult-Cap-7527 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1px1c41 | false | null | t3_1px1c41 | /r/LocalLLaMA/comments/1px1c41/head_of_engineering_minimax_ai_on_minimax_m2_int4/ | false | false | default | 183 | {'enabled': True, 'images': [{'id': '1e9anmnmsr9g1', 'resolutions': [{'height': 157, 'url': 'https://preview.redd.it/1e9anmnmsr9g1.jpeg?width=108&crop=smart&auto=webp&s=7b4f1a4f3425404007cd11ae0d0a5b7ed90bb9b9', 'width': 108}, {'height': 315, 'url': 'https://preview.redd.it/1e9anmnmsr9g1.jpeg?width=216&crop=smart&auto=... | ||
Module with less ≈ No Restrictions | 0 | Hey there, I'm new here and new to all local, Ai stuff and I'm looking for modules with less ≈ no restrictions
I looked about it but didn't find any clear answers
And what is your opinion about LM Studio
Thank you | 2025-12-27T15:22:33 | https://www.reddit.com/r/LocalLLaMA/comments/1px0alc/module_with_less_no_restrictions/ | x-sx | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1px0alc | false | null | t3_1px0alc | /r/LocalLLaMA/comments/1px0alc/module_with_less_no_restrictions/ | false | false | self | 0 | null |
Is direct tool use a trap? Would it be better for LLMs to write tool-calling code instead? | 0 | Steve Yegge argues in the latest Latent Space episode that "Function Calling" APIs are a trap because models are better at writing code than they are at outputting structured JSON for tools.
I'm curious if anyone here has tried asking the LLM to write tool-calling code instead of using direct function calling? What's... | 2025-12-27T15:19:43 | g_pal | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1px089u | false | null | t3_1px089u | /r/LocalLLaMA/comments/1px089u/is_direct_tool_use_a_trap_would_it_be_better_for/ | false | false | default | 0 | {'enabled': True, 'images': [{'id': 'qv2p1lv1ir9g1', 'resolutions': [{'height': 70, 'url': 'https://preview.redd.it/qv2p1lv1ir9g1.png?width=108&crop=smart&auto=webp&s=117d74ba9d9d81096c7a9f2304783131565b9dd4', 'width': 108}, {'height': 140, 'url': 'https://preview.redd.it/qv2p1lv1ir9g1.png?width=216&crop=smart&auto=web... | |
Worth the 5090? | 10 | I am debating on getting a 5090.
I currently have a 3090 that is actively being used for projects. It is an old 64gb ddr4 system with an i5 cpu and a 750 w psu. So nothing fancy and got it cheap. I have half a set up for a dual 3090 build. The plan was to create a dual or triple 3090 build. I have been collecting par... | 2025-12-27T15:15:43 | https://www.reddit.com/r/LocalLLaMA/comments/1px052k/worth_the_5090/ | fgoricha | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1px052k | false | null | t3_1px052k | /r/LocalLLaMA/comments/1px052k/worth_the_5090/ | false | false | self | 10 | null |
[Experimental] 262k Context on ~12GB VRAM? My attempt at RTX 5090 optimization (HSPMN v2.1) | 1 | Hey r/LocalLLaMA,
Just wanted to share a side project I've been hacking on called HSPMN v2.1.
I've been trying to decouple memory from compute to prep for the Blackwell/RTX 5090 architecture. Surprisingly, I managed to get it running with 262k context on just ~12GB VRAM and 1.41M tok/s throughput.
Under the hood, it... | 2025-12-27T15:15:38 | https://www.reddit.com/r/LocalLLaMA/comments/1px04zp/experimental_262k_context_on_12gb_vram_my_attempt/ | MarionberryAntique58 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1px04zp | false | null | t3_1px04zp | /r/LocalLLaMA/comments/1px04zp/experimental_262k_context_on_12gb_vram_my_attempt/ | false | false | self | 1 | {'enabled': False, 'images': [{'id': 'G0ojdI6JYAPk7C3xzFQWA1yv2PdokO-QkMxpjcEGb1E', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/G0ojdI6JYAPk7C3xzFQWA1yv2PdokO-QkMxpjcEGb1E.png?width=108&crop=smart&auto=webp&s=471686c3d5f30137bf83d96e0bca08f010709973', 'width': 108}, {'height': 108, 'url': 'h... |
Built a 'bicycle for the mind' - Claude as a personal accountability coach | 0 | I built a Claude-based life assistant that acts as a personal coach living in your filesystem. It:
\- Reads your journal entries and remembers patterns
\- Calls out gaps between what you say and what you do
\- Challenges you when you're lying to yourself
\- Grows with you over time
Thought this community might... | 2025-12-27T15:09:53 | https://www.reddit.com/r/LocalLLaMA/comments/1px00ei/built_a_bicycle_for_the_mind_claude_as_a_personal/ | GGO_Sand_wich | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1px00ei | false | null | t3_1px00ei | /r/LocalLLaMA/comments/1px00ei/built_a_bicycle_for_the_mind_claude_as_a_personal/ | false | false | self | 0 | null |
Execution record/replay for local LLM agent runs (open-source, no UI) | 3 | I maintain a small open-source runtime called IntentusNet (MIT). It’s not a chat UI or agent product — it’s a reliability layer for execution: routing, fallback, and trace semantics.
Problem I hit with local LLM workflows:
When you swap models / quant / prompts (or even just change sampling/settings), debugging get... | 2025-12-27T15:01:30 | https://www.reddit.com/r/LocalLLaMA/comments/1pwztq1/execution_recordreplay_for_local_llm_agent_runs/ | balachandarmanikanda | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pwztq1 | false | null | t3_1pwztq1 | /r/LocalLLaMA/comments/1pwztq1/execution_recordreplay_for_local_llm_agent_runs/ | false | false | self | 3 | {'enabled': False, 'images': [{'id': 'bgu-A1fr5qSfRRcwHw40kvGg740ZYMSWWtXHbS3ywt8', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/bgu-A1fr5qSfRRcwHw40kvGg740ZYMSWWtXHbS3ywt8.png?width=108&crop=smart&auto=webp&s=89104e808ef48a83571dd4de332e495c8acb6903', 'width': 108}, {'height': 108, 'url': 'h... |
MiniMaxAI/MiniMax-M2.1 seems to be the strongest model per param | 142 | Going by the Artifical Analysis benchaes, MiniMaxAI/MiniMax-M2.1 can compete with Kimi K2 Thinking, Deepseek 3.2 and GLM 4.7 in performance.
But what feels especially notable is that MiniMaxAI/MiniMax-M2.1 is only 229B param which is around half of GLM 4.7, around a third of Deepseek 3.2 and around a fifth of Kimi K2 ... | 2025-12-27T14:19:07 | https://www.reddit.com/r/LocalLLaMA/comments/1pwyw36/minimaxaiminimaxm21_seems_to_be_the_strongest/ | SlowFail2433 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pwyw36 | false | null | t3_1pwyw36 | /r/LocalLLaMA/comments/1pwyw36/minimaxaiminimaxm21_seems_to_be_the_strongest/ | false | false | self | 142 | null |
Is this refurbished Mac Studio m3 ultra worth it at that price? | 4 | 2025-12-27T14:12:33 | solo_entrepreneur | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pwyqzp | false | null | t3_1pwyqzp | /r/LocalLLaMA/comments/1pwyqzp/is_this_refurbished_mac_studio_m3_ultra_worth_it/ | false | false | default | 4 | {'enabled': True, 'images': [{'id': 's9ewmvqk8r9g1', 'resolutions': [{'height': 147, 'url': 'https://preview.redd.it/s9ewmvqk8r9g1.jpeg?width=108&crop=smart&auto=webp&s=79ec7d89b77f973e717c7e719e2b9985ab68131c', 'width': 108}, {'height': 295, 'url': 'https://preview.redd.it/s9ewmvqk8r9g1.jpeg?width=216&crop=smart&auto=... | ||
Okara ai promo code needed | 0 | Does anyone have a promo code on okara ai? Tried using one I found on a youtube channel but it doesnt work. Thanks! | 2025-12-27T14:11:50 | http://www.okara.ai | spook381 | okara.ai | 1970-01-01T00:00:00 | 0 | {} | 1pwyqgn | false | null | t3_1pwyqgn | /r/LocalLLaMA/comments/1pwyqgn/okara_ai_promo_code_needed/ | false | false | default | 0 | null |
Crystalline Light-DNA Storage System | 0 | Laugh at me, but I have no idea where else to post this. So I'm posting it here and seeing what happens. I don't speak a word of English, so I've translated it with AI. this is the last one
\*\*CL-DNA Whitepaper\*\*
\*\*Crystalline Light-DNA Storage System\*\*
\*\*Version 1.1\*\*
\*\*Date: July 12, 2025... | 2025-12-27T13:54:55 | https://www.reddit.com/r/LocalLLaMA/comments/1pwydcv/crystalline_lightdna_storage_system/ | Deep_Ad_2280 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pwydcv | false | null | t3_1pwydcv | /r/LocalLLaMA/comments/1pwydcv/crystalline_lightdna_storage_system/ | false | false | self | 0 | null |
XiaomiMiMo.MiMo-V2-Flash: is there a reason why i see so few ggufs? | 29 | [xiaomimimo](https://preview.redd.it/n58umc1l4r9g1.png?width=1334&format=png&auto=webp&s=538ec36b5f10702f983a6d812e260e470663342e)
I've been testing the model for two days. It's incredibly fast at generating tokens compared to other models (certainly faster than both GLM and Minimax).
