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Just finished building this bad boy
241
6x Gigabyte 3090 Gaming OC all running at PCIe 4.0 16x speed Asrock Romed-2T motherboard with Epyc 7502 CPU 8 sticks of DDR4 8GB 2400Mhz running in octochannel mode Modified Tinygrad Nvidia drivers with P2P enabled, intra GPU bandwidth tested at 24.5 GB/s Total 144GB VRam, will be used to experiment with training d...
2026-02-11T10:28:00
https://i.redd.it/ju0ed5uceuig1.jpeg
dazzou5ouh
i.redd.it
1970-01-01T00:00:00
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https://preview.redd.it/…10118a4a0346a96a
241
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Any local 70B model or less that comes close to gemini flash lite?
1
As of today, I mean I still haven't seen anything that comes close to gemini for text summarization. Locally at least
2026-02-11T10:21:19
https://www.reddit.com/r/LocalLLaMA/comments/1r1tqia/any_local_70b_model_or_less_that_comes_close_to/
goingsplit
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1970-01-01T00:00:00
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null
Behavioral probe on epistemic responsibility in 4 LLMs + open standard proposal (Anchor v0.1)
0
I’ve been running a small behavior-focused probe to test how current LLMs handle epistemic stress situations that require uncertainty disclosure, bounded recall, or reframing invalid premises. The goal wasn’t to rank models or estimate prevalence. The goal was to identify repeatable failure classes under specific pr...
2026-02-11T10:08:09
https://www.reddit.com/r/LocalLLaMA/comments/1r1tigm/behavioral_probe_on_epistemic_responsibility_in_4/
Lost-Albatross5241
self.LocalLLaMA
1970-01-01T00:00:00
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/r/LocalLLaMA/comments/1r1tigm/behavioral_probe_on_epistemic_responsibility_in_4/
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0
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[Project Share] I built a Python "OS" to orchestrate ComfyUI & Ollama locally. No more gacha, just pipelines. (Open Source)
1
**Hi everyone,** I'm a liberal arts graduate who taught myself Python because I was frustrated with the inconsistency of AI video generation. I built **DarkFactory**, an automation framework that treats ComfyUI models as "cartridges" and uses Python + Ollama as the "Director". **Repo:**[https://github.com/maikarlone...
2026-02-11T10:05:04
https://www.reddit.com/r/LocalLLaMA/comments/1r1tgl0/project_share_i_built_a_python_os_to_orchestrate/
Popular_Teacher4231
self.LocalLLaMA
1970-01-01T00:00:00
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1
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DeepSeek just updated to a 1M context window!
47
The DeepSeek app was just updated with 1M context, and the knowledge cutoff date is now May 2025. It's unclear for now if this is a new model. Also, there hasn't been any movement on their Hugging Face page yet. https://preview.redd.it/9z2ggdgy9uig1.png?width=1179&format=png&auto=webp&s=a3f48da856b53751f2db2b17ac5f49b...
2026-02-11T10:03:06
https://www.reddit.com/r/LocalLLaMA/comments/1r1tfbm/deepseek_just_updated_to_a_1m_context_window/
Dr_Karminski
self.LocalLLaMA
1970-01-01T00:00:00
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{}
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https://preview.redd.it/…20eae901df30fa52
47
null
Pony Alpha Uncloaked.
0
I https://preview.redd.it/j1fpkzln7uig1.png?width=975&format=png&auto=webp&s=0446b9496dcc0515ed77e278420f87f3be4a71f6 Comparable quality.... Superior quality is what it meant.
2026-02-11T09:50:59
https://www.reddit.com/r/LocalLLaMA/comments/1r1t7u4/pony_alpha_uncloaked/
volious-ka
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1r1t7u4
false
null
t3_1r1t7u4
/r/LocalLLaMA/comments/1r1t7u4/pony_alpha_uncloaked/
false
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https://preview.redd.it/…db6f13f63169c3db
0
null
I built an MCP server that gives AI agents full control of Windows desktops (40+ tools, open source)
5
I got frustrated with the lack of proper Windows support in the MCP ecosystem, so I built WinRemote MCP — an open-source MCP server that lets AI agents control Windows machines remotely. What it does: • Screenshots with UI element detection + OCR • Mouse/keyboard control (click, type, scroll, shortcuts) • File ...
