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Coming Soon: VLLM-Swap (Host multiple models through one OpenAI endpoint!)
1
[removed]
2025-06-12T05:31:14
https://www.reddit.com/r/LocalLLaMA/comments/1l9eino/coming_soon_vllmswap_host_multiple_models_through/
maxwell321
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1970-01-01T00:00:00
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https://a.thumbs.redditm…MsO2rEtAZGl0.jpg
1
null
Can I run DeepSeek R1 and DeepSeek V3 simultaneously on the same server?
1
[removed]
2025-06-12T05:39:27
https://www.reddit.com/r/LocalLLaMA/comments/1l9enik/can_i_run_deepseek_r1_and_deepseek_v3/
cdani2
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false
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1
null
OpenAI delays their open source model claiming to add "something amazing" to it
390
2025-06-12T06:26:23
https://techcrunch.com/2025/06/10/openais-open-model-is-delayed
umarmnaq
techcrunch.com
1970-01-01T00:00:00
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1l9fec7
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https://b.thumbs.redditm…Fv3my0EikupA.jpg
390
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RAG for code: best current solutions?
16
Hi. Given a code repository, I want to generate embeddings I can use for RAG. What are the best solutions for this nowadays? I'd consider both open-source options I can run locally (if the accuracy is good) and APIs if the costs are reasonable. Any help would be appreciated, I am very new to all of this, not sure where to look either for resources either.
2025-06-12T06:37:39
https://www.reddit.com/r/LocalLLaMA/comments/1l9fki4/rag_for_code_best_current_solutions/
vlatkosh
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1970-01-01T00:00:00
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null
Rope and temp scaling along the current used context size?
1
[removed]
2025-06-12T06:56:06
https://www.reddit.com/r/LocalLLaMA/comments/1l9fuhs/rope_and_temp_scaling_along_the_current_used/
SiEgE-F1
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1l9fuhs
false
null
t3_1l9fuhs
/r/LocalLLaMA/comments/1l9fuhs/rope_and_temp_scaling_along_the_current_used/
false
false
self
1
null
Real-time voicechat bot on Discord Channels
1
[removed]
2025-06-12T07:20:31
https://www.reddit.com/r/LocalLLaMA/comments/1l9g7vc/realtime_voicechat_bot_on_discord_channels/
Dry-Entrepreneur179
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1l9g7vc
false
null
t3_1l9g7vc
/r/LocalLLaMA/comments/1l9g7vc/realtime_voicechat_bot_on_discord_channels/
false
false
self
1
null
Parameter-free loading UI for LLAMA.CPP models for novice users
1
[removed]
2025-06-12T07:24:16
https://www.reddit.com/r/LocalLLaMA/comments/1l9g9yq/parameterfree_loading_ui_for_llamacpp_models_for/
Big-Employer9324
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1l9g9yq
false
null
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false
false
https://b.thumbs.redditm…5-vUr_neyd9w.jpg
1
null
What do i need to run a big deepseek r1 model locally on gpus?
1
[removed]
2025-06-12T07:28:04
https://www.reddit.com/r/LocalLLaMA/comments/1l9gbyc/what_do_i_need_to_run_a_big_deepseek_r1_model/
Drasek666
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1l9gbyc
false
null
t3_1l9gbyc
/r/LocalLLaMA/comments/1l9gbyc/what_do_i_need_to_run_a_big_deepseek_r1_model/
false
false
self
1
null
Are we going the wrong way with LLM development?
1
[removed]
2025-06-12T07:34:42
https://www.reddit.com/r/LocalLLaMA/comments/1l9gfe4/are_we_going_the_wrong_way_with_llm_development/
Acrobatic_Plate9537
self.LocalLLaMA
1970-01-01T00:00:00
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{}
1l9gfe4
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t3_1l9gfe4
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false
false
self
1
null
What happened to Yi?
113
[Yi](https://huggingface.co/01-ai) had some of the best local models in the past, but this year there haven't been any news about them. Does anyone know what happened?
2025-06-12T07:38:46
https://www.reddit.com/r/LocalLLaMA/comments/1l9ghjc/what_happened_to_yi/
undefdev
self.LocalLLaMA
1970-01-01T00:00:00
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{}
1l9ghjc
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113
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Are we going the wrong way with LLM development?
1
[removed]
2025-06-12T07:39:03
https://www.reddit.com/r/LocalLLaMA/comments/1l9ghox/are_we_going_the_wrong_way_with_llm_development/
Acrobatic_Plate9537
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Are we going the wrong way with LLM development?
1
[removed]
2025-06-12T07:40:18
https://www.reddit.com/r/LocalLLaMA/comments/1l9gidm/are_we_going_the_wrong_way_with_llm_development/
Acrobatic_Plate9537
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null
Are we going the wrong way with LLM development?
1
[removed]
2025-06-12T07:47:45
https://www.reddit.com/r/LocalLLaMA/comments/1l9gm8b/are_we_going_the_wrong_way_with_llm_development/
Acrobatic_Plate9537
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1970-01-01T00:00:00
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{}
1l9gm8b
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false
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null
Guide: Install llama.cpp with rocm support on opensuse tumbleweed
1
[removed]
2025-06-12T09:13:00
https://dev.to/rohan-sircar/unlocking-the-power-of-llms-on-opensuse-with-amd-a-step-by-step-guide-to-installing-rocm-and-1doe
rohan-sircar
dev.to
1970-01-01T00:00:00
0
{}
1l9huh8
false
null
t3_1l9huh8
/r/LocalLLaMA/comments/1l9huh8/guide_install_llamacpp_with_rocm_support_on/
false
false
default
1
null
Google and Microsoft vs OpenAI and Anthropic, a fun visualization of their open releases on Hugging Face in the past year (Julien Chaumond on LinkedIn)
560
2025-06-12T09:21:44
https://i.redd.it/2vdfa3f5sg6f1.jpeg
Nunki08
i.redd.it
1970-01-01T00:00:00
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{}
1l9hzb5
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null
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/r/LocalLLaMA/comments/1l9hzb5/google_and_microsoft_vs_openai_and_anthropic_a/
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https://external-preview…861c71b47354a544
560
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How far are we..from running a veo 3 range model on local
1
[removed]
2025-06-12T10:16:45
https://www.reddit.com/r/LocalLLaMA/comments/1l9iujw/how_far_are_wefrom_running_a_veo_3_range_model_on/
maneesh_sandra
self.LocalLLaMA
1970-01-01T00:00:00
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{}
1l9iujw
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false
self
1
null
A new swarm-style distributed pretraining architecture has just launched, working on a 15B model
49
Macrocosmos has released IOTA, a collaborative distributed pretraining network. Participants contribute compute to collectively pretrain a 15B model. It’s a model and data parallel setup, meaning people can work on disjointed parts of it at the same time. It’s also been designed with a lower barrier to entry, as nobody needs to have a full local copy of the model saved, making it more cost effective to people with smaller setups. The goal is to see if people can pretrain a model in a decentralized setting, producing SOTA-level benchmarks. It’s a practical investigation into how decentralized and open-source methods can rival centralized LLMs, either now or in the future. It’s early days (the project came out about 10 days ago) but they’ve already got a decent number of participants. Plus, there’s been a nice drop in loss recently. They’ve got a [real-time 3D dashboard of the model](https://iota.macrocosmos.ai/dashboard), showing active participants. They also published their [technical paper about the architecture](https://iota.macrocosmos.ai/research/research.pdf).
2025-06-12T11:02:57
https://www.reddit.com/r/LocalLLaMA/comments/1l9jm52/a_new_swarmstyle_distributed_pretraining/
emission-control
self.LocalLLaMA
1970-01-01T00:00:00
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{}
1l9jm52
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null
t3_1l9jm52
/r/LocalLLaMA/comments/1l9jm52/a_new_swarmstyle_distributed_pretraining/
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self
49
null
Evaluate and monitor your Hybrid Search RAG | LangGraph, Qdrant miniCOIL, Opik, and DeepSeek-R1
1
[removed]
2025-06-12T11:09:19
https://www.reddit.com/r/LocalLLaMA/comments/1l9jq07/evaluate_and_monitor_your_hybrid_search_rag/
External_Ad_11
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{}
1l9jq07
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false
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1
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Dive into Minara's insights - 用typescript帮我写一下mcp client的代码
1
2025-06-12T11:13:16
https://xneuro-app.dev.nftgo.dev/share/chat/684ab5e28441bfd401f1e964
LowEntrepreneur7276
xneuro-app.dev.nftgo.dev
1970-01-01T00:00:00
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Dive into Minara's insights - 用typescript帮我写一下mcp client的代码
1
2025-06-12T11:18:46
https://xneuro-app.dev.nftgo.dev/share/chat/684ab7858441bfd401f1e965
LowEntrepreneur7276
xneuro-app.dev.nftgo.dev
1970-01-01T00:00:00
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does llama.cpp have parallel requests
1
[removed]
2025-06-12T11:26:45
https://www.reddit.com/r/LocalLLaMA/comments/1l9k0zw/does_llamacpp_have_parallel_requests/
rithwik3112
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1970-01-01T00:00:00
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1l9k0zw
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t3_1l9k0zw
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null
does llama.cpp have parallel requests
1
[removed]
2025-06-12T11:29:52
https://www.reddit.com/r/LocalLLaMA/comments/1l9k2xv/does_llamacpp_have_parallel_requests/
rithwik3112
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1l9k2xv
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false
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null
SWE-rebench Major Update: Tool Usage, Claude Sonnet 3.5/4, OpenAI o3 and May Data
1
[removed]
2025-06-12T11:34:45
[deleted]
1970-01-01T00:00:00
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1l9k664
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null
t3_1l9k664
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default
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null
SWE-rebench Major Update: Tool Usage, Claude Sonnet 3.5/4, OpenAI o3 and May Data
1
[removed]
2025-06-12T11:38:18
[deleted]
1970-01-01T00:00:00
0
{}
1l9k8hu
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SWE-rebench Major Update: Tool Usage, Claude Sonnet 3.5/4, OpenAI o3 and May Data
1
[removed]
2025-06-12T11:43:57
[deleted]
1970-01-01T00:00:00
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null
SWE-rebench Major Update: Tool Usage, Claude Sonnet 3.5/4, OpenAI o3 and May Data
1
[removed]
2025-06-12T11:51:03
https://i.redd.it/3fn3bkufih6f1.png
Fabulous_Pollution10
i.redd.it
1970-01-01T00:00:00
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https://external-preview…33b56eb8d926f34b
1
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We updated our benchmark for SWE agents
1
[removed]
2025-06-12T11:54:59
https://i.redd.it/9z130azajh6f1.png
Fabulous_Pollution10
i.redd.it
1970-01-01T00:00:00
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t3_1l9kjb5
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https://external-preview…512499e755821448
1
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SWE-rebench Major Update: Tool Usage, Claude Sonnet 3.5/4, OpenAI o3 and May Data
1
[removed]
2025-06-12T11:56:18
[deleted]
1970-01-01T00:00:00
0
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t3_1l9kk6p
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null
A major update for [SWE-rebench]
1
[removed]
2025-06-12T11:57:08
[deleted]
1970-01-01T00:00:00
0
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1l9kkqg
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SWE-rebench Major Update: Tool Usage, Claude Sonnet 3.5/4, OpenAI o3 and May Data
1
[removed]
2025-06-12T11:57:47
[deleted]
1970-01-01T00:00:00
0
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1l9kl6c
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false
false
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null
New SWE-LLMs results
1
[deleted]
2025-06-12T12:12:10
[deleted]
1970-01-01T00:00:00
0
{}
1l9kvgx
false
null
t3_1l9kvgx
/r/LocalLLaMA/comments/1l9kvgx/new_swellms_results/
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null
Youtube transcript summarizer ?