But I see few people talking abo... | 2025-12-27T13:52:37 | https://www.reddit.com/r/LocalLLaMA/comments/1pwybpe/xiaomimimomimov2flash_is_there_a_reason_why_i_see/ | LegacyRemaster | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pwybpe | false | null | t3_1pwybpe | /r/LocalLLaMA/comments/1pwybpe/xiaomimimomimov2flash_is_there_a_reason_why_i_see/ | false | false | 29 | null | |
llama.cpp, experimental native mxfp4 support for blackwell (25% preprocessing speedup!) | 87 | [https://github.com/ggml-org/llama.cpp/pull/17906](https://github.com/ggml-org/llama.cpp/pull/17906)
love that kind of evolution:
\> at the moment this PR is ~~10%~~ *~~slower~~* ~~than master~~ 25% faster than master on PP.
\> To compile `-DCMAKE_CUDA_ARCHITECTURES="120f"` is required.
probably/currently most u... | 2025-12-27T13:52:16 | https://www.reddit.com/r/LocalLLaMA/comments/1pwybg6/llamacpp_experimental_native_mxfp4_support_for/ | bfroemel | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pwybg6 | false | null | t3_1pwybg6 | /r/LocalLLaMA/comments/1pwybg6/llamacpp_experimental_native_mxfp4_support_for/ | false | false | self | 87 | {'enabled': False, 'images': [{'id': '2iU81GyY9_FlSV5vORDw5n9gMeXFbeCY3eQC70oGIUc', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/2iU81GyY9_FlSV5vORDw5n9gMeXFbeCY3eQC70oGIUc.png?width=108&crop=smart&auto=webp&s=fd42718aa40e84ac15ac4b0e6ce295cf60df80d9', 'width': 108}, {'height': 108, 'url': 'h... |
Small ai model for a school project. | 9 | Hey guys I need help with my school project. It's for my finals in high school. I set out to create small ai model that will predict wheter the price will go up or down based on the news that come out about the company.
The stock it will be trying to predict is $APPL. I downloaded already some datasets that have a lo... | 2025-12-27T12:50:33 | https://www.reddit.com/r/LocalLLaMA/comments/1pwx3n5/small_ai_model_for_a_school_project/ | Substantial_Cod_6019 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pwx3n5 | false | null | t3_1pwx3n5 | /r/LocalLLaMA/comments/1pwx3n5/small_ai_model_for_a_school_project/ | false | false | self | 9 | null |
MESA: A Modular Architecture for Emotional Resiliency in Uncensored LLMs via EDDR | 0 |
Lough at me, but i have no idea what to do with it. So I'm posting it here and seeing what happens.
White Paper: MESA – Modular Emotion Safety Architecture
**Version:** 1.0
**Author:** \[Jack /.\]
**Date:** December 27, 2025
**License:** CC BY-NC-SA
# Abstract
MESA (Modular Emotion Safety Architecture) is a... | 2025-12-27T12:42:45 | https://www.reddit.com/r/LocalLLaMA/comments/1pwwyki/mesa_a_modular_architecture_for_emotional/ | Deep_Ad_2280 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pwwyki | false | null | t3_1pwwyki | /r/LocalLLaMA/comments/1pwwyki/mesa_a_modular_architecture_for_emotional/ | false | false | self | 0 | null |
2x Mac mini m4 pro 64 gb each with RDMA for local llms? | 3 | I’m planning a local LLM setup using **two Mac mini M4 Pro units** (each with **64 GB RAM**) and **RDMA** between them. I’m trying to figure out what kind of performance I should realistically expect.
Anyone tested something like **GPT-OSS 120B** (or similarly sized models) on this hardware? What were your real measur... | 2025-12-27T12:35:11 | https://www.reddit.com/r/LocalLLaMA/comments/1pwwtk1/2x_mac_mini_m4_pro_64_gb_each_with_rdma_for_local/ | Forward_Act4138 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pwwtk1 | false | null | t3_1pwwtk1 | /r/LocalLLaMA/comments/1pwwtk1/2x_mac_mini_m4_pro_64_gb_each_with_rdma_for_local/ | false | false | self | 3 | null |
The Infinite Software Crisis: We're generating complex, unmaintainable code faster than we can understand it. Is 'vibe-coding' the ultimate trap? | 156 | Hey everyone,
I just watched [The Infinite Software Crisis – Jake Nations](https://www.youtube.com/watch?v=eIoohUmYpGI) on YouTube and it got me thinking... the limitations of software development has never been typing speed, but rather our ability to comprehend and design the system correctly in the first place.
*... | 2025-12-27T12:33:15 | https://www.reddit.com/r/LocalLLaMA/comments/1pwwsag/the_infinite_software_crisis_were_generating/ | madSaiyanUltra_9789 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pwwsag | false | null | t3_1pwwsag | /r/LocalLLaMA/comments/1pwwsag/the_infinite_software_crisis_were_generating/ | false | false | 156 | null | |
A Farmer Doesn’t Know Coding, But Tries to Build an Executing Engine with LLMs and a Code Interpreter | 19 |
Translated from Korean. I wrote the original in Korean and translated it myself.
Final meaning and responsibility are mine.
I’m a garlic farmer in Korea.
When I’m not working in the field, I use AI chat interfaces as my personal lab.
I experiment with AIs that have sandboxed code interpreters, and I slowly build ... | 2025-12-27T12:09:37 | https://www.reddit.com/r/LocalLLaMA/comments/1pwwd99/a_farmer_doesnt_know_coding_but_tries_to_build_an/ | amadale | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pwwd99 | false | null | t3_1pwwd99 | /r/LocalLLaMA/comments/1pwwd99/a_farmer_doesnt_know_coding_but_tries_to_build_an/ | false | false | self | 19 | null |
Is alibaba seller legit ? | 0 | I wanted to have a quote from an alibaba seller for 2x and mi50s 32gb each. I found one that was suspiciously cheap , 120 bucks so around 100€ for one card. I know he is suspicious and I don’t really plan on buying but do you think buying with PayPal buyer protection would be worth a try ?