2026-02-11T09:37:58
https://www.reddit.com/r/LocalLLaMA/comments/1r1t0dt/i_built_an_mcp_server_that_gives_ai_agents_full/
Neat-Football1149
self.LocalLLaMA
1970-01-01T00:00:00
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{}
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false
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self
5
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I built an autonomous research agent in C# that runs entirely on local LLMs (Ollama + llama3.1:8b)
0
I got tired of manually copy-pasting URLs into ChatGPT for research, so I built an agent that does it autonomously. Figured I'd share since this sub loves practical local LLM projects. **What it does:** - You give it a topic ("persistent memory for AI agents") - It generates 5-8 search queries - Searches the web via B...
2026-02-11T09:16:44
https://www.reddit.com/r/LocalLLaMA/comments/1r1soca/i_built_an_autonomous_research_agent_in_c_that/
Dynamic-Styles
self.LocalLLaMA
1970-01-01T00:00:00
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{}
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DeepSeek has launched grayscale testing for its new model on both its official website and app. 1M content length!
127
DeepSeek has launched grayscale testing for its new model on both its official website and app. The new model features a 1M context window and an updated knowledge base. Currently, access is limited to a select group of accounts." https://preview.redd.it/j1qiarng1uig1.png?width=1163&format=png&auto=webp&s=3a99f1652ea7...
2026-02-11T09:15:17
https://www.reddit.com/r/LocalLLaMA/comments/1r1snhv/deepseek_has_launched_grayscale_testing_for_its/
External_Mood4719
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1r1snhv
false
null
t3_1r1snhv
/r/LocalLLaMA/comments/1r1snhv/deepseek_has_launched_grayscale_testing_for_its/
false
false
https://preview.redd.it/…47a0df691d99a1b4
127
null
Step-3.5-Flash AIME 2026 Results
48
https://preview.redd.it/…939abe76b8f5e5
2026-02-11T09:14:14
https://www.reddit.com/r/LocalLLaMA/comments/1r1smw0/step35flash_aime_2026_results/
Abject-Ranger4363
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1r1smw0
false
null
t3_1r1smw0
/r/LocalLLaMA/comments/1r1smw0/step35flash_aime_2026_results/
false
false
https://preview.redd.it/…5087b6ccdc79de68
48
null
I am planning on building a home AI server, what would you recommend
1
I have seen many build around this price before ram surge, my budget is around 2500 USD not counting ram. I will try and read all your recommendations!
2026-02-11T08:58:28
https://www.reddit.com/r/LocalLLaMA/comments/1r1sdkp/i_am_planning_on_building_a_home_ai_server_what/
RecognitionPatient12
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1r1sdkp
false
null
t3_1r1sdkp
/r/LocalLLaMA/comments/1r1sdkp/i_am_planning_on_building_a_home_ai_server_what/
false
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self
1
null
I have 24GB VRAM and 64-72GB system memory. What coding model for a newbie would you recommend?
6
Title. A buddy of mine is running rnj-1 8b. I always read that qwen coder 3 was pretty top tier. Just read some posts that said it wasn't that great and running into issues. I don't have any projects in mind but somewhere between batch and bash scripting I think I could learn some more. Preferably python. Thanks in adv...
2026-02-11T08:24:16
https://www.reddit.com/r/LocalLLaMA/comments/1r1rtt3/i_have_24gb_vram_and_6472gb_system_memory_what/
ziggo0
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1r1rtt3
false
null
t3_1r1rtt3
/r/LocalLLaMA/comments/1r1rtt3/i_have_24gb_vram_and_6472gb_system_memory_what/
false
false
self
6
null
Implemented Pipeline Parallelism w/ micro batching on 3x Mac minis!
1
[removed]
2026-02-11T07:47:22
https://www.reddit.com/r/LocalLLaMA/comments/1r1r8ik/implemented_pipeline_parallelism_w_micro_batching/
East-Muffin-6472
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1r1r8ik
false
null
t3_1r1r8ik
/r/LocalLLaMA/comments/1r1r8ik/implemented_pipeline_parallelism_w_micro_batching/
false
false
https://preview.redd.it/…beeca5fff00cfefe
1
null
Nanbeige4.1-3B: A Small General Model that Reasons, Aligns, and Acts
144
Hi everyone 👋 We’re excited to share Nanbeige4.1-3B, the latest iteration of our open-source 3B model from Nanbeige LLM Lab. Our goal with this release is to explore whether a small general model can simultaneously achieve strong reasoning, robust preference alignment, and agentic behavior. https://preview.redd.it/8...