1
[removed]
2025-06-12T12:22:36
https://www.reddit.com/r/LocalLLaMA/comments/1l9l310/youtube_transcript_summarizer/
_throawayplop_
self.LocalLLaMA
1970-01-01T00:00:00
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1l9l310
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false
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self
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Petition: Ban 'announcement of announcement' posts
803
There's no reason to have 5 posts a week about OpenAI announcing that they will release a model then delaying the release date it then announcing it's gonna be *amazing***™** then announcing they will announce a new update in a month ad infinitum. Fuck those grifters.
2025-06-12T12:36:45
https://www.reddit.com/r/LocalLLaMA/comments/1l9lddr/petition_ban_announcement_of_announcement_posts/
RangaRea
self.LocalLLaMA
1970-01-01T00:00:00
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{}
1l9lddr
false
null
t3_1l9lddr
/r/LocalLLaMA/comments/1l9lddr/petition_ban_announcement_of_announcement_posts/
false
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self
803
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How to Use Intel AI Playground Effectively and Run LLMs Locally (Even Offline)
0
2025-06-12T12:39:03
https://www.digit.in/features/laptops/how-to-use-intel-ai-playground-effectively-and-run-llms-locally-even-offline.html
reps_up
digit.in
1970-01-01T00:00:00
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1l9lf3t
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https://b.thumbs.redditm…FZM1ZPAO9Hdg.jpg
0
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Spy search: Open source that faster than perplexity
12
I am really happy !!! My open source is somehow faster than perplexity yeahhhh so happy. Really really happy and want to share with you guys !! ( :( someone said it's copy paste they just never ever use mistral + 5090 :)))) & of course they don't even look at my open source hahahah ) https://reddit.com/link/1l9m32y/video/bf99fvbmwh6f1/player url: [https://github.com/JasonHonKL/spy-search](https://github.com/JasonHonKL/spy-search)
2025-06-12T13:10:24
https://www.reddit.com/r/LocalLLaMA/comments/1l9m32y/spy_search_open_source_that_faster_than_perplexity/
jasonhon2013
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1970-01-01T00:00:00
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https://external-preview…4a9ab94667737a52
12
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[Update] Emotionally-Aware VN Dialogue Dataset – Deep Context Tagging, ShareGPT-Style Structure
27
Hey again everyone, Following up on my earlier posts about converting a visual novel script into a fine-tuning dataset, I’ve gone back and improved the format significantly thanks to feedback here. The goal is the same: create expressive, roleplay-friendly dialogue data that captures emotion, tone, character personality, and nuance, especially for dere-type characters and NSFW/SFW variation. VOl 0 is only SFW • What’s New: Improved JSON structure, closer to ShareGPT format More consistent tone/emotion tagging Added deeper context awareness (4 lines before/after) Preserved expressive elements (onomatopoeia, stutters, laughs) Categorized dere-type and added voice/personality cues • Why? Because tagging a line as just “laughing” misses everything. Was it sarcasm? Pain? Joy? I want models to understand motivation and emotional flow — not just parrot words. Example (same as before to show improvement): Flat version: { "instruction": "What does Maple say?", "output": "Oopsie! I accidentally splashed some hot water on you! Sorry about that~ Ahahah-- Owwww!!", "metadata": { "character": "Maple", "emotion": "laughing" "tone": "apologetic" } } • Updated version with context: { "from": "char_metadata", "value": { "character_name": "Azuki", "persona": "Azuki is a fiery, tomboyish...", "dere_type": "tsundere", "current_emotion": "mocking, amused, pain", "tone": "taunting, surprised" } }, { "from": "char", "value": "You're a NEET catgirl who can only eat, sleep, and play! Huehuehueh, whooaaa!! Aagh, that's hotttt!!!" }, { "from": "char_metadata", "value": { "character_name": "Maple", "persona": "Maple is a prideful, sophisticated catgirl...", "dere_type": "himidere", "current_emotion": "malicious glee, feigned innocence, pain", "tone": "sarcastic, surprised" } }, { "from": "char", "value": "Oopsie! I accidentally splashed some hot water on you! Sorry about that~ Ahahah-- Owwww!!" }, { "from": "char_metadata", "value": { "character_name": "Azuki", "persona": "Azuki is a fiery, tomboyish...", "dere_type": "tsundere", "current_emotion": "retaliatory, gleeful", "tone": "sarcastic" } }, { "from": "char", "value": "Heh, my bad! My paw just flew right at'cha! Hahaha!" } • Outcome This dataset now lets a model: Match dere-type voices with appropriate phrasing Preserve emotional realism in both SFW and NSFW contexts Move beyond basic emotion labels to expressive patterns (tsundere teasing, onomatopoeia, flustered laughter, etc.) It’s still a work in progress (currently ~3MB, will grow, dialogs only without JSON yet), and more feedback is welcome. Just wanted to share the next step now that the format is finally usable and consistent.
2025-06-12T13:14:39
https://www.reddit.com/r/LocalLLaMA/comments/1l9m6dc/update_emotionallyaware_vn_dialogue_dataset_deep/
Akowmako
self.LocalLLaMA
1970-01-01T00:00:00
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false
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self
27
null
Locally running, scriptable process to extract Form Data from scanned (!) PDF?
1
[removed]
2025-06-12T13:25:04
https://www.reddit.com/r/LocalLLaMA/comments/1l9meqh/locally_running_scriptable_process_to_extract/
cts
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1l9meqh
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null
t3_1l9meqh
/r/LocalLLaMA/comments/1l9meqh/locally_running_scriptable_process_to_extract/
false
false
https://b.thumbs.redditm…IbEYNYjqZLwE.jpg
1
null
Open WebUI Bug Reports Immediately Closed by Maintainer
0
[removed]
2025-06-12T13:41:46
https://www.reddit.com/r/LocalLLaMA/comments/1l9msio/open_webui_bug_reports_immediately_closed_by/
liquidki
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1l9msio
false
null
t3_1l9msio
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self
0
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ABBA: Highly Expressive Hadamard Product Adaptation for Large Language Models
39
We introduce ABBA, a new architecture for Parameter-Efficient Fine-Tuning (PEFT) that significantly outperforms LoRA and all its major variants across a broad range of benchmarks, all under the same parameter budget. Most PEFT methods, including LoRA, represent weight updates using a low-rank decomposition added to the frozen model weights. While effective, this structure can limit the expressivity of the update, especially at low rank. ABBA takes a fundamentally different approach: We introduce ABBA, a new architecture for Parameter-Efficient Fine-Tuning (PEFT) that significantly outperforms LoRA and all its major variants across a broad range of benchmarks, all under the same parameter budget. Most PEFT methods, including LoRA, represent weight updates using a low-rank decomposition added to the frozen model weights. While effective, this structure can limit the expressivity of the update, especially at low rank. ABBA takes a fundamentally different approach: [ABBA Architecture](https://preview.redd.it/nta9e7md3i6f1.png?width=446&format=png&auto=webp&s=54e090db99fe4694c4b2e9a80778576b0f705169) * Reparameterizes the update as a Hadamard product of two independently learned low-rank matrices * Decouples the two components of the update from the base model, allowing them to be optimized freely * Enables significantly higher expressivity and improved performance under the same parameter budget 📈 Empirical Results ABBA consistently beats state-of-the-art LoRA-based methods like HiRA, DoRA, and LoRA-Pro across four open-source LLMs: Mistral-7B, Gemma-2 9B, LLaMA-3.2 1B, and LLaMA-3.2 3B, on a suite of commonsense and arithmetic reasoning benchmarks. In several cases, ABBA even outperforms full fine-tuning. 📄 Paper: [https://arxiv.org/abs/2505.14238](https://arxiv.org/abs/2505.14238) 💻 Code: [https://github.com/CERT-Lab/abba](https://github.com/CERT-Lab/abba) We’d love to hear your thoughts, whether you're working on PEFT methods, fine-tuning, or anything related to making LLMs more adaptable and efficient. We're happy to answer questions, discuss implementation details, or just hear how this fits into your work.
2025-06-12T14:01:41
https://www.reddit.com/r/LocalLLaMA/comments/1l9n911/abba_highly_expressive_hadamard_product/
AccomplishedCode4689
self.LocalLLaMA
1970-01-01T00:00:00
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{}
1l9n911
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null
Using LLM's with Home Assistant + Voice Integration
8
Looking to set up home assistant at home with a LLM connected to make the assistant more conversational. It doesn't need to have superior depth of knowledge, but I am looking for something that can respond creatively, conversationally, dynamically to a variety of requests centered around IoT tasks. In my head this is something like Qwen3 8B or 14B. Are there any NUCs/MiniPC's that would fit the bill here? Is it often recommended that the LLM be hosted on separate hardware from the Home Assistant server? In the long term I'd like to explore a larger system to accommodate something more comprehensive for general use, but in the near term I'd like to start playing with this project.