| 2025-12-27T11:29:05 | https://www.reddit.com/gallery/1pwvp3p | MastodonParty9065 | reddit.com | 1970-01-01T00:00:00 | 0 | {} | 1pwvp3p | false | null | t3_1pwvp3p | /r/LocalLLaMA/comments/1pwvp3p/is_alibaba_seller_legit/ | false | false | 0 | null | |
Advice needed: Workstation for Local LLM Agents (Ryzen AI Max+ 395) - Bosgame vs Corsair vs Cloud. | 0 | Hello everyone,
I am looking for advice on purchasing an AI workspace for local LLM modeling. My primary focus is working with MCP servers to build agentic workflows, specifically forcing LLM agents to execute actions (so I would need to use mainly 70B models). While I currently work as a Cloud DevOps engineer, I wan... | 2025-12-27T10:29:50 | https://www.reddit.com/r/LocalLLaMA/comments/1pwur15/advice_needed_workstation_for_local_llm_agents/ | Flat_Profession_6103 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pwur15 | false | null | t3_1pwur15 | /r/LocalLLaMA/comments/1pwur15/advice_needed_workstation_for_local_llm_agents/ | false | false | self | 0 | null |
I made a GUI to access open source models... and it's open source. | 5 | what is does more than just llama.cpp:
* **Agentic Tool-Use Loop**
* **Multi-step Deep Search**
* **Zero-Config Local RAG (chat with documents)**
* **Integrated Hugging Face Browser** (No manual downloads)
* **On-the-fly System Prompt Editing**
* **100% Local Privacy(even the search)**
* **Global and chat memory**
I... | 2025-12-27T10:12:57 | https://www.reddit.com/gallery/1pwuhi2 | ILoveMy2Balls | reddit.com | 1970-01-01T00:00:00 | 0 | {} | 1pwuhi2 | false | null | t3_1pwuhi2 | /r/LocalLLaMA/comments/1pwuhi2/i_made_a_gui_to_access_open_source_models_and_its/ | false | false | 5 | null | |
ScarletCatTop | 1 | 2025-12-27T09:37:35 | https://youtu.be/sPI02Z9Uw20?si=CKts-XxjbWlYYIUX | Some_Advertising_214 | youtu.be | 1970-01-01T00:00:00 | 0 | {} | 1pwtxnt | false | {'oembed': {'author_name': 'ScarletCatTop', 'author_url': 'https://www.youtube.com/@ScarletWhite-x4c', 'height': 200, 'html': '<iframe width="356" height="200" src="https://www.youtube.com/embed/sPI02Z9Uw20?feature=oembed&enablejsapi=1" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; g... | t3_1pwtxnt | /r/LocalLLaMA/comments/1pwtxnt/scarletcattop/ | false | false | default | 1 | null | |
Is 100% on-device local inference actually ready for Enterprise Sales? Looking for a Technical Co-Founder to find out. | 1 | [removed] | 2025-12-27T09:17:06 | https://www.reddit.com/r/LocalLLaMA/comments/1pwtlzu/is_100_ondevice_local_inference_actually_ready/ | Global_Birthday_1948 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pwtlzu | false | null | t3_1pwtlzu | /r/LocalLLaMA/comments/1pwtlzu/is_100_ondevice_local_inference_actually_ready/ | false | false | self | 1 | null |
Asus isn't going into memory manufacturing — Taiwanese tech giant issues statement smashing rumor | 170 | 2025-12-27T08:49:41 | https://www.tomshardware.com/pc-components/dram/no-asus-isnt-going-into-memory-manufacturing-taiwanese-tech-giant-issues-statement-smashing-rumor | Difficult-Cap-7527 | tomshardware.com | 1970-01-01T00:00:00 | 0 | {} | 1pwt6ir | false | null | t3_1pwt6ir | /r/LocalLLaMA/comments/1pwt6ir/asus_isnt_going_into_memory_manufacturing/ | false | false | default | 170 | {'enabled': False, 'images': [{'id': 'iOAde8UE4DyQsY7bL3QZWs7PMlmK1Bl2f85BU0xU79M', 'resolutions': [{'height': 60, 'url': 'https://external-preview.redd.it/iOAde8UE4DyQsY7bL3QZWs7PMlmK1Bl2f85BU0xU79M.jpeg?width=108&crop=smart&auto=webp&s=12c91f58f69ca576b3bc6373698d4c36bc287b3b', 'width': 108}, {'height': 121, 'url': '... | |
what local LLMs (small!) do you recommend to train on epubs? | 9 | Have so many epubs I can organize by author or genre to gain deep insights (with other sources) into an author's work for example. What language model should I start with to train on these epubs (preprocessing into TXT or MD or chapters already done)? | 2025-12-27T08:09:17 | https://www.reddit.com/r/LocalLLaMA/comments/1pwsk11/what_local_llms_small_do_you_recommend_to_train/ | sovereigndeveloper01 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pwsk11 | false | null | t3_1pwsk11 | /r/LocalLLaMA/comments/1pwsk11/what_local_llms_small_do_you_recommend_to_train/ | false | false | self | 9 | null |
How is the Speculative Decoding Algorithm Constructed? | 16 | 2025-12-27T07:54:04 | https://ki-seki.github.io/posts/251226-spec-decoding/ | song-sc | ki-seki.github.io | 1970-01-01T00:00:00 | 0 | {} | 1pwsb7i | false | null | t3_1pwsb7i | /r/LocalLLaMA/comments/1pwsb7i/how_is_the_speculative_decoding_algorithm/ | false | false | default | 16 | null | |
LLM Running Locally in the Browser for Infinite Dropdowns | 21 | I made a site playing around with what an LLM running locally in the browser can do, feel free to check it out!
The static site is: [https://rohanadwankar.github.io/unravel/](https://rohanadwankar.github.io/unravel/)
The Github repo is: [https://github.com/RohanAdwankar/unravel](https://github.com/RohanAdwankar/unrav... | 2025-12-27T07:52:07 | https://v.redd.it/0m5y5al7bp9g1 | ilikehikingalot | v.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pwsa27 | false | {'reddit_video': {'bitrate_kbps': 5000, 'dash_url': 'https://v.redd.it/0m5y5al7bp9g1/DASHPlaylist.mpd?a=1769413938%2CM2U4ZTM4ZDljYjcxOGZjYWNkMDRlZWI4Y2ZmYTcwMTA0NGY1ZDY5NTgzMmFlYjE3MDJkZTE2N2U5YTcxM2ZjNg%3D%3D&v=1&f=sd', 'duration': 30, 'fallback_url': 'https://v.redd.it/0m5y5al7bp9g1/CMAF_1080.mp4?source=fallback', 'h... | t3_1pwsa27 | /r/LocalLLaMA/comments/1pwsa27/llm_running_locally_in_the_browser_for_infinite/ | false | false | 21 | {'enabled': False, 'images': [{'id': 'Mzl0Yjc0bTdicDlnMajkkX4LG6wI_pxxo4qv3bbzlDaKVDsKMRLcrxEFlbW0', 'resolutions': [{'height': 70, 'url': 'https://external-preview.redd.it/Mzl0Yjc0bTdicDlnMajkkX4LG6wI_pxxo4qv3bbzlDaKVDsKMRLcrxEFlbW0.png?width=108&crop=smart&format=pjpg&auto=webp&s=3e595015f8a0438c19a24dfce421ebbf13f6e... | |
Mac Clustering Benchmarks? | 1 | [removed] | 2025-12-27T07:50:57 | https://www.reddit.com/r/LocalLLaMA/comments/1pws9ej/mac_clustering_benchmarks/ | Latter-Collar7509 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pws9ej | false | null | t3_1pws9ej | /r/LocalLLaMA/comments/1pws9ej/mac_clustering_benchmarks/ | false | false | self | 1 | null |
LLM Running Locally in the Browser | 1 | [deleted] | 2025-12-27T07:43:06 | [deleted] | 1970-01-01T00:00:00 | 0 | {} | 1pws4rf | false | {'reddit_video': {'bitrate_kbps': 5000, 'dash_url': 'https://v.redd.it/v0w4f9mlap9g1/DASHPlaylist.mpd?a=1769413401%2CM2Y3YzcxMTgzNmJiNjNjYWI4MWZmMGI4M2M2MmQ2NWMxZjc2NDIxMWFmM2FlMTM4MDBmNGU3ZTZhNzc4MDk2Mw%3D%3D&v=1&f=sd', 'duration': 30, 'fallback_url': 'https://v.redd.it/v0w4f9mlap9g1/CMAF_1080.mp4?source=fallback', 'h... | t3_1pws4rf | /r/LocalLLaMA/comments/1pws4rf/llm_running_locally_in_the_browser/ | false | false | default | 1 | null | ||
MiniMax M2.1 is now OPEN SOURCE? | 1 | [removed] | 2025-12-27T07:36:59 | BlackRice_hmz | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pws173 | false | null | t3_1pws173 | /r/LocalLLaMA/comments/1pws173/minimax_m21_is_now_open_source/ | false | false | default | 1 | {'enabled': True, 'images': [{'id': 'jslawwxz9p9g1', 'resolutions': [{'height': 45, 'url': 'https://preview.redd.it/jslawwxz9p9g1.jpeg?width=108&crop=smart&auto=webp&s=ccc36be8369c117cb4301c8bb157255cf9231eab', 'width': 108}, {'height': 90, 'url': 'https://preview.redd.it/jslawwxz9p9g1.jpeg?width=216&crop=smart&auto=we... | |
Need Help to find best Model | 1 | [removed] | 2025-12-27T07:36:46 | https://www.reddit.com/r/LocalLLaMA/comments/1pws13j/need_help_to_find_best_model/ | d13056 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pws13j | false | null | t3_1pws13j | /r/LocalLLaMA/comments/1pws13j/need_help_to_find_best_model/ | false | false | self | 1 | null |
LangChain + Ollama: Create a Private RAG System on Your Local Machine | 1 | [removed] | 2025-12-27T06:43:43 | https://www.reddit.com/r/LocalLLaMA/comments/1pwr5io/langchain_ollama_create_a_private_rag_system_on/ | Amplifyabhi1 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pwr5io | false | null | t3_1pwr5io | /r/LocalLLaMA/comments/1pwr5io/langchain_ollama_create_a_private_rag_system_on/ | false | false | self | 1 | null |
Building a Private RAG Pipeline with LangChain & Ollama (Complete Beginner Local Walkthrough) | 1 | [removed] | 2025-12-27T06:40:31 | https://youtu.be/R_cIN3QMvW0 | Amplifyabhi1 | youtu.be | 1970-01-01T00:00:00 | 0 | {} | 1pwr3k7 | false | {'oembed': {'author_name': 'amplifyabhi', 'author_url': 'https://www.youtube.com/@amplifyabhi', 'height': 200, 'html': '<iframe width="267" height="200" src="https://www.youtube.com/embed/R_cIN3QMvW0?feature=oembed&enablejsapi=1" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscop... | t3_1pwr3k7 | /r/LocalLLaMA/comments/1pwr3k7/building_a_private_rag_pipeline_with_langchain/ | false | false | default | 1 | null |
I built an AI that forms opinions based on community comments testing an experiment | 1 | [removed] | 2025-12-27T06:31:45 | https://www.reddit.com/r/LocalLLaMA/comments/1pwqy4e/i_built_an_ai_that_forms_opinions_based_on/ | Royal_Character6751 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pwqy4e | false | null | t3_1pwqy4e | /r/LocalLLaMA/comments/1pwqy4e/i_built_an_ai_that_forms_opinions_based_on/ | false | false | self | 1 | null |
I built an emotionally aware autonomous multi-agent system with autobiographical memory running locally on gpt-oss:20b | 0 | Everything runs 100% locally, no cloud. MIT license.