2026-02-11T07:38:59
https://www.reddit.com/r/LocalLLaMA/comments/1r1r3nk/nanbeige413b_a_small_general_model_that_reasons/
Tiny_Minimum_4384
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1r1r3nk
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t3_1r1r3nk
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false
false
https://preview.redd.it/…9398dbb2a40f6816
144
null
Nanbeige4.1-3B: A Small General Model that Reasons, Aligns, and Acts
2
Hi everyone 👋 We’re excited to share Nanbeige4.1-3B, the latest iteration of our open-source 3B model from Nanbeige LLM Lab. Our goal with this release is to explore whether a small general model can simultaneously achieve strong reasoning, robust preference alignment, and agentic behavior. [https://preview.redd.it/...
2026-02-11T07:35:23
https://www.reddit.com/r/LocalLLaMA/comments/1r1r1kn/nanbeige413b_a_small_general_model_that_reasons/
Tiny_Minimum_4384
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1r1r1kn
false
null
t3_1r1r1kn
/r/LocalLLaMA/comments/1r1r1kn/nanbeige413b_a_small_general_model_that_reasons/
false
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self
2
{'enabled': False, 'images': [{'id': 'YjyrWqfDJVwgGy5czS9cV1hWN9BL7-RLvY00hNEmG0M', 'resolutions': [{'height': 73, 'url': 'https://external-preview.redd.it/YjyrWqfDJVwgGy5czS9cV1hWN9BL7-RLvY00hNEmG0M.png?width=108&crop=smart&auto=webp&s=14ab9283b35c5234e5427a4ebb3fe398524db042', 'width': 108}, {'height': 146, 'url': 'h...
Nanbeige4.1-3B: A Small General Model that Reasons, Aligns, and Acts
1
[removed]
2026-02-11T07:31:31
https://www.reddit.com/r/LocalLLaMA/comments/1r1qzdg/nanbeige413b_a_small_general_model_that_reasons/
leran2098
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1r1qzdg
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t3_1r1qzdg
/r/LocalLLaMA/comments/1r1qzdg/nanbeige413b_a_small_general_model_that_reasons/
false
false
self
1
null
GLM-4.7.Flash - is it normal to behave like that? It's like I am talking to my anxious, Chinese girlfriend. I don't use AI so this is new to me
8
2026-02-11T07:27:49
https://i.redd.it/orx5tik1itig1.jpeg
Mayion
i.redd.it
1970-01-01T00:00:00
0
{}
1r1qx4j
false
null
t3_1r1qx4j
/r/LocalLLaMA/comments/1r1qx4j/glm47flash_is_it_normal_to_behave_like_that_its/
false
false
default
8
{'enabled': True, 'images': [{'id': 'orx5tik1itig1', 'resolutions': [{'height': 77, 'url': 'https://preview.redd.it/orx5tik1itig1.jpeg?width=108&crop=smart&auto=webp&s=619813a641d12eebe7c8f09316babdc8aaa8465b', 'width': 108}, {'height': 154, 'url': 'https://preview.redd.it/orx5tik1itig1.jpeg?width=216&crop=smart&auto=w...
Dual RTX 5060 Ti (32GB pooled VRAM) vs Single RTX 5070 Ti (16GB): Real-world LLM benchmarks on Blackwell
4
I am the obsessive sort, and lately my obsession is ML/AI and particularly local LLM and GAI for privacy reasons. (I’m a lawyer. I want to use AI for my work but I will not upload unfiled patent disclosures to the cloud.) Long, aggravating story short, I built two Blackwell-based AI inference systems and ran some basic...