2025-06-12T14:07:07
https://www.reddit.com/r/LocalLLaMA/comments/1l9ndp2/using_llms_with_home_assistant_voice_integration/
nat2r
self.LocalLLaMA
1970-01-01T00:00:00
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1l9ndp2
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self
8
null
Tired of losing great ChatGPT messages and having to scroll back all the way? I built SnapIt, a Chrome extension to instantly save, organize & export them!
0
I got tired of endlessly scrolling to find back great ChatGPT messages I'd forgotten to save. It drove me crazy so I built something to fix it. Honestly, I am very surprised how much I ended using it. It's actually super useful when you are building a project, doing research or coming with a plan because you can save all the different parts that chatgpt sends you and you always have instant access to them. **SnapIt** is a Chrome extension designed specifically for ChatGPT. You can: * Instantly save any ChatGPT message in one click. * Jump directly back to the original message in your chat. * Copy the message quickly in plain text format. * Export messages to professional-looking PDFs instantly. * Organize your saved messages neatly into folders and pinned favorites. Perfect if you're using ChatGPT for work, school, research, or creative brainstorming. Would love your feedback or any suggestions you have! Link to the extension: [https://chromewebstore.google.com/detail/snapit-chatgpt-message-sa/mlfbmcmkefmdhnnkecdoegomcikmbaac](https://chromewebstore.google.com/detail/snapit-chatgpt-message-sa/mlfbmcmkefmdhnnkecdoegomcikmbaac)
2025-06-12T14:07:23
https://www.reddit.com/gallery/1l9ndww
cedparadis
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1970-01-01T00:00:00
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null
Tired of losing great ChatGPT messages and having to scroll back all the way?
0
I got tired of endlessly scrolling to find back great ChatGPT messages I'd forgotten to save. It drove me crazy so I built something to fix it. Honestly, I am very surprised how much I ended using it. It's actually super useful when you are building a project, doing research or coming with a plan because you can save all the different parts that chatgpt sends you and you always have instant access to them. **SnapIt** is a Chrome extension designed specifically for ChatGPT. You can: * Instantly save any ChatGPT message in one click. * Jump directly back to the original message in your chat. * Copy the message quickly in plain text format. * Export messages to professional-looking PDFs instantly. * Organize your saved messages neatly into folders and pinned favorites. Perfect if you're using ChatGPT for work, school, research, or creative brainstorming. Would love your feedback or any suggestions you have! Link to the extension: [https://chromewebstore.google.com/detail/snapit-chatgpt-message-sa/mlfbmcmkefmdhnnkecdoegomcikmbaac](https://chromewebstore.google.com/detail/snapit-chatgpt-message-sa/mlfbmcmkefmdhnnkecdoegomcikmbaac)
2025-06-12T14:33:05
https://www.reddit.com/r/LocalLLaMA/comments/1l9o0ct/tired_of_losing_great_chatgpt_messages_and_having/
cedparadis
self.LocalLLaMA
1970-01-01T00:00:00
0
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t3_1l9o0ct
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false
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self
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[P] Solving Tower of Hanoi for N ≥ 15 with LLMs: It’s Not About Model Size, It’s About Prompt Engineering
1
[removed]
2025-06-12T14:38:43
https://www.reddit.com/r/LocalLLaMA/comments/1l9o54l/p_solving_tower_of_hanoi_for_n_15_with_llms_its/
Pale-Entertainer-386
self.LocalLLaMA
1970-01-01T00:00:00
0
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1l9o54l
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Transformer Lab Now Supports Diffusion Model Training in Addition to LLM Training
82
In addition to LLM training and inference, we're excited to have just launched Diffusion Model inference and training. It's all open source! We'd love your feedback and to see what you build. In the platform we support most major open Diffusion models (including SDXL & Flux). The platform supports inpainting, img2img, and of course LoRA training. Link to documentation and details here [https://transformerlab.ai/blog/diffusion-support](https://transformerlab.ai/blog/diffusion-support)
2025-06-12T15:09:03
https://i.redd.it/usk33qqlgi6f1.png
aliasaria
i.redd.it
1970-01-01T00:00:00
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[update] Restructured repo under rvn-tools — modular CLI for LLM formats
11
Quick update. Yesterday I posted about \`rvn-convert\`, a Rust tool for converting safetensors to GGUF. While fixing bugs today, I also restructured the project under \`rvn-tools\` — a modular, CLI-oriented Rust-native toolkit for LLM model formats, inference workflows, and data pipelines. 🔧 What's in so far: \- safetensor -> GGUF converter (initial implementation) \- CLI layout with \`clap\`, shard parsing, typed metadata handling \- Makefile-based workflow (fmt, clippy, release, test, etc.) 🎯 Focus: \- Fully open, minimal, and performant \- Memory mapped operations, zero copy, zero move \- Built for \*\*local inference\*\*, not cloud-bloat \- Python bindings planned via \`pyo3\` (coming soon) Next steps: \- tokenizer tooling \- qkv and other debugging tooling \- tensor validator / preprocessor \- some other ideas I go along Open to feedback or bug reports or ideas. Repo: \[https://github.com/rvnllm/rvn-tools\](https://github.com/rvnllm/rvn-tools)
2025-06-12T15:12:30
https://www.reddit.com/r/LocalLLaMA/comments/1l9oyt7/update_restructured_repo_under_rvntools_modular/
rvnllm
self.LocalLLaMA
1970-01-01T00:00:00
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Nanonets-OCR-s: An Open-Source Image-to-Markdown Model with LaTeX, Tables, Signatures, checkboxes & More
325
We're excited to share **Nanonets-OCR-s**, a powerful and lightweight (3B) VLM model that converts documents into clean, structured **Markdown**. This model is trained to understand document structure and content context (like tables, equations, images, plots, watermarks, checkboxes, etc.). 🔍 **Key Features:** *  **LaTeX Equation Recognition** Converts inline and block-level math into properly formatted LaTeX, distinguishing between `$...$` and `$$...$$`. * **Image Descriptions for LLMs** Describes embedded images using structured `<img>` tags. Handles logos, charts, plots, and so on. * **Signature Detection & Isolation** Finds and tags signatures in scanned documents, outputting them in `<signature>` blocks. * **Watermark Extraction** Extracts watermark text and stores it within `<watermark>` tag for traceability. * **Smart Checkbox & Radio Button Handling** Converts checkboxes to Unicode symbols like ☑, ☒, and ☐ for reliable parsing in downstream apps. * **Complex Table Extraction** Handles multi-row/column tables, preserving structure and outputting both **Markdown** and **HTML** formats. **Huggingface / GitHub / Try it out**: [Huggingface Model Card](https://huggingface.co/nanonets/Nanonets-OCR-s) [Read the full announcement](https://nanonets.com/research/nanonets-ocr-s/) [Try it with Docext in Colab](https://github.com/NanoNets/docext/blob/main/PDF2MD_README.md#quickstart) [Document with checkbox and radio buttons](https://preview.redd.it/9r53s8oxii6f1.png?width=1762&format=png&auto=webp&s=5d401151504b45c6c7b7aa49342a2a40bff19a3d) [Document with image](https://preview.redd.it/ky28mxc1ji6f1.jpg?width=3938&format=pjpg&auto=webp&s=0f0ba053a366c0fd0885aea5785b5c040ff590fd) [Document with equations](https://preview.redd.it/yfrazoi3ji6f1.png?width=3640&format=png&auto=webp&s=4215d426d90f153c5a477f140aa47312e153aab8) [Document with watermark](https://preview.redd.it/am74wtm5ji6f1.jpg?width=1533&format=pjpg&auto=webp&s=380788a942ee270cf73ddc7e968773948b4f74f0) [Document with tables](https://preview.redd.it/6g80yoj9ji6f1.png?width=3482&format=png&auto=webp&s=8d6008f9e56e03e7589f38a16ba1917e4e0c419b) Feel free to try it out and share your feedback.
2025-06-12T15:19:41
https://www.reddit.com/r/LocalLLaMA/comments/1l9p54x/nanonetsocrs_an_opensource_imagetomarkdown_model/
SouvikMandal
self.LocalLLaMA
1970-01-01T00:00:00
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https://external-preview…e4cd1502d6c70b3b
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🧙‍♂️ I Built a Local AI Dungeon Master – Meet Dungeo_ai (Open Source & Powered by your local LLM )
50
https://reddit.com/link/1l9pwk1/video/u4614vthpi6f1/player Hey folks! I’ve been building something I'm super excited to finally share: 🎲 Dungeo\_ai – a fully local, AI-powered Dungeon Master designed for immersive solo RPGs, worldbuilding, and roleplay. This project it's free and for now it connect to ollama(llm) and alltalktts(tts) 🛠️ What it can do: 💻 Runs entirely locally (with support for Ollama ) 🧠 Persists memory, character state, and custom personalities 📜 Simulates D&D-like dialogue and encounters dynamically 🗺️ Expands lore over time with each interaction 🧙 Great for solo campaigns, worldbuilding, or even prototyping NPCs It’s still early days, but it’s usable and growing. I’d love feedback, collab ideas, or even just to know what kind of characters you’d throw into it. Here’s the link again: 👉 [https://github.com/Laszlobeer/Dungeo\_ai/tree/main](https://github.com/Laszlobeer/Dungeo_ai/tree/main) Thanks for checking it out—and if you give it a spin, let me know how your first AI encounter goes. 😄Hey folks! I’ve been building something I'm super excited to finally share: 🎲 [**Dungeo\_ai**](https://github.com/Laszlobeer/Dungeo_ai/tree/main) – a fully local, AI-powered Dungeon Master designed for immersive solo RPGs, worldbuilding, and roleplay. This project it's free and for now it connect to ollama(llm) and alltalktts(tts) 🛠️ What it can do: * 💻 Runs entirely **locally** (with support for Ollama ) * 🧠 Persists memory, character state, and custom personalities * 📜 Simulates D&D-like dialogue and encounters dynamically * 🗺️ Expands lore over time with each interaction * 🧙 Great for solo campaigns, worldbuilding, or even prototyping NPCs It’s still early days, but it’s usable and growing. I’d love feedback, collab ideas, or even just to know what kind of characters *you’d* throw into it. Here’s the link again: 👉 [https://github.com/Laszlobeer/Dungeo\_ai/tree/main](https://github.com/Laszlobeer/Dungeo_ai/tree/main) Thanks for checking it out—and if you give it a spin, let me know how your first AI encounter goes. 😄
2025-06-12T15:50:26
https://www.reddit.com/r/LocalLLaMA/comments/1l9pwk1/i_built_a_local_ai_dungeon_master_meet_dungeo_ai/
Reasonable_Brief578
self.LocalLLaMA
1970-01-01T00:00:00
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I made a very cool (free) iOS app. It’s a chatbot that you can use away from home to interact with an LLM that runs locally on your Mac.