GitHub:……/0penAGI/oss
Quick demo: Telegram bot
@gpzerobot or web…..
I'm self-taught, no fancy lab or funding — just a lot of late nights. Would love any feedback, bug reports, or ideas on how to improve the memory/swarm parts. Has anyone tried something similar ... | 2025-12-27T05:44:44 | https://www.reddit.com/gallery/1pwq4sg | VastSolid5772 | reddit.com | 1970-01-01T00:00:00 | 0 | {} | 1pwq4sg | false | null | t3_1pwq4sg | /r/LocalLLaMA/comments/1pwq4sg/i_built_an_emotionally_aware_autonomous/ | false | false | 0 | null | |
Please help me learn something about AIs I'm to close to to run | 0 | Hello, I had a lengthy roundtable with my AI team about purity of learning. They gave me code to run that I'm afraid to run because I'm afraid of the answer. PEASE run this and tell me the answer (if you have GPU accelerated hardware). The code is at the pastebin.
I asked the 5 frontier AI models what they think wo... | 2025-12-27T05:33:05 | https://www.reddit.com/r/LocalLLaMA/comments/1pwpx3m/please_help_me_learn_something_about_ais_im_to/ | Natural-Sentence-601 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pwpx3m | false | null | t3_1pwpx3m | /r/LocalLLaMA/comments/1pwpx3m/please_help_me_learn_something_about_ais_im_to/ | false | false | self | 0 | null |
I built an emotionally aware multi-agent system with autobiographical memory running locally on gpt-oss:20b | 1 | [removed] | 2025-12-27T05:32:28 | https://www.reddit.com/gallery/1pwpwnx | PsychologyLevel1128 | reddit.com | 1970-01-01T00:00:00 | 0 | {} | 1pwpwnx | false | null | t3_1pwpwnx | /r/LocalLLaMA/comments/1pwpwnx/i_built_an_emotionally_aware_multiagent_system/ | false | false | 1 | null | |
Passive, local-first memory layer for LLM conversations (uses CLI, FAISS + background memory management agent) | 0 | 2025-12-27T05:30:18 | https://v.redd.it/diy7siormo9g1 | toadlyBroodle | v.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pwpv4r | false | {'reddit_video': {'bitrate_kbps': 2400, 'dash_url': 'https://v.redd.it/diy7siormo9g1/DASHPlaylist.mpd?a=1769405434%2CZDllMjViYTU2NTFkZTQ2Mjc2NWQ4MjZlNjhjNWQ3NmRlOThhMDlmYzdjNGE5MTEwMGVlMDUzZmJjZTU1NTkzOQ%3D%3D&v=1&f=sd', 'duration': 173, 'fallback_url': 'https://v.redd.it/diy7siormo9g1/CMAF_720.mp4?source=fallback', 'h... | t3_1pwpv4r | /r/LocalLLaMA/comments/1pwpv4r/passive_localfirst_memory_layer_for_llm/ | false | false | 0 | {'enabled': False, 'images': [{'id': 'dXloOXp4bXJtbzlnMVGzzlmDKid-quDzZjCVPJ2Z6NQq0O9-AxU9JDzjQlRV', 'resolutions': [{'height': 57, 'url': 'https://external-preview.redd.it/dXloOXp4bXJtbzlnMVGzzlmDKid-quDzZjCVPJ2Z6NQq0O9-AxU9JDzjQlRV.png?width=108&crop=smart&format=pjpg&auto=webp&s=d197a3086227190e236a3df3f8c37ea60530f... | ||
LLM Awards 2025 | 0 | I use LLMs daily for coding, research and writing.
These are very subjective takes based on instruction following, latency, cost, and general usability.
https://apurva-mishra.com/posts/4/ | 2025-12-27T05:16:45 | mav3ri3k | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pwpm6v | false | null | t3_1pwpm6v | /r/LocalLLaMA/comments/1pwpm6v/llm_awards_2025/ | false | false | default | 0 | {'enabled': True, 'images': [{'id': 'bdgek9rxko9g1', 'resolutions': [{'height': 108, 'url': 'https://preview.redd.it/bdgek9rxko9g1.jpeg?width=108&crop=smart&auto=webp&s=c88664076c7d7d49b3ed3fa3faf2c7e9fa8a2835', 'width': 108}, {'height': 216, 'url': 'https://preview.redd.it/bdgek9rxko9g1.jpeg?width=216&crop=smart&auto=... | |
Strix Halo llama-bench Results (GLM-4.5-Air) | 14 | Looking for anyone who has some benchmarks they would like to share. I am trying to optimize my EVO-X2 (Strix Halo) 128GB box using GLM-4.5-Air for use with Cline. Trying to find out if I am in the ballpark optimization wise.
Model Quantization: Q4\_K\_XL (Unsloth)
KV Cache Quantization: Q8\_0
ROCM 7.10
| model ... | 2025-12-27T05:16:08 | https://www.reddit.com/r/LocalLLaMA/comments/1pwplsz/strix_halo_llamabench_results_glm45air/ | b0tbuilder | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pwplsz | false | null | t3_1pwplsz | /r/LocalLLaMA/comments/1pwplsz/strix_halo_llamabench_results_glm45air/ | false | false | self | 14 | null |
ScarletCatTop | 1 | 2025-12-27T05:13:42 | https://youtu.be/sPI02Z9Uw20?si=zpJ10tNuW9K9SAAL | Some_Advertising_214 | youtu.be | 1970-01-01T00:00:00 | 0 | {} | 1pwpk3l | false | {'oembed': {'author_name': 'ScarletCatTop', 'author_url': 'https://www.youtube.com/@ScarletWhite-x4c', 'height': 200, 'html': '<iframe width="356" height="200" src="https://www.youtube.com/embed/sPI02Z9Uw20?feature=oembed&enablejsapi=1" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; g... | t3_1pwpk3l | /r/LocalLLaMA/comments/1pwpk3l/scarletcattop/ | false | false | default | 1 | null | |
LLM Awards 2025: Based on Workflow, Value and Taste | 1 | 2025-12-27T05:13:35 | https://apurva-mishra.com/posts/4/ | mav3ri3k | apurva-mishra.com | 1970-01-01T00:00:00 | 0 | {} | 1pwpk0s | false | null | t3_1pwpk0s | /r/LocalLLaMA/comments/1pwpk0s/llm_awards_2025_based_on_workflow_value_and_taste/ | false | false | default | 1 | null | |
LLM Awards 2025: Based on Workflow, Value and Taste | 1 | I use LLMs daily for coding, research and writing.
These are very subjective takes based on instruction following, latency, cost, and general usability. Not considering benchmarks. | 2025-12-27T05:11:49 | https://apurva-mishra.com/posts/4/ | mav3ri3k | apurva-mishra.com | 1970-01-01T00:00:00 | 0 | {} | 1pwpitd | false | null | t3_1pwpitd | /r/LocalLLaMA/comments/1pwpitd/llm_awards_2025_based_on_workflow_value_and_taste/ | false | false | default | 1 | null |
Day 19: 21 Days of Building a Small Language Model: Residual Connections | 7 | Welcome to Day 19 of 21 Days of Building a Small Language Model. The topic for today is residual connections, also known as shortcut connections or skip connections. Yesterday we explored quantization and how it makes large models deployable. Today, we'll discover how residual connections solve the vanishing gradient p... | 2025-12-27T05:02:05 | https://www.reddit.com/r/LocalLLaMA/comments/1pwpbyd/day_19_21_days_of_building_a_small_language_model/ | Prashant-Lakhera | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pwpbyd | false | null | t3_1pwpbyd | /r/LocalLLaMA/comments/1pwpbyd/day_19_21_days_of_building_a_small_language_model/ | false | false | 7 | null | |
Fastest local model you know of? | 0 | I am measuring Llama-3.1-8B-Q8 on one of my ROCm but with AMD iGPU (non dedicated) at just below 7tps.