2026-02-11T07:15:10
https://www.reddit.com/r/LocalLLaMA/comments/1r1qpdv/dual_rtx_5060_ti_32gb_pooled_vram_vs_single_rtx/
SMTPA
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1r1qpdv
false
null
t3_1r1qpdv
/r/LocalLLaMA/comments/1r1qpdv/dual_rtx_5060_ti_32gb_pooled_vram_vs_single_rtx/
false
false
self
4
null
[Tool] I built a free VRAM calculator - instantly check if your GPU can run DeepSeek, Llama 3, Mixtral & 50+ LLMs
1
[removed]
2026-02-11T07:10:26
https://www.reddit.com/r/LocalLLaMA/comments/1r1qmg3/tool_i_built_a_free_vram_calculator_instantly/
Prudent_Sundae_4165
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1r1qmg3
false
null
t3_1r1qmg3
/r/LocalLLaMA/comments/1r1qmg3/tool_i_built_a_free_vram_calculator_instantly/
false
false
self
1
null
Why use anything other than Deepseek v3.2
0
I was looking on openrouter at models to use, I was burning a lot of money with claude, and I realized that deepseek is ridiculously priced. Claude is overpriced in itself, but even when looking at other open source options: Kimi k2.5: $0.45/M input $2.25/M output GLM 4.7: $0.40/M input $1.50/M output Deepseek V3.2:...
2026-02-11T06:48:22
https://www.reddit.com/r/LocalLLaMA/comments/1r1q8wk/why_use_anything_other_than_deepseek_v32/
FusionCow
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1r1q8wk
false
null
t3_1r1q8wk
/r/LocalLLaMA/comments/1r1q8wk/why_use_anything_other_than_deepseek_v32/
false
false
self
0
null
EpsteinFiles-RAG: Building a RAG Pipeline on 2M+ Pages
166
I love playing around with RAG and AI, optimizing every layer to squeeze out better performance. Last night I thought: why not tackle something massive? Took the Epstein Files dataset from Hugging Face (teyler/epstein-files-20k) – 2 million+ pages of trending news and documents. The cleaning, chunking, and optimizatio...
2026-02-11T05:02:36
https://www.reddit.com/r/LocalLLaMA/comments/1r1oan9/epsteinfilesrag_building_a_rag_pipeline_on_2m/
Cod3Conjurer
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1r1oan9
false
null
t3_1r1oan9
/r/LocalLLaMA/comments/1r1oan9/epsteinfilesrag_building_a_rag_pipeline_on_2m/
false
false
self
166
{'enabled': False, 'images': [{'id': 'HS43gjsetIRzS9zSam_Zxf9iUJCH1VFfDMqLq8U7IAg', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/HS43gjsetIRzS9zSam_Zxf9iUJCH1VFfDMqLq8U7IAg.png?width=108&crop=smart&auto=webp&s=58b424cdcade69639ff5f322b5efa22fb219256e', 'width': 108}, {'height': 108, 'url': 'h...
I rebuild my Regency model in 27b
42
Yeah. Got $3 bucks left on the vast ai, so I burned them the proper way, rebuilding my old model that thinks it's 1800s. If you have to ask why, then you don't really know me. I'm sure, it will do well in clawdbot, hahahaha: [https://huggingface.co/FPHam/Regency-Aghast-27b-GGUF](https://huggingface.co/FPHam/Regency-Ag...
2026-02-11T05:02:20
https://i.redd.it/ghnqgnkkrsig1.jpeg
FPham
i.redd.it
1970-01-01T00:00:00
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{}
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t3_1r1oag8
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false
default
42
{'enabled': True, 'images': [{'id': 'ghnqgnkkrsig1', 'resolutions': [{'height': 72, 'url': 'https://preview.redd.it/ghnqgnkkrsig1.jpeg?width=108&crop=smart&auto=webp&s=da7427ab46baec17e3e22092aec90f61377039c2', 'width': 108}, {'height': 144, 'url': 'https://preview.redd.it/ghnqgnkkrsig1.jpeg?width=216&crop=smart&auto=w...
Glm 4.7 AWQ
4
For those who do - How do you run it on GPUs? I tried QuantTio on vllm 0.14.1 (Blackwell not broken). It works well till 100k tokens and just hangs after. Then eventually some async process fails on the logs and vllm crashes. Seems like software problem. Anything later vllm just crashes shortly after startup. There i...
2026-02-11T04:37:00
https://www.reddit.com/r/LocalLLaMA/comments/1r1nsfo/glm_47_awq/
val_in_tech
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1r1nsfo
false
null
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/r/LocalLLaMA/comments/1r1nsfo/glm_47_awq/
false
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self
4
null
People who expose their llm to the internet how are you doing securely?
7
Lets say I want to use my local llm from my phone how do you expose it in secure way?