1
[removed]
2025-06-12T15:51:02
https://www.reddit.com/r/LocalLLaMA/comments/1l9px3z/i_made_a_very_cool_free_ios_app_its_a_chatbot/
Valuable-Run2129
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1970-01-01T00:00:00
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self
1
{'enabled': False, 'images': [{'id': '_P7aq5FxwSERQmFp1wBuNrGdpYo8M0NcjHGzxEJkCSU', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/N6fBtvNZvzprN51ltQmbLyZKOr7u22nka_5L17e-60c.jpg?width=108&crop=smart&auto=webp&s=01032f9f1c83429c54cd66c3de219a1dacb3bbb0', 'width': 108}, {'height': 108, 'url': 'https://external-preview.redd.it/N6fBtvNZvzprN51ltQmbLyZKOr7u22nka_5L17e-60c.jpg?width=216&crop=smart&auto=webp&s=e2e7e24a974081f4dd971cadad2c8e920e2dfea9', 'width': 216}, {'height': 160, 'url': 'https://external-preview.redd.it/N6fBtvNZvzprN51ltQmbLyZKOr7u22nka_5L17e-60c.jpg?width=320&crop=smart&auto=webp&s=06f8bc70517305d0fedecbdbecf094ec88d2c043', 'width': 320}, {'height': 320, 'url': 'https://external-preview.redd.it/N6fBtvNZvzprN51ltQmbLyZKOr7u22nka_5L17e-60c.jpg?width=640&crop=smart&auto=webp&s=af1f408e55328e95eb4d4eded7df2056e55f0c96', 'width': 640}, {'height': 480, 'url': 'https://external-preview.redd.it/N6fBtvNZvzprN51ltQmbLyZKOr7u22nka_5L17e-60c.jpg?width=960&crop=smart&auto=webp&s=6fea42225e35e2f92e14b0bbda042100f700f112', 'width': 960}, {'height': 540, 'url': 'https://external-preview.redd.it/N6fBtvNZvzprN51ltQmbLyZKOr7u22nka_5L17e-60c.jpg?width=1080&crop=smart&auto=webp&s=c56a70dcc06af16fb5fb9a2aa7c1a950003872e7', 'width': 1080}], 'source': {'height': 600, 'url': 'https://external-preview.redd.it/N6fBtvNZvzprN51ltQmbLyZKOr7u22nka_5L17e-60c.jpg?auto=webp&s=925a97e87100011d000d3cb8bc7058513f5e2337', 'width': 1200}, 'variants': {}}]}
Open Source, free iOS Chatbot that you can use away from home to interact with an LLM that runs locally on your Mac at home.
1
[removed]
2025-06-12T16:00:17
https://www.reddit.com/r/LocalLLaMA/comments/1l9q5dc/open_source_free_ios_chatbot_that_you_can_use/
Valuable-Run2129
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1l9q5dc
false
null
t3_1l9q5dc
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false
false
self
1
{'enabled': False, 'images': [{'id': '_P7aq5FxwSERQmFp1wBuNrGdpYo8M0NcjHGzxEJkCSU', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/N6fBtvNZvzprN51ltQmbLyZKOr7u22nka_5L17e-60c.jpg?width=108&crop=smart&auto=webp&s=01032f9f1c83429c54cd66c3de219a1dacb3bbb0', 'width': 108}, {'height': 108, 'url': 'https://external-preview.redd.it/N6fBtvNZvzprN51ltQmbLyZKOr7u22nka_5L17e-60c.jpg?width=216&crop=smart&auto=webp&s=e2e7e24a974081f4dd971cadad2c8e920e2dfea9', 'width': 216}, {'height': 160, 'url': 'https://external-preview.redd.it/N6fBtvNZvzprN51ltQmbLyZKOr7u22nka_5L17e-60c.jpg?width=320&crop=smart&auto=webp&s=06f8bc70517305d0fedecbdbecf094ec88d2c043', 'width': 320}, {'height': 320, 'url': 'https://external-preview.redd.it/N6fBtvNZvzprN51ltQmbLyZKOr7u22nka_5L17e-60c.jpg?width=640&crop=smart&auto=webp&s=af1f408e55328e95eb4d4eded7df2056e55f0c96', 'width': 640}, {'height': 480, 'url': 'https://external-preview.redd.it/N6fBtvNZvzprN51ltQmbLyZKOr7u22nka_5L17e-60c.jpg?width=960&crop=smart&auto=webp&s=6fea42225e35e2f92e14b0bbda042100f700f112', 'width': 960}, {'height': 540, 'url': 'https://external-preview.redd.it/N6fBtvNZvzprN51ltQmbLyZKOr7u22nka_5L17e-60c.jpg?width=1080&crop=smart&auto=webp&s=c56a70dcc06af16fb5fb9a2aa7c1a950003872e7', 'width': 1080}], 'source': {'height': 600, 'url': 'https://external-preview.redd.it/N6fBtvNZvzprN51ltQmbLyZKOr7u22nka_5L17e-60c.jpg?auto=webp&s=925a97e87100011d000d3cb8bc7058513f5e2337', 'width': 1200}, 'variants': {}}]}
I made a free, open source iOS app for this community. It’s a chatbot that you can use away from home to interact with an LLM that runs locally on your desktop Mac.
1
[removed]
2025-06-12T16:03:06
https://www.reddit.com/r/LocalLLaMA/comments/1l9q87m/i_made_a_free_open_source_ios_app_for_this/
Valuable-Run2129
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1l9q87m
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null
t3_1l9q87m
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false
false
self
1
null
Optimal server for inference with large models
1
[removed]
2025-06-12T16:06:02
https://www.reddit.com/r/LocalLLaMA/comments/1l9qayp/optimal_server_for_inference_with_large_models/
slavik-f
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1l9qayp
false
null
t3_1l9qayp
/r/LocalLLaMA/comments/1l9qayp/optimal_server_for_inference_with_large_models/
false
false
self
1
null
I made an open source, free iOS app for this community. It’s a chatbot that you can use away from home to interact with an LLM that runs locally on your Mac.
1
[removed]
2025-06-12T16:13:33
https://www.reddit.com/r/LocalLLaMA/comments/1l9qhsf/i_made_an_open_source_free_ios_app_for_this/
matteoianni
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1l9qhsf
false
null
t3_1l9qhsf
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false
false
self
1
{'enabled': False, 'images': [{'id': '_P7aq5FxwSERQmFp1wBuNrGdpYo8M0NcjHGzxEJkCSU', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/_P7aq5FxwSERQmFp1wBuNrGdpYo8M0NcjHGzxEJkCSU.png?width=108&crop=smart&auto=webp&s=590963253e1d7889f33d6e5bea945d1cb0f3a4be', 'width': 108}, {'height': 108, 'url': 'https://external-preview.redd.it/_P7aq5FxwSERQmFp1wBuNrGdpYo8M0NcjHGzxEJkCSU.png?width=216&crop=smart&auto=webp&s=a43f786fb00d02bfba139de029d15a5377575f3e', 'width': 216}, {'height': 160, 'url': 'https://external-preview.redd.it/_P7aq5FxwSERQmFp1wBuNrGdpYo8M0NcjHGzxEJkCSU.png?width=320&crop=smart&auto=webp&s=5fe5d17f0fb08aff249f76cb24294ee63db95a50', 'width': 320}, {'height': 320, 'url': 'https://external-preview.redd.it/_P7aq5FxwSERQmFp1wBuNrGdpYo8M0NcjHGzxEJkCSU.png?width=640&crop=smart&auto=webp&s=079042269001a3d0e59a82bb48664eaa4c89d049', 'width': 640}, {'height': 480, 'url': 'https://external-preview.redd.it/_P7aq5FxwSERQmFp1wBuNrGdpYo8M0NcjHGzxEJkCSU.png?width=960&crop=smart&auto=webp&s=51591a4245852d2891f48bf5504e0eb86c2682d0', 'width': 960}, {'height': 540, 'url': 'https://external-preview.redd.it/_P7aq5FxwSERQmFp1wBuNrGdpYo8M0NcjHGzxEJkCSU.png?width=1080&crop=smart&auto=webp&s=c7116d8eaf6fc13c370569f120c6831e0cd6d5dc', 'width': 1080}], 'source': {'height': 600, 'url': 'https://external-preview.redd.it/_P7aq5FxwSERQmFp1wBuNrGdpYo8M0NcjHGzxEJkCSU.png?auto=webp&s=5863e3d0ba5266774e53c205c36ef44459467636', 'width': 1200}, 'variants': {}}]}
I made an open source (free) iOS app for this community. It’s a chatbot that you can use away from home to interact with an LLM that runs locally on your desktop Mac.