It’s a dense model and RAM read seems to be a bottleneck.
I wonder if anyone knows better 8B dense (not MoE) models that may perform better on the systems like that?
Thanks in advance. | 2025-12-27T04:43:27 | https://www.reddit.com/r/LocalLLaMA/comments/1pwoyrv/fastest_local_model_you_know_of/ | leo-k7v | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pwoyrv | false | null | t3_1pwoyrv | /r/LocalLLaMA/comments/1pwoyrv/fastest_local_model_you_know_of/ | false | false | self | 0 | null |
Looking for a hands on AI/ML partner for a B2B SaaS project | 0 | We are building a B2B SaaS product and the core product is already designed and scoped. We are now looking for someone who is genuinely deep into AI and ML, not just academically but with real hands on experience in building and deploying systems.
This is not an idea stage discussion. The problem, use cases, and direc... | 2025-12-27T04:26:08 | https://www.reddit.com/r/LocalLLaMA/comments/1pwomol/looking_for_a_hands_on_aiml_partner_for_a_b2b/ | Ok-Breakfast-4676 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pwomol | false | null | t3_1pwomol | /r/LocalLLaMA/comments/1pwomol/looking_for_a_hands_on_aiml_partner_for_a_b2b/ | false | false | self | 0 | null |
Ditch your AI agents memory - lessons from building an AI workflow builder | 0 | Launched an AI workflow builder and I’ve spent the last week deleting code that I thought was my "secret sauce."
I’ve realized that selling "infra" to devs is a losing battle. We can all build a sandbox. The real gap is the "Plumbing" (Auth, Time-traveling state, Interruptibility).
**I have a few "hot takes" from our... | 2025-12-27T03:46:32 | https://www.reddit.com/r/LocalLLaMA/comments/1pwnuro/ditch_your_ai_agents_memory_lessons_from_building/ | PerformanceFine1228 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pwnuro | false | null | t3_1pwnuro | /r/LocalLLaMA/comments/1pwnuro/ditch_your_ai_agents_memory_lessons_from_building/ | false | false | self | 0 | null |
LLM performance benchmarking | 3 | I wrote a simple cli tool for benchmarking throughput. My goal was to write something that was lightweight and just runs on a single binary. I also just learnt the original llmperf has been put to archive.
Using llmperf and some of the issue trackers, I built something of my own here https://github.com/wheynelau/llmp... | 2025-12-27T03:07:10 | https://www.reddit.com/r/LocalLLaMA/comments/1pwn1r1/llm_performance_benchmarking/ | Wheynelau | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pwn1r1 | false | null | t3_1pwn1r1 | /r/LocalLLaMA/comments/1pwn1r1/llm_performance_benchmarking/ | false | false | self | 3 | {'enabled': False, 'images': [{'id': 'Dwk4UE0-m9MX8xtGsIFX_bhmYC_pEE_WatLSphMujdQ', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/Dwk4UE0-m9MX8xtGsIFX_bhmYC_pEE_WatLSphMujdQ.png?width=108&crop=smart&auto=webp&s=412014b5072028e2aebe1a22d415bf25593b18ff', 'width': 108}, {'height': 108, 'url': 'h... |
Killed horizontal text box scroll for good | 0 | I’m a UI consistency freak.
I finally figured out how to permanently kill horizontal scroll in LLM UIs (yes, emojis too)
\---
So I’ve been obsessively building an AI assistant I actually want to \*use\* every day — tasks, reminders, projects, calendars, etc. Real “external brain” stuff, not demos.
One thing kept ab... | 2025-12-27T02:55:23 | https://www.reddit.com/r/LocalLLaMA/comments/1pwmsuq/killed_horizontal_text_box_scroll_for_good/ | Business_Aerie_5498 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pwmsuq | false | null | t3_1pwmsuq | /r/LocalLLaMA/comments/1pwmsuq/killed_horizontal_text_box_scroll_for_good/ | false | false | self | 0 | null |
llama.cpp: Multi-host inference slower than single-host? | 12 | Hey folks!
First of all, thanks for the amazing community as well awesome devs like those behind llama.cpp, langflow, etc. 🤗
I have two computers running locally and I want to see how I can get faster generation speeds by combining them instead of running the models separately on each computer.
Specs:
* Desktop
*... | 2025-12-27T02:50:43 | https://www.reddit.com/r/LocalLLaMA/comments/1pwmpcn/llamacpp_multihost_inference_slower_than/ | ayake_ayake | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pwmpcn | false | null | t3_1pwmpcn | /r/LocalLLaMA/comments/1pwmpcn/llamacpp_multihost_inference_slower_than/ | false | false | self | 12 | {'enabled': False, 'images': [{'id': 'ERgJyRrGIjGyVGKmOx0-l52fk76d0DbG60hBE_H4dxw', 'resolutions': [{'height': 108, 'url': 'https://external-preview.redd.it/ERgJyRrGIjGyVGKmOx0-l52fk76d0DbG60hBE_H4dxw.png?width=108&crop=smart&auto=webp&s=ad15c112c926c52d914597e2670080a56e7f4d6a', 'width': 108}, {'height': 217, 'url': '... |
Best Tools, Skills, and MCP Servers Unofficial Megathread | 0 | I’m curious what y‘all are using with your local LLMs to give them superpowers. I personally have leaned heavily on GitHub’s official remote MCP as well my own homegrown MCPs for calling internal things, Gmail, Postgres etc. I’m looking for a good web search API service. There are some different approaches to memory an... | 2025-12-27T02:07:17 | https://www.reddit.com/r/LocalLLaMA/comments/1pwlsfs/best_tools_skills_and_mcp_servers_unofficial/ | DealingWithIt202s | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pwlsfs | false | null | t3_1pwlsfs | /r/LocalLLaMA/comments/1pwlsfs/best_tools_skills_and_mcp_servers_unofficial/ | false | false | self | 0 | null |
5060ti or 5070 or maybe used 40xx card, what sshould I do | 0 | IDK what to pick, I work in AI and it's always nice to have some gpu to try things on in home regarding anyways that I use cloud gpus in my job but still it's always nice to have a good gpu. I was convinced about the 5060ti 16 gb but I am also a gamer and I saw the difference between the 5060ti and 5070 is sooo big in ... | 2025-12-27T01:46:31 | https://www.reddit.com/r/LocalLLaMA/comments/1pwlcqb/5060ti_or_5070_or_maybe_used_40xx_card_what/ | gyhv | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pwlcqb | false | null | t3_1pwlcqb | /r/LocalLLaMA/comments/1pwlcqb/5060ti_or_5070_or_maybe_used_40xx_card_what/ | false | false | self | 0 | null |
C64 legend building non-LLM local AI console (Genesis Node)—£2k for 16GB GPU prototype. No cloud, pure freedom. | 0 |
[https://liberapay.com/muttleydosomething/](https://liberapay.com/muttleydosomething/)
"C64 legend (Crazy Comets, Mega Apocalypse, Back to the Future 3) building Genesis Node: affordable, open-source, repairable mini-console for truly local AI that anyone can run at home. Not another LLM—fundamentally different arc... | 2025-12-27T01:37:06 | https://www.reddit.com/r/LocalLLaMA/comments/1pwl5m3/c64_legend_building_nonllm_local_ai_console/ | Sci-fi-Si | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pwl5m3 | false | null | t3_1pwl5m3 | /r/LocalLLaMA/comments/1pwl5m3/c64_legend_building_nonllm_local_ai_console/ | false | false | self | 0 | null |
What model is behind coralflavor? | 0 | I want to reproduce this locally, but I cannot get in touch with the creator. There are some uncensored models on huggingface but they are either very weak or not truly uncensored | 2025-12-27T00:46:45 | Dangerous-Track-5031 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pwk2mq | false | null | t3_1pwk2mq | /r/LocalLLaMA/comments/1pwk2mq/what_model_is_behind_coralflavor/ | false | false | default | 0 | {'enabled': True, 'images': [{'id': 'fujbdsbt8n9g1', 'resolutions': [{'height': 120, 'url': 'https://preview.redd.it/fujbdsbt8n9g1.png?width=108&crop=smart&auto=webp&s=6ba6a24f535a56dcdab5754652a38086cffe9aa4', 'width': 108}, {'height': 240, 'url': 'https://preview.redd.it/fujbdsbt8n9g1.png?width=216&crop=smart&auto=we... | |
Ai's hallucinate too much: they are not usable for studying: cannot even create a complete and coherent set of flashcards, or assist in a good enough oral or written texts. It's pretty irritating | 0 | They can be used for single and pretty specific questions. But as complete study tutor, no we are very far from that. They do not understand what you need even with extensive prompting. Chat gpt gives you the best results because sometimes it uses up lots of reasoning times. | 2025-12-27T00:45:24 | https://www.reddit.com/r/LocalLLaMA/comments/1pwk1it/ais_hallucinate_too_much_they_are_not_usable_for/ | Longjumping_Fly_2978 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pwk1it | false | null | t3_1pwk1it | /r/LocalLLaMA/comments/1pwk1it/ais_hallucinate_too_much_they_are_not_usable_for/ | false | false | self | 0 | null |
Updates of models on HF - Changelogs? | 26 | I see now (for example) Unsloth has updated some models from summer with a new revision, for example https://huggingface.co/unsloth/GLM-4.5-Air-GGUF - however in the commits history https://huggingface.co/unsloth/GLM-4.5-Air-GGUF/commits/main it only says "Upload folder using huggingface_hub"
What does that mean? Did ... | 2025-12-27T00:23:15 | https://www.reddit.com/r/LocalLLaMA/comments/1pwjk1y/updates_of_models_on_hf_changelogs/ | Bird476Shed | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pwjk1y | false | null | t3_1pwjk1y | /r/LocalLLaMA/comments/1pwjk1y/updates_of_models_on_hf_changelogs/ | false | false | self | 26 | {'enabled': False, 'images': [{'id': 'cvmCITW57Ox8n1UPdfO2kFo1JCE1vWepjMkir96PZR8', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/cvmCITW57Ox8n1UPdfO2kFo1JCE1vWepjMkir96PZR8.png?width=108&crop=smart&auto=webp&s=be66257dfb8060c1200a8a0cd0ca42206175a8fa', 'width': 108}, {'height': 116, 'url': 'h... |
🚀 OllamaFX v0.4.0 - Your Smart Desktop Companion for Local LLMs | 0 | ust released **OllamaFX v0.4.0** \- a desktop client for Ollama built with an agentic workflow in mind.