2026-02-11T04:33:56
https://www.reddit.com/r/LocalLLaMA/comments/1r1nq95/people_who_expose_their_llm_to_the_internet_how/
ResponsibleTruck4717
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1r1nq95
false
null
t3_1r1nq95
/r/LocalLLaMA/comments/1r1nq95/people_who_expose_their_llm_to_the_internet_how/
false
false
self
7
null
Nanbeige4.1-3B: A Small General Model that Reasons, Aligns, and Acts
88
Hi everyone 👋 We’re excited to share Nanbeige4.1-3B, the latest iteration of our open-source 3B model from Nanbeige LLM Lab. Our goal with this release is to explore whether a small general model can simultaneously achieve strong reasoning, robust preference alignment, and agentic behavior. **Key Highlights** ...
2026-02-11T04:08:10
https://www.reddit.com/r/LocalLLaMA/comments/1r1n7mz/nanbeige413b_a_small_general_model_that_reasons/
leran2098
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1r1n7mz
false
null
t3_1r1n7mz
/r/LocalLLaMA/comments/1r1n7mz/nanbeige413b_a_small_general_model_that_reasons/
false
false
https://preview.redd.it/…a2aaf34d6992f976
88
null
OpenAI Codex IDE (the VSCode/Codium plugin) working with local ollama
5
So there seems to be semi-official support for Codex CLI to use OSS/Ollama models and lots of discussion and documentation on how to do that, but at the moment it's supposedly not supported in IDE since it doesn't support profiles or flags the same way CLI does. Since I would personally rather use the IDE plugin in VS...
2026-02-11T04:00:23
https://www.reddit.com/r/LocalLLaMA/comments/1r1n1qp/openai_codex_ide_the_vscodecodium_plugin_working/
cecilkorik
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1r1n1qp
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null
t3_1r1n1qp
/r/LocalLLaMA/comments/1r1n1qp/openai_codex_ide_the_vscodecodium_plugin_working/
false
false
self
5
null
PSA - Got MiniCPM-o 4.5 working on my PC and Its the Real Thing
3
I like to tell my friends AGI won't arrive unless we solve two problems: - Continuous Learning: being able to learn from world experiences without degradation in performance - Continuous Thinking: being able to experience the world continuously and act proactively instead of turn-taking like most LLMs Like this model...
2026-02-11T03:47:50
https://www.youtube.com/watch?v=sf9tfpK2UwQ
Interpause
youtube.com
1970-01-01T00:00:00
0
{}
1r1msf8
false
null
t3_1r1msf8
/r/LocalLLaMA/comments/1r1msf8/psa_got_minicpmo_45_working_on_my_pc_and_its_the/
false
false
default
3
null
An Open Source Scalable multi-agent framework (open source gemini deep research?)
3
Hi all! I made a small library for running multi-agent workflows in Python. Basically this allows your agents to run sequentially or in parallel, with a special built-in expandable context management so agent #36 doesn't get filled with junk output from agent #15. You define the agents like this: ``` planner = Agent(...
2026-02-11T03:44:50
https://www.reddit.com/r/LocalLLaMA/comments/1r1mq23/an_open_source_scalable_multiagent_framework_open/
Pretend_Outcome_3861
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1r1mq23
false
null
t3_1r1mq23
/r/LocalLLaMA/comments/1r1mq23/an_open_source_scalable_multiagent_framework_open/
false
false
self
3
{'enabled': False, 'images': [{'id': 'Skqn_a8P3KiTR2QtJbO3-IxYTGgcmg1JEvYQykZk8QI', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/Skqn_a8P3KiTR2QtJbO3-IxYTGgcmg1JEvYQykZk8QI.png?width=108&crop=smart&auto=webp&s=ed97dce48cff1959642c2188f962ae0bf8aa673a', 'width': 108}, {'height': 108, 'url': 'h...
Just a gibberish question. Anyone working on personal AI?
4
hey yall I'm sure there are a handful of you working on personal AI. how's it going for you? are you stuck at anything or have any insight to share? For me, local memory limitation is becoming an issue so i'm working on prompt/memory selection, pruning, and refining before providing it to llm. any discu...