1
[removed]
2025-06-12T16:24:41
https://www.reddit.com/r/LocalLLaMA/comments/1l9qrwb/i_made_an_open_source_free_ios_app_for_this/
Valuable-Run2129
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1l9qrwb
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null
t3_1l9qrwb
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false
false
self
1
{'enabled': False, 'images': [{'id': '_P7aq5FxwSERQmFp1wBuNrGdpYo8M0NcjHGzxEJkCSU', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/N6fBtvNZvzprN51ltQmbLyZKOr7u22nka_5L17e-60c.jpg?width=108&crop=smart&auto=webp&s=01032f9f1c83429c54cd66c3de219a1dacb3bbb0', 'width': 108}, {'height': 108, 'url': 'https://external-preview.redd.it/N6fBtvNZvzprN51ltQmbLyZKOr7u22nka_5L17e-60c.jpg?width=216&crop=smart&auto=webp&s=e2e7e24a974081f4dd971cadad2c8e920e2dfea9', 'width': 216}, {'height': 160, 'url': 'https://external-preview.redd.it/N6fBtvNZvzprN51ltQmbLyZKOr7u22nka_5L17e-60c.jpg?width=320&crop=smart&auto=webp&s=06f8bc70517305d0fedecbdbecf094ec88d2c043', 'width': 320}, {'height': 320, 'url': 'https://external-preview.redd.it/N6fBtvNZvzprN51ltQmbLyZKOr7u22nka_5L17e-60c.jpg?width=640&crop=smart&auto=webp&s=af1f408e55328e95eb4d4eded7df2056e55f0c96', 'width': 640}, {'height': 480, 'url': 'https://external-preview.redd.it/N6fBtvNZvzprN51ltQmbLyZKOr7u22nka_5L17e-60c.jpg?width=960&crop=smart&auto=webp&s=6fea42225e35e2f92e14b0bbda042100f700f112', 'width': 960}, {'height': 540, 'url': 'https://external-preview.redd.it/N6fBtvNZvzprN51ltQmbLyZKOr7u22nka_5L17e-60c.jpg?width=1080&crop=smart&auto=webp&s=c56a70dcc06af16fb5fb9a2aa7c1a950003872e7', 'width': 1080}], 'source': {'height': 600, 'url': 'https://external-preview.redd.it/N6fBtvNZvzprN51ltQmbLyZKOr7u22nka_5L17e-60c.jpg?auto=webp&s=925a97e87100011d000d3cb8bc7058513f5e2337', 'width': 1200}, 'variants': {}}]}
Seedance 1.0
8
2025-06-12T16:47:04
https://seed.bytedance.com/en/seedance
kamikazechaser
seed.bytedance.com
1970-01-01T00:00:00
0
{}
1l9rcoj
false
null
t3_1l9rcoj
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false
default
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null
Qwen3-72B-Embiggened
175
2025-06-12T16:49:08
https://huggingface.co/cognitivecomputations/Qwen3-72B-Embiggened
TKGaming_11
huggingface.co
1970-01-01T00:00:00
0
{}
1l9rejn
false
null
t3_1l9rejn
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false
https://external-preview…7ce5ed35429b82a7
175
{'enabled': False, 'images': [{'id': '3jemtoTl3dbvGWwls0qD8rxMoJ2jFMtej9rCleQmntc', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/3jemtoTl3dbvGWwls0qD8rxMoJ2jFMtej9rCleQmntc.png?width=108&crop=smart&auto=webp&s=7e15934d9ca0b81ee373ab4d5a0a90ea09a30c12', 'width': 108}, {'height': 116, 'url': 'https://external-preview.redd.it/3jemtoTl3dbvGWwls0qD8rxMoJ2jFMtej9rCleQmntc.png?width=216&crop=smart&auto=webp&s=49d01bd57b9a04ebf9846ac496a608e26edea504', 'width': 216}, {'height': 172, 'url': 'https://external-preview.redd.it/3jemtoTl3dbvGWwls0qD8rxMoJ2jFMtej9rCleQmntc.png?width=320&crop=smart&auto=webp&s=dcebb00602361f6a77e9332b97ea4531411382fe', 'width': 320}, {'height': 345, 'url': 'https://external-preview.redd.it/3jemtoTl3dbvGWwls0qD8rxMoJ2jFMtej9rCleQmntc.png?width=640&crop=smart&auto=webp&s=caeaed61b9102d58a91296d431d16a9370486b24', 'width': 640}, {'height': 518, 'url': 'https://external-preview.redd.it/3jemtoTl3dbvGWwls0qD8rxMoJ2jFMtej9rCleQmntc.png?width=960&crop=smart&auto=webp&s=d3d1f803f8e0dcbda246d59faef894a5da33c11e', 'width': 960}, {'height': 583, 'url': 'https://external-preview.redd.it/3jemtoTl3dbvGWwls0qD8rxMoJ2jFMtej9rCleQmntc.png?width=1080&crop=smart&auto=webp&s=37f7443df0f645cf0c802d74060ba75a77a5b55d', 'width': 1080}], 'source': {'height': 648, 'url': 'https://external-preview.redd.it/3jemtoTl3dbvGWwls0qD8rxMoJ2jFMtej9rCleQmntc.png?auto=webp&s=7aa83dd77b5eff5bb967bcb27141cf8b8f6a8b98', 'width': 1200}, 'variants': {}}]}
The guide to building MCP agents using OpenAI Agents SDK
0
Building MCP agents felt a little complex to me, so I took some time to learn about it and created a [free guide](https://levelup.gitconnected.com/the-complete-guide-to-building-mcp-agents-ec877f30136d?source=friends_link&sk=f97341c5b0f7cfb735cc49749fa88f32). Covered the following topics in detail. 1. Brief overview of MCP (with core components) 2. The architecture of MCP Agents 3. Created a list of all the frameworks & SDKs available to build MCP Agents (such as OpenAI Agents SDK, MCP Agent, Google ADK, CopilotKit, LangChain MCP Adapters, PraisonAI, Semantic Kernel, Vercel SDK, ....) 4. A step-by-step guide on how to build your first MCP Agent using [OpenAI Agents SDK](https://openai.github.io/openai-agents-python/). Integrated with GitHub to create an issue on the repo from the terminal (source code + complete flow) 5. Two more practical examples in the last section: \- first one uses the MCP Agent framework (by lastmile ai) that looks up a file, reads a blog and writes a tweet \- second one uses the OpenAI Agents SDK which is integrated with Gmail to send an email based on the task instructions Would appreciate your feedback, especially if there’s anything important I have missed or misunderstood.
2025-06-12T16:58:56
https://www.reddit.com/r/LocalLLaMA/comments/1l9rnep/the_guide_to_building_mcp_agents_using_openai/
anmolbaranwal
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1l9rnep
false
null
t3_1l9rnep
/r/LocalLLaMA/comments/1l9rnep/the_guide_to_building_mcp_agents_using_openai/
false
false
self
0
{'enabled': False, 'images': [{'id': 'R9A5HK-2j0v7yNVydxgAeECVZ8i4g3qfNDvZfNb-aDM', 'resolutions': [{'height': 72, 'url': 'https://external-preview.redd.it/5ajYo5dYXk8vYcgCyzN0m0_1xW85yuW2HvFPuWd2_s8.jpg?width=108&crop=smart&auto=webp&s=9e00f69182dd7b561b6baf4fdada6dd716d8a3d5', 'width': 108}, {'height': 144, 'url': 'https://external-preview.redd.it/5ajYo5dYXk8vYcgCyzN0m0_1xW85yuW2HvFPuWd2_s8.jpg?width=216&crop=smart&auto=webp&s=799fb0068c97686f6eeeb0e583d8f1899fa1b0da', 'width': 216}, {'height': 213, 'url': 'https://external-preview.redd.it/5ajYo5dYXk8vYcgCyzN0m0_1xW85yuW2HvFPuWd2_s8.jpg?width=320&crop=smart&auto=webp&s=fd2dd05c91d1a4deb0db648e9db5ae26905c81d1', 'width': 320}, {'height': 426, 'url': 'https://external-preview.redd.it/5ajYo5dYXk8vYcgCyzN0m0_1xW85yuW2HvFPuWd2_s8.jpg?width=640&crop=smart&auto=webp&s=4bbd731c1242bd6bc6bf1f05498e7ec7923501a1', 'width': 640}, {'height': 640, 'url': 'https://external-preview.redd.it/5ajYo5dYXk8vYcgCyzN0m0_1xW85yuW2HvFPuWd2_s8.jpg?width=960&crop=smart&auto=webp&s=f4cc0056de8703fc2ada9eb835aeb0d3760b771e', 'width': 960}, {'height': 720, 'url': 'https://external-preview.redd.it/5ajYo5dYXk8vYcgCyzN0m0_1xW85yuW2HvFPuWd2_s8.jpg?width=1080&crop=smart&auto=webp&s=050963d9c9b00f681584e1170d84681170c7f0a0', 'width': 1080}], 'source': {'height': 800, 'url': 'https://external-preview.redd.it/5ajYo5dYXk8vYcgCyzN0m0_1xW85yuW2HvFPuWd2_s8.jpg?auto=webp&s=ed9cc769e55177447337008949b7c2bf4d5106c6', 'width': 1200}, 'variants': {}}]}
devstral does not code in c++
1
[removed]
2025-06-12T17:53:28
https://www.reddit.com/r/LocalLLaMA/comments/1l9t2ap/devstral_does_not_code_in_c/
akierum
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1l9t2ap
false
null
t3_1l9t2ap
/r/LocalLLaMA/comments/1l9t2ap/devstral_does_not_code_in_c/
false
false
self
1
null
Why Search Sucks! (But First, A Brief History)
1
2025-06-12T18:13:54
https://youtu.be/vZVcBUnre-c
kushalgoenka
youtu.be
1970-01-01T00:00:00
0
{}
1l9tl7m
false
{'oembed': {'author_name': 'Kushal Goenka', 'author_url': 'https://www.youtube.com/@KushalGoenka', 'height': 200, 'html': '<iframe width="356" height="200" src="https://www.youtube.com/embed/vZVcBUnre-c?feature=oembed&enablejsapi=1" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share" referrerpolicy="strict-origin-when-cross-origin" allowfullscreen title="Why Search Sucks! (But First, A Brief History)"></iframe>', 'provider_name': 'YouTube', 'provider_url': 'https://www.youtube.com/', 'thumbnail_height': 360, 'thumbnail_url': 'https://i.ytimg.com/vi/vZVcBUnre-c/hqdefault.jpg', 'thumbnail_width': 480, 'title': 'Why Search Sucks! (But First, A Brief History)', 'type': 'video', 'version': '1.0', 'width': 356}, 'type': 'youtube.com'}
t3_1l9tl7m
/r/LocalLLaMA/comments/1l9tl7m/why_search_sucks_but_first_a_brief_history/
false
false
default
1
null
Media Request - USPTO RFI for AI tools
1
[removed]
2025-06-12T18:37:16
https://www.reddit.com/r/LocalLLaMA/comments/1l9u767/media_request_uspto_rfi_for_ai_tools/
IPreporter999
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1l9u767
false
null
t3_1l9u767
/r/LocalLLaMA/comments/1l9u767/media_request_uspto_rfi_for_ai_tools/
false
false
self
1
null
Mixed GPU inference
16
Decided to hop on the RTX 6000 PRO bandwagon. Now my question is can I run inference accross 3 different cards say for example the 6000, a 4090 and a 3090 (144gb VRAM total) using ollama? Are there any issues or downsides with doing this? Also bonus question big parameter model with low precision quant or full precision with lower parameter count model which wins out?