**🎛️ Agentic-Ready Sidebar** Manage multiple chat sessions with different models. Each conversation lives in the sidebar - switch contexts instantly, perfect for agentic workflows where you need specialized models ... | 2025-12-27T00:11:46 | https://www.reddit.com/gallery/1pwjb03 | Electronic-Reason582 | reddit.com | 1970-01-01T00:00:00 | 0 | {} | 1pwjb03 | false | null | t3_1pwjb03 | /r/LocalLLaMA/comments/1pwjb03/ollamafx_v040_your_smart_desktop_companion_for/ | false | false | 0 | null | |
Best practice in evaluating Base vs. Instruct Llama Models (with lm-evaluation-harness) | 1 | I'm currently benchmarking Llama 3.3 70B instruct (including quantized variants) using `lm-evaluation-harness`. Later I want to expand evaluation to more instruct and base models in the Llama 3/3.1 family and some Qwen models. Hence, I’m looking for the current "best practice" when evaluating Base models and their Inst... | 2025-12-26T23:57:42 | https://www.reddit.com/r/LocalLLaMA/comments/1pwizo0/best_practice_in_evaluating_base_vs_instruct/ | Specialist-Title8331 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pwizo0 | false | null | t3_1pwizo0 | /r/LocalLLaMA/comments/1pwizo0/best_practice_in_evaluating_base_vs_instruct/ | false | false | self | 1 | null |
LLMs en llama.cpp | 0 | Estoy usando el LLM NemoMix-Unleashed con llama.cpp y me va bien, a buena velocidad. En cambio cuando uso Chrono-Hermes va mucho más lento. Por lo que sé, Chrono-Hermes ees un modelo similar a NemoMix-Unleashed con tamaño y cuantización similares.
Por otro lado, el modelo Mythomax ni siquiera me funciona. Genera carac... | 2025-12-26T23:48:01 | https://www.reddit.com/r/LocalLLaMA/comments/1pwirwd/llms_en_llamacpp/ | ArachnidRelative6500 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pwirwd | false | null | t3_1pwirwd | /r/LocalLLaMA/comments/1pwirwd/llms_en_llamacpp/ | false | false | self | 0 | null |
People missing out on an extremely-capable CLI or script-friendly LLM query tool. | 0 | This tool I made over years of time is so incredibly useful that I think I'll post about it again.
(It is in perl, because it's ultra-fast. That adds up when you compare it to python.)
However, its capabilities are extremely valuable.
[https://github.com/jaggzh/z](https://github.com/jaggzh/z)
Whether I'm in bash,... | 2025-12-26T23:33:17 | https://www.reddit.com/r/LocalLLaMA/comments/1pwig06/people_missing_out_on_an_extremelycapable_cli_or/ | jaggzh | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pwig06 | false | null | t3_1pwig06 | /r/LocalLLaMA/comments/1pwig06/people_missing_out_on_an_extremelycapable_cli_or/ | false | false | 0 | {'enabled': False, 'images': [{'id': '8bmhBm1bM2tb8G8f5fqmmULpCV7s0zASyq--q693Czo', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/8bmhBm1bM2tb8G8f5fqmmULpCV7s0zASyq--q693Czo.png?width=108&crop=smart&auto=webp&s=0b32856d9a7e6db7027e9d893c5fc17b080d75f5', 'width': 108}, {'height': 108, 'url': 'h... | |
ModelCypher: A toolkit for the geometry of LLMs (open source) | 6 | I don't like the narrative that LLMs are inherently black boxes. Rather than accept that narrative, I've started building a toolkit to measure (and use) the actual geometry of what's happening with small language models *before* the token is emitted.
What it does:
* Cross-architecture adapter transfer (Procrustes ali... | 2025-12-26T23:27:37 | https://www.reddit.com/r/LocalLLaMA/comments/1pwibcs/modelcypher_a_toolkit_for_the_geometry_of_llms/ | Vegetable-Second3998 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pwibcs | false | null | t3_1pwibcs | /r/LocalLLaMA/comments/1pwibcs/modelcypher_a_toolkit_for_the_geometry_of_llms/ | false | false | self | 6 | {'enabled': False, 'images': [{'id': 'zMlqHzVNyCFMSFjdwZZMPle8WrXSEQxr8lQqQsPpDsE', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/zMlqHzVNyCFMSFjdwZZMPle8WrXSEQxr8lQqQsPpDsE.png?width=108&crop=smart&auto=webp&s=a6596cf79e67ba4b25d3200104127f744ab841d4', 'width': 108}, {'height': 108, 'url': 'h... |
CONTRACT.md: The Naughty List for AI Coding Agents | 0 | \`AGENTS.md\` is a wishlist. The LLM reads it once, then "helpfully" adds Kafka on day one of your weekend project.
\`CONTRACT.md\` is a ceiling doc. Hard caps on complexity per area. Exceed it? Rejected. Period.
Reason: It's easier with LLMs to relax constraints (add complexity) than rip out premature architecture (... | 2025-12-26T23:06:36 | https://discussdontcode.com/zettels/contract.md-the-naughty-list-for-ai-coding-agents/ | turian | discussdontcode.com | 1970-01-01T00:00:00 | 0 | {} | 1pwhu82 | false | null | t3_1pwhu82 | /r/LocalLLaMA/comments/1pwhu82/contractmd_the_naughty_list_for_ai_coding_agents/ | false | false | 0 | {'enabled': False, 'images': [{'id': 'O7UoHKMpbEdFBdVkn6cypculxlsuVoEOggA48P8jjGE', 'resolutions': [{'height': 56, 'url': 'https://external-preview.redd.it/O7UoHKMpbEdFBdVkn6cypculxlsuVoEOggA48P8jjGE.jpeg?width=108&crop=smart&auto=webp&s=116c2324e8189c21042d6f7c9bf3119d7c36d10d', 'width': 108}, {'height': 113, 'url': '... | |
Building a local RAG for my 60GB email archive. Just hit a hardware wall (8GB RAM). Is this viable? | 22 | Hi everyone,
I’m sitting on about 60GB of emails (15+ years of history). Searching for specific context or attachments from years ago via standard clients (Outlook/Thunderbird) is painful. It’s slow, inaccurate, and I refuse to upload this data to any cloud-based SaaS for privacy reasons.
I’m planning to build a "stu... | 2025-12-26T23:05:44 | https://www.reddit.com/r/LocalLLaMA/comments/1pwhtht/building_a_local_rag_for_my_60gb_email_archive/ | Grouchy_Sun331 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pwhtht | false | null | t3_1pwhtht | /r/LocalLLaMA/comments/1pwhtht/building_a_local_rag_for_my_60gb_email_archive/ | false | false | self | 22 | null |
Looking for early testers to benchmark a new execution runtime for multi-step LLM workflows | 0 | I’m the founder of CLC Labs and I’m looking for a small group of early users to help **benchmark and sanity-check** an evaluation runtime I’ve been building.