2025-06-12T18:38:38
https://www.reddit.com/gallery/1l9u8fv
cruzanstx
reddit.com
1970-01-01T00:00:00
0
{}
1l9u8fv
false
null
t3_1l9u8fv
/r/LocalLLaMA/comments/1l9u8fv/mixed_gpu_inference/
false
false
https://external-preview…0c78b97cba6862bd
16
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Drummer's Agatha 111B v1 - Command A tune with less positivity and better creativity!
1
[removed]
2025-06-12T18:41:41
https://huggingface.co/TheDrummer/Agatha-111B-v1
TheLocalDrummer
huggingface.co
1970-01-01T00:00:00
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null
Drummer's Agatha 111B v1 - Command A tune with less positivity and better creativity!
48
PSA! My testers at BeaverAI are pooped! Cydonia needs your help! We're looking to release a v3.1 but came up with several candidates with their own strengths and weaknesses. They've all got tons of potential but we can only have ONE v3.1. Help me pick the winner from these: * [https://huggingface.co/BeaverAI/Cydonia-24B-v3j-GGUF](https://huggingface.co/BeaverAI/Cydonia-24B-v3j-GGUF) * [https://huggingface.co/BeaverAI/Cydonia-24B-v3i-GGUF](https://huggingface.co/BeaverAI/Cydonia-24B-v3i-GGUF) * [https://huggingface.co/BeaverAI/Cydonia-24B-v3h-GGUF](https://huggingface.co/BeaverAI/Cydonia-24B-v3h-GGUF) (May ignore?) * [https://huggingface.co/BeaverAI/Cydonia-24B-v3g-GGUF](https://huggingface.co/BeaverAI/Cydonia-24B-v3g-GGUF)
2025-06-12T18:43:11
https://huggingface.co/TheDrummer/Agatha-111B-v1
TheLocalDrummer
huggingface.co
1970-01-01T00:00:00
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1l9ucsv
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false
default
48
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What enterprise LLM platforms or AI tools are best for internal use cases like compliance automation, wholesaler enablement, and document intelligence?
1
[removed]
2025-06-12T18:44:59
https://www.reddit.com/r/LocalLLaMA/comments/1l9uegm/what_enterprise_llm_platforms_or_ai_tools_are/
InvestedThinkers
self.LocalLLaMA
1970-01-01T00:00:00
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{}
1l9uegm
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null
t3_1l9uegm
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false
false
self
1
null
media request - USPTO/AI
1
[removed]
2025-06-12T18:45:33
https://www.reddit.com/r/LocalLLaMA/comments/1l9ueyt/media_request_usptoai/
IPreporter999
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1l9ueyt
false
null
t3_1l9ueyt
/r/LocalLLaMA/comments/1l9ueyt/media_request_usptoai/
false
false
self
1
null
🚀 Hooshyar AI — Building a Fully Local, Privacy-First AI Personal Assistant (Looking for Support & Collaborators!)
1
[removed]
2025-06-12T18:47:15
https://www.reddit.com/r/LocalLLaMA/comments/1l9ugkk/hooshyar_ai_building_a_fully_local_privacyfirst/
CookieFar26
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1l9ugkk
false
null
t3_1l9ugkk
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false
false
self
1
null
inclusionAI/Ming-Lite-Omni · Hugging Face
35
2025-06-12T18:54:32
https://huggingface.co/inclusionAI/Ming-Lite-Omni
ninjasaid13
huggingface.co
1970-01-01T00:00:00
0
{}
1l9uncm
false
null
t3_1l9uncm
/r/LocalLLaMA/comments/1l9uncm/inclusionaimingliteomni_hugging_face/
false
false
default
35
{'enabled': False, 'images': [{'id': 'hqIT61mJS1jkOJ-LQTx7HDscDPEojRnEkuy3JGbC7-8', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/hqIT61mJS1jkOJ-LQTx7HDscDPEojRnEkuy3JGbC7-8.png?width=108&crop=smart&auto=webp&s=cc1210fcb70a213cc463f1e58b0ef0fc196a1fe9', 'width': 108}, {'height': 116, 'url': 'https://external-preview.redd.it/hqIT61mJS1jkOJ-LQTx7HDscDPEojRnEkuy3JGbC7-8.png?width=216&crop=smart&auto=webp&s=ff7f66c844d410c8f1e96d8c4071bfda8355afa3', 'width': 216}, {'height': 172, 'url': 'https://external-preview.redd.it/hqIT61mJS1jkOJ-LQTx7HDscDPEojRnEkuy3JGbC7-8.png?width=320&crop=smart&auto=webp&s=3303f5cbe6a64d7b77779ad09669147aa8445bf6', 'width': 320}, {'height': 345, 'url': 'https://external-preview.redd.it/hqIT61mJS1jkOJ-LQTx7HDscDPEojRnEkuy3JGbC7-8.png?width=640&crop=smart&auto=webp&s=ea5ec9f606dd6d8a37d1d66a5b63c2288104ccd2', 'width': 640}, {'height': 518, 'url': 'https://external-preview.redd.it/hqIT61mJS1jkOJ-LQTx7HDscDPEojRnEkuy3JGbC7-8.png?width=960&crop=smart&auto=webp&s=33c84f7fd55d59214134225f2734ea3f670e0eb7', 'width': 960}, {'height': 583, 'url': 'https://external-preview.redd.it/hqIT61mJS1jkOJ-LQTx7HDscDPEojRnEkuy3JGbC7-8.png?width=1080&crop=smart&auto=webp&s=c12f16b2ff89a9e8d0799c4ada2662fe2e0850d5', 'width': 1080}], 'source': {'height': 648, 'url': 'https://external-preview.redd.it/hqIT61mJS1jkOJ-LQTx7HDscDPEojRnEkuy3JGbC7-8.png?auto=webp&s=2f20dde1a74192d39b3f42709a96439c444569c4', 'width': 1200}, 'variants': {}}]}
Apple be like...
0
https://preview.redd.it/…fbae911c800 lol
2025-06-12T18:59:15
https://www.reddit.com/r/LocalLLaMA/comments/1l9urju/apple_be_like/
Mr_Moonsilver
self.LocalLLaMA
1970-01-01T00:00:00
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1l9urju
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https://a.thumbs.redditm…0ssa2xAdTqS4.jpg
0
null
Well...
0
2025-06-12T19:01:44
https://i.redd.it/fc0apk3mnj6f1.png
Mr_Moonsilver
i.redd.it
1970-01-01T00:00:00
0
{}
1l9uu58
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null
t3_1l9uu58
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default
0
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Augmentoolkit 3.0: 7 months of work, MIT License, Specialist AI Training
1
[removed]
2025-06-12T19:16:15
https://www.reddit.com/gallery/1l9v7j0
Heralax_Tekran
reddit.com
1970-01-01T00:00:00
0
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1l9v7j0
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null
t3_1l9v7j0
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false
https://external-preview…a161a9a0ebf958d1
1
{'enabled': True, 'images': [{'id': 'BfvIL-pt7XSLVz72I36FgAs_zcgpOxo8QHhEqNhdedM', 'resolutions': [{'height': 132, 'url': 'https://external-preview.redd.it/BfvIL-pt7XSLVz72I36FgAs_zcgpOxo8QHhEqNhdedM.jpeg?width=108&crop=smart&auto=webp&s=747bf6ef5a57c27dba3bb46dd4baa09d8ef755a2', 'width': 108}, {'height': 264, 'url': 'https://external-preview.redd.it/BfvIL-pt7XSLVz72I36FgAs_zcgpOxo8QHhEqNhdedM.jpeg?width=216&crop=smart&auto=webp&s=c08628418e6b1c8dee09bd5b0f39470b3c079684', 'width': 216}, {'height': 392, 'url': 'https://external-preview.redd.it/BfvIL-pt7XSLVz72I36FgAs_zcgpOxo8QHhEqNhdedM.jpeg?width=320&crop=smart&auto=webp&s=4d997b61f48250983ea42e883265380ab8f60656', 'width': 320}, {'height': 784, 'url': 'https://external-preview.redd.it/BfvIL-pt7XSLVz72I36FgAs_zcgpOxo8QHhEqNhdedM.jpeg?width=640&crop=smart&auto=webp&s=6424267f56054163796ca94f288c25c1e79d29d7', 'width': 640}, {'height': 1177, 'url': 'https://external-preview.redd.it/BfvIL-pt7XSLVz72I36FgAs_zcgpOxo8QHhEqNhdedM.jpeg?width=960&crop=smart&auto=webp&s=53b8f178c8c7186d0e06b80d166d3f2217a79fb0', 'width': 960}, {'height': 1324, 'url': 'https://external-preview.redd.it/BfvIL-pt7XSLVz72I36FgAs_zcgpOxo8QHhEqNhdedM.jpeg?width=1080&crop=smart&auto=webp&s=a1ec25ae5a4e62bbec06509bcc419c1fba996638', 'width': 1080}], 'source': {'height': 2394, 'url': 'https://external-preview.redd.it/BfvIL-pt7XSLVz72I36FgAs_zcgpOxo8QHhEqNhdedM.jpeg?auto=webp&s=7fb252823ced711cd33b29ee040429059d8be222', 'width': 1952}, 'variants': {}}]}
Guide: Install llama.cpp with rocm support on opensuse tumbleweed
1
[removed]
2025-06-12T19:34:35
https://www.reddit.com/r/LocalLLaMA/comments/1l9vnvt/guide_install_llamacpp_with_rocm_support_on/
rohan-sircar
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1l9vnvt
false
null
t3_1l9vnvt
/r/LocalLLaMA/comments/1l9vnvt/guide_install_llamacpp_with_rocm_support_on/
false
false
self
1
null
I love SillyTavern, but my friends hate me for recommending it
1
[removed]
2025-06-12T19:35:43
https://www.reddit.com/r/LocalLLaMA/comments/1l9vovt/i_love_sillytavern_but_my_friends_hate_me_for/
RIPT1D3_Z
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1l9vovt
false
null
t3_1l9vovt
/r/LocalLLaMA/comments/1l9vovt/i_love_sillytavern_but_my_friends_hate_me_for/
false
false
self
1
null
Best Model/Hardware for coding locally - $2-$3k budget
5
Looking to use Roo Code with a locally hosted LLM. Would like to get thoughts on what hardware and model to look at with a budget of about $2k - $3k. I understand that this is somewhat of a heated topic at the moment, so I'm looking to ideally hear from folks who are doing local coding with this type of setup in this price range.
2025-06-12T19:36:56
https://www.reddit.com/r/LocalLLaMA/comments/1l9vpzj/best_modelhardware_for_coding_locally_23k_budget/
G3rmanaviator
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1l9vpzj
false
null
t3_1l9vpzj
/r/LocalLLaMA/comments/1l9vpzj/best_modelhardware_for_coding_locally_23k_budget/
false
false
self
5
null
Meta Is Offering Nine Figure Salaries to Build Superintelligent AI. Mark going All In.
287
https://www.entrepreneur.com/business-news/meta-is-offering-nine-figure-pay-for-superintelligence-team/493040
2025-06-12T20:00:39
https://www.reddit.com/r/LocalLLaMA/comments/1l9wbaw/meta_is_offering_nine_figure_salaries_to_build/
Neon_Nomad45
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1l9wbaw
false
null
t3_1l9wbaw
/r/LocalLLaMA/comments/1l9wbaw/meta_is_offering_nine_figure_salaries_to_build/
false
false
self
287
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I wanted to ask what you mainly use locally served models for?
1
[removed]
2025-06-12T20:01:23
https://www.reddit.com/r/LocalLLaMA/comments/1l9wc3b/i_wanted_to_ask_what_you_mainly_use_locally/
Repsol_Honda_PL
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1l9wc3b
false
null
t3_1l9wc3b
/r/LocalLLaMA/comments/1l9wc3b/i_wanted_to_ask_what_you_mainly_use_locally/
false
false
self
1
null
Do mini PCs provide a superb LLM inference chance ?
1
[removed]
2025-06-12T20:12:32
https://www.reddit.com/r/LocalLLaMA/comments/1l9wlxq/do_mini_pcs_provide_a_superb_llm_inference_chance/
Highwaytothebeach
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1l9wlxq
false
null
t3_1l9wlxq
/r/LocalLLaMA/comments/1l9wlxq/do_mini_pcs_provide_a_superb_llm_inference_chance/
false
false
self
1
null
Why No One Is Using Mamba Anymore
1
[removed]
2025-06-12T20:35:44
https://www.reddit.com/r/LocalLLaMA/comments/1l9x6gt/why_no_one_is_using_mamba_anymore/
paranoidray
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1l9x6gt
false
null
t3_1l9x6gt
/r/LocalLLaMA/comments/1l9x6gt/why_no_one_is_using_mamba_anymore/
false
false
self
1
null
First PC Build for AI & Gaming - Advice Needed
1
[removed]
2025-06-12T20:45:47
https://www.reddit.com/r/LocalLLaMA/comments/1l9xfh7/first_pc_build_for_ai_gaming_advice_needed/
Lufi_parrot
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1l9xfh7
false
null
t3_1l9xfh7
/r/LocalLLaMA/comments/1l9xfh7/first_pc_build_for_ai_gaming_advice_needed/
false
false
self
1
null
Will this LLM setup work on both Linux and Windows?
1
[removed]
2025-06-12T20:54:24
https://www.reddit.com/r/LocalLLaMA/comments/1l9xn41/will_this_llm_setup_work_on_both_linux_and_windows/
Highwaytothebeach
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1l9xn41
false
null
t3_1l9xn41
/r/LocalLLaMA/comments/1l9xn41/will_this_llm_setup_work_on_both_linux_and_windows/
false
false
self
1
null
Cheapest way to run 32B model?
35
Id like to build a home server for my family to use llms that we can actually control. I know how to setup a local server and make it run etc but I'm having trouble keeping up with all the new hardware coming out. What's the best bang for the buck for a 32b model right now? Id rather have a low power consumption solution. The way id do it is with rtx 3090s but with all the new npus and unified memory and all that, I'm wondering if it's still the best option.
2025-06-12T20:55:09
https://www.reddit.com/r/LocalLLaMA/comments/1l9xnt7/cheapest_way_to_run_32b_model/
GreenTreeAndBlueSky
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1l9xnt7
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t3_1l9xnt7
/r/LocalLLaMA/comments/1l9xnt7/cheapest_way_to_run_32b_model/
false
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self
35
null
Ready Player Own: Building The Box Before Big Tech Does
1
[removed]
2025-06-12T21:09:56
https://medium.com/@vanuan/ready-player-own-building-the-box-before-big-tech-does-537e2b879de7
Single-Blackberry866
medium.com
1970-01-01T00:00:00
0
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1l9y0ua
false
null
t3_1l9y0ua
/r/LocalLLaMA/comments/1l9y0ua/ready_player_own_building_the_box_before_big_tech/
false
false
default
1
null
Ready Player Own: Building The Box Before Big Tech Does
1
2025-06-12T21:14:37
https://medium.com/@vanuan/ready-player-own-building-the-box-before-big-tech-does-537e2b879de7
Single-Blackberry866
medium.com
1970-01-01T00:00:00
0
{}
1l9y4wt
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/r/LocalLLaMA/comments/1l9y4wt/ready_player_own_building_the_box_before_big_tech/
false
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null
Any known VPS with AMD gpus at "reasonable" prices?
1
[removed]
2025-06-12T21:29:55
https://www.reddit.com/r/LocalLLaMA/comments/1l9yi6m/any_known_vps_with_amd_gpus_at_reasonable_prices/
daddyodevil
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1l9yi6m
false
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t3_1l9yi6m
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null
Is AMD Ryzen AI Max+ 395 really the only consumer option for running Llama 70B locally?
44
Researching hardware for Llama 70B and keep hitting the same conclusion. AMD Ryzen AI Max+ 395 in Framework Desktop with 128GB unified memory seems like the only consumer device that can actually run 70B locally. RTX 4090 maxes at 24GB, Jetson AGX Orin hits 64GB, everything else needs rack servers with cooling and noise. The Framework setup should handle 70B in a quiet desktop form factor for around $3,000. Is there something I'm missing? Other consumer hardware with enough memory? Anyone running 70B on less memory with extreme tricks? Or is 70B overkill vs 13B/30B for local use? Reports say it should output 4-8 tokens per second, which seems slow for this price tag. Are my expectations too high? Any catch with this AMD solution?
2025-06-12T21:32:14
https://www.reddit.com/r/LocalLLaMA/comments/1l9yk8v/is_amd_ryzen_ai_max_395_really_the_only_consumer/
Single-Blackberry866
self.LocalLLaMA
1970-01-01T00:00:00
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/r/LocalLLaMA/comments/1l9yk8v/is_amd_ryzen_ai_max_395_really_the_only_consumer/
false
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self
44
null
Moving on from Ollama
22
I'm on a Mac with 128GB RAM and have been enjoying Ollama, I'm technical and comfortable in the CLI. What is the next step (not closed src like LMStudio), in order to have more freedom with LLMs. Should I move to using Llama.cpp directly or what are people using? Also what are you fav models atm?
2025-06-12T21:51:51
https://www.reddit.com/r/LocalLLaMA/comments/1l9z0su/moving_on_from_ollama/
john_alan
self.LocalLLaMA
1970-01-01T00:00:00
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{}
1l9z0su
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t3_1l9z0su
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false
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self
22
null
KwaiCoder-AutoThink-preview is a Good Model for Creative Writing! Any Idea about Coding and Math? Your Thoughts?
4
[https://huggingface.co/Kwaipilot/KwaiCoder-AutoThink-preview](https://huggingface.co/Kwaipilot/KwaiCoder-AutoThink-preview) Guys, you should try KwaiCoder-AutoThink-preview. It's an awesome model. I played with it and tested it's reasoning and creativity, and I am impressed. It feels like it's a system of 2 models where one reads the prompts (the Judge) and decide whether to spend tokens of thinking or not. The second model (the Thinker), which could be a fine-tune of QwQ-32B thinks and output the text. I love it's generation in creative writing. Could someone use it for code and tell me how it fares against other 30-40B models? I am using the Q4\_0 of [https://huggingface.co/mradermacher/KwaiCoder-AutoThink-preview-GGUF](https://huggingface.co/mradermacher/KwaiCoder-AutoThink-preview-GGUF) with RTX3090 https://preview.redd.it/pwlal86khk6f1.png?width=891&format=png&auto=webp&s=355689b9c3d1aa928cd20301b51344cd5f3acc2e For some reason, it uses Llama-2 chat format. So, if you are using LM Studio, make sure to use it. https://preview.redd.it/xy0zzl9lhk6f1.png?width=448&format=png&auto=webp&s=c9adc917f5e647466677d593ac737ca6c801169e
2025-06-12T21:53:02
https://www.reddit.com/r/LocalLLaMA/comments/1l9z1ts/kwaicoderautothinkpreview_is_a_good_model_for/
Iory1998
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1l9z1ts
false
null
t3_1l9z1ts
/r/LocalLLaMA/comments/1l9z1ts/kwaicoderautothinkpreview_is_a_good_model_for/
false
false
https://a.thumbs.redditm…KVLiLsVk3iC4.jpg
4
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New Agent Creator Tutorial!! with Observer AI 🚀
1
Hey guys! first of all I wanted to thank you all for the amazing support that this community has given me, I added a lot of features to Observer AI: \* AI Agent Builder \* Template Agent Builder \* SMS message notifications \* Camera input \* Microphone input (still needs work) \* Whatsapp message notifiaction (rolled back but coming soon!, still needs work, got Meta account flagged for spam hahaha) \* Computer audio transcription (beta, coming soon!) Please check it out at [app.observer-ai.com](http://app.observer-ai.com), the project is 100% Open Source, and you can run it locally! (inference with ollama and webapp) [github.com/Roy3838/Observer](http://github.com/Roy3838/Observer) Thanks so much for the support that you've given me, i'm really proud to show you this version! If you have any feedback or questions please reach out!