The artifact I’m releasing is **LE-0** — a **frozen, evaluation-only runtime** for running fixed **3-step workflows** (planner → executor → verifier) across mult... | 2025-12-26T22:35:24 | https://www.reddit.com/r/LocalLLaMA/comments/1pwh3yf/looking_for_early_testers_to_benchmark_a_new/ | FocusPilot-Sean | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pwh3yf | false | null | t3_1pwh3yf | /r/LocalLLaMA/comments/1pwh3yf/looking_for_early_testers_to_benchmark_a_new/ | false | false | self | 0 | null |
Best Local LLMs - 2025 | 279 | ***Year end thread for the best LLMs of 2025!***
2025 is almost done! Its been **a wonderful year** for us Open/Local AI enthusiasts. And its looking like Xmas time brought some great gifts in the shape of Minimax M2.1 and GLM4.7 that are touting frontier model performance. Are we there already? are we at parity with ... | 2025-12-26T22:31:28 | https://www.reddit.com/r/LocalLLaMA/comments/1pwh0q9/best_local_llms_2025/ | rm-rf-rm | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pwh0q9 | false | null | t3_1pwh0q9 | /r/LocalLLaMA/comments/1pwh0q9/best_local_llms_2025/ | false | true | self | 279 | {'enabled': False, 'images': [{'id': 'RCfG8hzoHBs6sGKTeOFYK00uMPjjgp3l064ftsU7zag', 'resolutions': [{'height': 52, 'url': 'https://external-preview.redd.it/RCfG8hzoHBs6sGKTeOFYK00uMPjjgp3l064ftsU7zag.png?width=108&crop=smart&auto=webp&s=9adf49be3bffd64ddbb86a770a962aba99eb7bff', 'width': 108}, {'height': 104, 'url': 'h... |
17 pro, qwen image edit | 0 | I have a 17 pro and i heard it has 12gb of ram which seems like plenty of ram to run a quantized version of qwen image edit. Does anyone have an app or code to do that? | 2025-12-26T22:05:04 | https://www.reddit.com/r/LocalLLaMA/comments/1pwgeqj/17_pro_qwen_image_edit/ | ben_james2 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pwgeqj | false | null | t3_1pwgeqj | /r/LocalLLaMA/comments/1pwgeqj/17_pro_qwen_image_edit/ | false | false | self | 0 | null |
will this GLM-4.7 run on my server ? | 0 | I have a windows 2026 server. with a 24 vram. 512g of ram 2 tb ssd and 3tb hhd. With a xeon e5-2650 vs 20 core and 40 logical cores ? | 2025-12-26T21:46:04 | https://www.reddit.com/r/LocalLLaMA/comments/1pwfyml/will_this_glm47_run_on_my_server/ | wbiggs205 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pwfyml | false | null | t3_1pwfyml | /r/LocalLLaMA/comments/1pwfyml/will_this_glm47_run_on_my_server/ | false | false | self | 0 | null |
Looking for AI Tools to Control My Computer, Screen, or Browser | 11 | Hey everyone! Happy New Year! I wish for us all local MoE under 100B at 4.5 Opus level before March 2026 🎉
I'm looking for some recommendations for projects or tools that can do one or more of the following:
* **Control my desktop computer** (similar to how Claude's 'Computer Use' feature works)
* **Act as a co-pil... | 2025-12-26T21:38:43 | https://www.reddit.com/r/LocalLLaMA/comments/1pwfsj3/looking_for_ai_tools_to_control_my_computer/ | AMOVCS | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pwfsj3 | false | null | t3_1pwfsj3 | /r/LocalLLaMA/comments/1pwfsj3/looking_for_ai_tools_to_control_my_computer/ | false | false | self | 11 | null |
Adding languages to Llama 3.1 8B via QLoRA on 6GB VRAM | 6 | My system is 4070ti super 16 gb vram.I'll train with it.I do not like llama3.1-8b's or any other small llms multilangual support, so I want to train a custom **QLoRA** for better multilingual support and then export to 4-bit GGUF for the 6GB production systems.
**Questions:**
1. How many high-quality instruction/tra... | 2025-12-26T21:26:14 | https://www.reddit.com/r/LocalLLaMA/comments/1pwfhw1/adding_languages_to_llama_31_8b_via_qlora_on_6gb/ | bayhan2000 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pwfhw1 | false | null | t3_1pwfhw1 | /r/LocalLLaMA/comments/1pwfhw1/adding_languages_to_llama_31_8b_via_qlora_on_6gb/ | false | false | self | 6 | null |
Comm-SCI-Control: an explicit rule system for controlled human–LLM interaction (profiles, structured reasoning, drift visibility) | 1 | I’m working on an external rule system to make LLM interaction more explicit,
auditable, and less prone to silent drift.
This is not a prompt, but a structured governance layer.
Comm-SCI-Control is an LLM-agnostic rule system that defines:
\- interaction profiles (Standard, Expert, Sparring, Briefing, Sandbox)
\... | 2025-12-26T21:16:11 | https://www.reddit.com/r/LocalLLaMA/comments/1pwf9e3/commscicontrol_an_explicit_rule_system_for/ | Sad_Perception3670 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pwf9e3 | false | null | t3_1pwf9e3 | /r/LocalLLaMA/comments/1pwf9e3/commscicontrol_an_explicit_rule_system_for/ | false | false | self | 1 | {'enabled': False, 'images': [{'id': 'BqxcGPDaaCuqYlZP9ecFGUc1QkjrAGgad_TVhQizhn0', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/BqxcGPDaaCuqYlZP9ecFGUc1QkjrAGgad_TVhQizhn0.png?width=108&crop=smart&auto=webp&s=aac42b3df1192ac5a914e6fea983330b898d4733', 'width': 108}, {'height': 108, 'url': 'h... |
What's the point of potato-tier LLMs? | 127 | 2025-12-26T21:15:23 | https://www.reddit.com/r/LocalLLaMA/comments/1pwf8p7/whats_the_point_of_potatotier_llms/ | Fast_Thing_7949 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pwf8p7 | false | null | t3_1pwf8p7 | /r/LocalLLaMA/comments/1pwf8p7/whats_the_point_of_potatotier_llms/ | false | false | 127 | null | ||
Adding 2nd GPU to air cooled build. | 1 | I know some of you have monster builds here so looking for some advice and general discussion.
My powercooler hellhound 7900xtx is a 3 slot gpu inside my fractal torrent. I just found out my mobo supports lane bificuration on the pcie 4 16x slot so now I'm scheming for a second.
The issue is they will likely be s... | 2025-12-26T21:12:22 | https://www.reddit.com/r/LocalLLaMA/comments/1pwf69i/adding_2nd_gpu_to_air_cooled_build/ | ROS_SDN | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pwf69i | false | null | t3_1pwf69i | /r/LocalLLaMA/comments/1pwf69i/adding_2nd_gpu_to_air_cooled_build/ | false | false | self | 1 | null |
NVIDIA has 72GB VRAM version now | 448 | Is 96GB too expensive? And AI community has no interested for 48GB? | 2025-12-26T20:48:17 | https://www.nvidia.com/en-us/products/workstations/professional-desktop-gpus/rtx-pro-5000/ | decentralize999 | nvidia.com | 1970-01-01T00:00:00 | 0 | {} | 1pweljh | false | null | t3_1pweljh | /r/LocalLLaMA/comments/1pweljh/nvidia_has_72gb_vram_version_now/ | false | false | default | 448 | {'enabled': False, 'images': [{'id': 'sC0_RV1rBP5Nka4zzrlrlknHQcvT_QUrChxq3hP_lVg', 'resolutions': [{'height': 56, 'url': 'https://external-preview.redd.it/sC0_RV1rBP5Nka4zzrlrlknHQcvT_QUrChxq3hP_lVg.jpeg?width=108&crop=smart&auto=webp&s=8f6a3133d28e1474111413c454477fbc0e9d6f42', 'width': 108}, {'height': 113, 'url': '... |
[BUYING] [BRAZIL] Radeon Instinct MI50 32GB - Looking for local or international sellers | 0 | Hi everyone,
I am a beginner student from Brazil, and I’m currently starting my journey into AI development and machine learning projects (specifically LLMs and speech-to-speech translation).