2025-06-12T21:53:49
https://v.redd.it/x7fwtqxehk6f1
Roy3838
/r/LocalLLaMA/comments/1l9z2i6/new_agent_creator_tutorial_with_observer_ai/
1970-01-01T00:00:00
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t3_1l9z2i6
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false
false
https://external-preview…5014910dfda2c309
1
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Run Perchance style RPG locally?
3
I like the clean UI and ease of use of Perchance's RPG story. It's also pretty good at creativity. Is it reasonably feasible to run something similar locally?
2025-06-12T22:06:18
https://www.reddit.com/r/LocalLLaMA/comments/1l9zddh/run_perchance_style_rpg_locally/
BenefitOfTheDoubt_01
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1l9zddh
false
null
t3_1l9zddh
/r/LocalLLaMA/comments/1l9zddh/run_perchance_style_rpg_locally/
false
false
self
3
null
Conversational Avatars
1
HeLLo aLL, Does anybody know a tool or a workflow that could help me build a video avatar for a conversation bot? I figure some combination of existing tools makes this possible— I have the workflow built except for the video. Any recos? Thanks 🙏🏼
2025-06-12T22:27:30
https://www.reddit.com/r/LocalLLaMA/comments/1l9zuzs/conversational_avatars/
JoshuaLandy
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1l9zuzs
false
null
t3_1l9zuzs
/r/LocalLLaMA/comments/1l9zuzs/conversational_avatars/
false
false
self
1
null
What's your Local Vision Model Rankings and local Benchmarks for them?
3
It's obvious were the text2text models are in terms of ranking. We all know for example that deepseek-r1-0528 > deepseek-v3-0324 \~ Qwen3-253B > llama3.3-70b \~ gemma-3-27b > mistral-small-24b We also have all the home grown "evals" that we throw at these models, boucing ball in a heptagon, move the ball in a cup, cross the river, flappybird, etc. Yeah, it's not clear the ranking of the image+text 2 text models, and no "standard home grown benchmarks" So for those playing with these, how do you rank them and if you have prompts you use to benchmark, care to share? you don't need to share the image but you can describe the image.
2025-06-12T22:32:06
https://www.reddit.com/r/LocalLLaMA/comments/1l9zym8/whats_your_local_vision_model_rankings_and_local/
segmond
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1l9zym8
false
null
t3_1l9zym8
/r/LocalLLaMA/comments/1l9zym8/whats_your_local_vision_model_rankings_and_local/
false
false
self
3
null
queen 3 30b a3b experience and questions
1
[removed]
2025-06-12T22:52:38
https://www.reddit.com/r/LocalLLaMA/comments/1la0f80/queen_3_30b_a3b_experience_and_questions/
Axotic69
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1la0f80
false
null
t3_1la0f80
/r/LocalLLaMA/comments/1la0f80/queen_3_30b_a3b_experience_and_questions/
false
false
self
1
null
What are peoples experience with old dual Xeon servers?
3
I recently found a used system for sale for a bit under 1000 bucks: Dell Server R540 Xeon Dual 4110 256GB RAM 20TB 2x Intel Xeon 4110 256GB Ram 5x 4TB HDD Raid Controler 1x 10GBE SFP+ 2x 1GBE RJ45 IDRAC 2 PSUs for redundancy 100W idle 170 under load Here are my theoretical performance calculations: DDR4-2400 = 19.2 GB/s per channel → 6 channels × 19.2 GB/s = 115.2 GB/s per CPU → 2 CPUs = 230.4 GB/s total (theoretical maximum bandwidth) At least in theory you could put q8 qwen 235b on it with 22b active parameters. Though q6 would make more sense for larger context. 22b at q8 ~ 22gb > 230/22=10,4 tokens/s 22b at q6 ~ 22b*0.75 byte=16.5 gb > 230/16.5=14 tokens/s I know those numbers are unrealistic and honestly expect around 2/3 of that performance in real life but would like to know if someone has firsthand experience he could share? In addition Qwen seems to work quite well with speculative decoding and I generally get a 10-25% performance increase depending on the prompts when using the 32b model with a 0.5b draft model. Does anyone have experience using speculative decoding on these much larger moe models?
2025-06-12T23:13:39
https://www.reddit.com/r/LocalLLaMA/comments/1la0vz8/what_are_peoples_experience_with_old_dual_xeon/
Eden1506
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1la0vz8
false
null
t3_1la0vz8
/r/LocalLLaMA/comments/1la0vz8/what_are_peoples_experience_with_old_dual_xeon/
false
false
self
3
null
llama.cpp adds support to two new quantization format, tq1_0 and tq2_0
96
which can be found at tools/convert\_hf\_to\_gguf.py on github. tq means ternary quantization, what's this? is for consumer device?
2025-06-12T23:59:21
https://www.reddit.com/r/LocalLLaMA/comments/1la1v4d/llamacpp_adds_support_to_two_new_quantization/
Remarkable-Pea645
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1la1v4d
false
null
t3_1la1v4d
/r/LocalLLaMA/comments/1la1v4d/llamacpp_adds_support_to_two_new_quantization/
false
false
self
96
null
Best local LLM with strong instruction following for custom scripting language
3
I have a scripting language that I use that is “C-like”, but definitely not C. I’ve prompted 4o to successfully write code and now I want to run local. What’s the best local LLM that would be close to 4o with instruction following that I could run on 96GB of GPU RAM (2xA6000 Ada). Thanks!
2025-06-13T00:26:07
https://www.reddit.com/r/LocalLLaMA/comments/1la2g1r/best_local_llm_with_strong_instruction_following/
Ill_Recipe7620
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1la2g1r
false
null
t3_1la2g1r
/r/LocalLLaMA/comments/1la2g1r/best_local_llm_with_strong_instruction_following/
false
false
self
3
null
Claude Code but using local Gemma3
1
[removed]
2025-06-13T00:55:25
https://www.reddit.com/r/LocalLLaMA/comments/1la31hu/claude_code_but_using_local_gemma3/
Willing-Policy6027
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1la31hu
false
null
t3_1la31hu
/r/LocalLLaMA/comments/1la31hu/claude_code_but_using_local_gemma3/
false
false
self
1
null
Does unsuppervised generative AI model exist?
1
[removed]
2025-06-13T01:13:30
https://www.reddit.com/r/LocalLLaMA/comments/1la3ede/does_unsuppervised_generative_ai_model_exist/
Exotic-Media5762
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1la3ede
false
null
t3_1la3ede
/r/LocalLLaMA/comments/1la3ede/does_unsuppervised_generative_ai_model_exist/
false
false
self
1
null
3.53bit Deepseek R1 0528 scores 68% which is in-between Sonnet 3.7 and Opus 4
1
[removed]
2025-06-13T01:29:54
https://www.reddit.com/r/LocalLLaMA/comments/1la3q5q/353bit_deepseek_r1_0528_scores_68_which_is/
BumblebeeOk3281
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1la3q5q
false
null
t3_1la3q5q
/r/LocalLLaMA/comments/1la3q5q/353bit_deepseek_r1_0528_scores_68_which_is/
false
false
self
1
null
3.53bit Deepseek R1 0528 scores 68% on Aider Polygot
1
[removed]
2025-06-13T01:33:59
https://www.reddit.com/r/LocalLLaMA/comments/1la3t1l/353bit_deepseek_r1_0528_scores_68_on_aider_polygot/
BumblebeeOk3281
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1la3t1l
false
null
t3_1la3t1l
/r/LocalLLaMA/comments/1la3t1l/353bit_deepseek_r1_0528_scores_68_on_aider_polygot/
false
false
self
1
null
3.53bit R1 0528 scores 68% on the Aider Polygot
67
3.53bit R1 0528 scores 68% on the Aider Polygot benchmark ram/vram required: 300GB context size used: 40960 with flash attention ────────────────────────────- dirname: 2025-06-11-04-03-18--unsloth-DeepSeek-R1-0528-GGUF-UD-Q3\_K\_XL test\_cases: 225 model: openai/unsloth/DeepSeek-R1-0528-GGUF/UD-Q3\_K\_XL edit\_format: diff commit\_hash: 4c161f9-dirty pass\_rate\_1: 32.9 pass\_rate\_2: 68.0 pass\_num\_1: 74 pass\_num\_2: 153 percent\_cases\_well\_formed: 96.4 error\_outputs: 15 num\_malformed\_responses: 15 num\_with\_malformed\_responses: 8 user\_asks: 72 lazy\_comments: 0 syntax\_errors: 0 indentation\_errors: 0 exhausted\_context\_windows: 0 prompt\_tokens: 2596907 completion\_tokens: 2297409 test\_timeouts: 2 total\_tests: 225 command: aider --model openai/unsloth/DeepSeek-R1-0528-GGUF/UD-Q3\_K\_XL date: 2025-06-11 versions: [0.84.1.dev](http://0.84.1.dev) seconds\_per\_case: 485.7 total\_cost: 0.0000 ─────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────
2025-06-13T01:36:43
https://www.reddit.com/r/LocalLLaMA/comments/1la3uvz/353bit_r1_0528_scores_68_on_the_aider_polygot/
BumblebeeOk3281
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1la3uvz
false
null
t3_1la3uvz
/r/LocalLLaMA/comments/1la3uvz/353bit_r1_0528_scores_68_on_the_aider_polygot/
true
false
spoiler
67
null
Anyone tried using Pytorch/Huggingface models on new AMD mini pcs?
1
[removed]
2025-06-13T01:37:16
https://www.reddit.com/r/LocalLLaMA/comments/1la3v98/anyone_tried_using_pytorchhuggingface_models_on/
daddyodevil
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1la3v98
false
null
t3_1la3v98
/r/LocalLLaMA/comments/1la3v98/anyone_tried_using_pytorchhuggingface_models_on/
false
false
self
1
null
Happy Birthday Transformers!
63
2025-06-13T01:40:38
https://x.com/sksq96/status/1933335774100857090?s=46
sksq9
x.com
1970-01-01T00:00:00
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