I’ve been looking for a Radeon Instinct MI50 32GB, but unfortunately, local stores here in Brazil have no stock left, and impo... | 2025-12-26T20:43:19 | Sad-Advertising-575 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pwehcu | false | null | t3_1pwehcu | /r/LocalLLaMA/comments/1pwehcu/buying_brazil_radeon_instinct_mi50_32gb_looking/ | false | false | default | 0 | {'enabled': True, 'images': [{'id': 'xxbbhxmd1m9g1', 'resolutions': [{'height': 216, 'url': 'https://preview.redd.it/xxbbhxmd1m9g1.png?width=108&crop=smart&auto=webp&s=0969bf6c97be7aaf7b7b9b8296e47397fd1d9f5f', 'width': 108}, {'height': 432, 'url': 'https://preview.redd.it/xxbbhxmd1m9g1.png?width=216&crop=smart&auto=we... | |
Liquid AI RLs LFM2-2.6B to perform among the best 3B models | 23 | 2025-12-26T20:28:43 | KaroYadgar | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pwe4wg | false | null | t3_1pwe4wg | /r/LocalLLaMA/comments/1pwe4wg/liquid_ai_rls_lfm226b_to_perform_among_the_best/ | false | false | default | 23 | {'enabled': True, 'images': [{'id': 'pzgc89yryl9g1', 'resolutions': [{'height': 75, 'url': 'https://preview.redd.it/pzgc89yryl9g1.jpeg?width=108&crop=smart&auto=webp&s=16ed9010de9b1d80fbd3d273a65fa4ee89a3ee4e', 'width': 108}, {'height': 151, 'url': 'https://preview.redd.it/pzgc89yryl9g1.jpeg?width=216&crop=smart&auto=w... | ||
RTX Pro 6000 under 8K EUR (tax included) in Germany early January. | 31 | 2025-12-26T20:08:05 | https://imgur.com/Nk0v24j | HumanDrone8721 | imgur.com | 1970-01-01T00:00:00 | 0 | {} | 1pwdn8e | false | null | t3_1pwdn8e | /r/LocalLLaMA/comments/1pwdn8e/rtx_pro_6000_under_8k_eur_tax_included_in_germany/ | false | false | default | 31 | {'enabled': False, 'images': [{'id': '8wA_CbEhSLNdntBW1eKt_MNJD2bU_9Ik0pbqrpYh0K8', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/8wA_CbEhSLNdntBW1eKt_MNJD2bU_9Ik0pbqrpYh0K8.png?width=108&crop=smart&auto=webp&s=8e91ad9da7bfad4fef928dbfd196addb12bfcc3d', 'width': 108}, {'height': 117, 'url': 'h... | |
How am I building a hacking sim game themed on 90s with NPCs powered by AI (LocalLLM) | 15 | # Reducing Hallucination in Llama-3-8B with Citation-Based Verification
**TL;DR**: I'm exploring a multi-pass pipeline that forces an 8B model to cite sources for every factual claim, then verifies those citations actually support the claims. Sharing the approach, what's working, what isn't, and open questions.
---
... | 2025-12-26T19:46:03 | https://www.reddit.com/r/LocalLLaMA/comments/1pwd46f/how_am_i_building_a_hacking_sim_game_themed_on/ | Illustrious_Cat_2870 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pwd46f | false | null | t3_1pwd46f | /r/LocalLLaMA/comments/1pwd46f/how_am_i_building_a_hacking_sim_game_themed_on/ | false | false | self | 15 | null |
Ghost doesn’t reason in language. Here’s a trace of state recovery under failure. | 0 | In my previous post, the term “internal state” caused understandable confusion. Several readers interpreted it as referring to LLM internals—hidden states, residual streams, or activation probing. That is not what Ghost operates on, and this post is meant to clarify that distinction using an execution trace rather than... | 2025-12-26T19:07:51 | GhoCentric | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pwc6wu | false | null | t3_1pwc6wu | /r/LocalLLaMA/comments/1pwc6wu/ghost_doesnt_reason_in_language_heres_a_trace_of/ | false | false | default | 0 | {'enabled': True, 'images': [{'id': 'zuiqoklckl9g1', 'resolutions': [{'height': 216, 'url': 'https://preview.redd.it/zuiqoklckl9g1.jpeg?width=108&crop=smart&auto=webp&s=2d30dbbbd12eb294cee56e8b4e34930879a6330b', 'width': 108}, {'height': 432, 'url': 'https://preview.redd.it/zuiqoklckl9g1.jpeg?width=216&crop=smart&auto=... | |
Gen 3D with Fine-tuned LLaMA | 1 | [removed] | 2025-12-26T19:04:31 | https://www.reddit.com/r/LocalLLaMA/comments/1pwc418/gen_3d_with_finetuned_llama/ | mukhayy | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pwc418 | false | null | t3_1pwc418 | /r/LocalLLaMA/comments/1pwc418/gen_3d_with_finetuned_llama/ | false | false | self | 1 | null |
I hereby challenge the blanket 'q4' recommendations we've held onto for years | 0 | 2025-12-26T19:02:55 | ForsookComparison | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pwc2m4 | false | null | t3_1pwc2m4 | /r/LocalLLaMA/comments/1pwc2m4/i_hereby_challenge_the_blanket_q4_recommendations/ | false | false | default | 0 | {'enabled': True, 'images': [{'id': '26hh62i9jl9g1', 'resolutions': [{'height': 93, 'url': 'https://preview.redd.it/26hh62i9jl9g1.png?width=108&crop=smart&auto=webp&s=ebfc45a0a57bbd537cca667218179bd357f2c467', 'width': 108}, {'height': 187, 'url': 'https://preview.redd.it/26hh62i9jl9g1.png?width=216&crop=smart&auto=web... | ||
i want to get into local NSFW image and video gen, what sort of is the meta for beginners ? | 0 | I am getting a new gaming pc soon with a 5080. To be honest im starting to love image generation on perchance, mostly anime girls and like to make better pics which wont take 15-60 seconds to generate.
I'm just curious what is sort of the meta right now for that?
All I hear about is Stable Diffusion but i never trie... | 2025-12-26T18:56:03 | https://www.reddit.com/r/LocalLLaMA/comments/1pwbwbx/i_want_to_get_into_local_nsfw_image_and_video_gen/ | LoneyGamer2023 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pwbwbx | false | null | t3_1pwbwbx | /r/LocalLLaMA/comments/1pwbwbx/i_want_to_get_into_local_nsfw_image_and_video_gen/ | false | false | nsfw | 0 | null |
Should I buy a used M2 Ultra 128gb ram for $2500 or build a pc with two to three rtx 3090 to do 70b models? | 0 | Found a used M2 Ultra with 128gb ram 2TB ssd on OfferUp (has no warranty left) for $2500. I can build a pc with two used rtx 3090, Ryzen 7900x, 2TB ssd and 64gb ddr5 for around the same price. | 2025-12-26T18:42:34 | https://www.reddit.com/r/LocalLLaMA/comments/1pwbkeh/should_i_buy_a_used_m2_ultra_128gb_ram_for_2500/ | solo_entrepreneur | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pwbkeh | false | null | t3_1pwbkeh | /r/LocalLLaMA/comments/1pwbkeh/should_i_buy_a_used_m2_ultra_128gb_ram_for_2500/ | false | false | self | 0 | null |
What LLMs are cold and calculating? | 0 | I recently asked chatGPT a game theory question, but I disguised it as a real life problem. It answered wrong, but with the conventional pro-social solution.
To make it worse, I even pre-prompted about 20+ real life people who generally would have answered it correctly. Think cold Henry Kissinger-like people.
Even th... | 2025-12-26T18:32:31 | https://www.reddit.com/r/LocalLLaMA/comments/1pwbbkw/what_llms_are_cold_and_calculating/ | world_IS_not_OUGHT | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pwbbkw | false | null | t3_1pwbbkw | /r/LocalLLaMA/comments/1pwbbkw/what_llms_are_cold_and_calculating/ | false | false | self | 0 | null |
Free 400+ page book on "Agentic Design Patterns" by Google Senior Engineer (covers MCP, RAG, Multi-Agent) | 1 | [removed] | 2025-12-26T17:53:24 | https://www.reddit.com/r/LocalLLaMA/comments/1pwadm9/free_400_page_book_on_agentic_design_patterns_by/ | robert_q_2 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pwadm9 | false | null | t3_1pwadm9 | /r/LocalLLaMA/comments/1pwadm9/free_400_page_book_on_agentic_design_patterns_by/ | false | false | self | 1 | null |
Something better than or equal to T4 GPU | 3 | I am frequently running some Kaggle competition, and using their free tier T4x2 GPU. I am also having some hobby projects that I want to fine-tune locally. These models will only be 4B. So, I am looking for local compute options that will give me equivalent performance of a single T4 GPU.
Will Ryzen AI Max+, M4... | 2025-12-26T17:47:48 | https://www.reddit.com/r/LocalLLaMA/comments/1pwa8v1/something_better_than_or_equal_to_t4_gpu/ | tdb008 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pwa8v1 | false | null | t3_1pwa8v1 | /r/LocalLLaMA/comments/1pwa8v1/something_better_than_or_equal_to_t4_gpu/ | false | false | self | 3 | null |
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