2026-02-11T03:44:06
https://www.reddit.com/r/LocalLLaMA/comments/1r1mphl/just_a_gibberish_question_anyone_working_on/
Mean_Bird_6331
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1r1mphl
false
null
t3_1r1mphl
/r/LocalLLaMA/comments/1r1mphl/just_a_gibberish_question_anyone_working_on/
false
false
self
4
null
Mac mini for local Inference: Feb 2026 edition
1
I am wanting to do a bunch of local LLM inferencing and been looking at the Mac mini M4 Pro with 64GB. I am wanting to run a couple of smaller models in parallel or load run and dump them in quick succession. What is peoples experience? - is this a good pick or should I be springing for a Mac Studio - not going ...
2026-02-11T03:15:57
https://www.reddit.com/r/LocalLLaMA/comments/1r1m3mj/mac_mini_for_local_inference_feb_2026_edition/
EcstaticImport
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1r1m3mj
false
null
t3_1r1m3mj
/r/LocalLLaMA/comments/1r1m3mj/mac_mini_for_local_inference_feb_2026_edition/
false
false
self
1
null
Benchmarking LLM Inference on RTX PRO 6000 SE / H100 / H200 / B200
38
Hi LocalLlama community. I present an LLM inference throughput benchmark for RTX PRO 6000 SE vs H100, H200, and B200 GPUs, based on the vllm serve and vllm bench serve benchmarking tools, to understand the cost-efficiency of various datacenter GPU options. Pro 6000 is significantly cheaper and is built on the latest Bl...
2026-02-11T03:02:07
https://www.reddit.com/r/LocalLLaMA/comments/1r1lskx/benchmarking_llm_inference_on_rtx_pro_6000_se/
NoVibeCoding
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1r1lskx
false
null
t3_1r1lskx
/r/LocalLLaMA/comments/1r1lskx/benchmarking_llm_inference_on_rtx_pro_6000_se/
false
false
https://b.thumbs.redditm…fxmW0an86aSU.jpg
38
null
Agentic coding is fast, but the first draft is usually messy.
0
Agentic coding is fast, but the first draft often comes out messy. What keeps biting me is that the model tends to write way more code than the job needs, spiral into over engineering, and go on side quests that look productive but do not move the feature forward. So I treat the initial output as a draft, not a finish...
2026-02-11T03:01:44
https://www.reddit.com/r/LocalLLaMA/comments/1r1ls9w/agentic_coding_is_fast_but_the_first_draft_is/
BC_MARO
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1r1ls9w
false
null
t3_1r1ls9w
/r/LocalLLaMA/comments/1r1ls9w/agentic_coding_is_fast_but_the_first_draft_is/
false
false
self
0
null
My NAS runs an 80B LLM at 18 tok/s on its iGPU. No discrete GPU. Still optimizing.
125
I didn't want to buy two systems. That was the whole thing. I needed a NAS. I also wanted to mess around with local LLMs. And I really didn't want to explain to my wife why I needed a second box just to talk to a chatbot that sometimes hallucinates, I have my father-in-law for that. So when I was specing out my NAS bu...
2026-02-11T02:52:10
https://www.reddit.com/r/LocalLLaMA/comments/1r1lkfw/my_nas_runs_an_80b_llm_at_18_toks_on_its_igpu_no/
BetaOp9
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1r1lkfw
false
null
t3_1r1lkfw
/r/LocalLLaMA/comments/1r1lkfw/my_nas_runs_an_80b_llm_at_18_toks_on_its_igpu_no/
false
false
self
125
{'enabled': False, 'images': [{'id': '7XuGNsDt-L1UbizUkA1NrOGf4nH-t8qPqm2cIQEnukM', 'resolutions': [{'height': 108, 'url': 'https://external-preview.redd.it/7XuGNsDt-L1UbizUkA1NrOGf4nH-t8qPqm2cIQEnukM.jpeg?width=108&crop=smart&auto=webp&s=8ee9447919337ead4f2e43eb416b392a69c3053f', 'width': 108}, {'height': 216, 'url': ...
Lorashare: Compress multiple LoRA adapters into a shared subspace to reduce storage
21
Lorashare is a Python package that lets you use multiple LoRA adapters with 100x memory savings. Based on recent research from The Johns Hopkins University, LoRA adapters trained on different tasks share a common low-rank subspace and this lets you store several task-specific models with the memory size of one ad...
2026-02-11T02:50:36
https://github.com/ronantakizawa/lorashare
Ok_Employee_6418
github.com
1970-01-01T00:00:00
0
{}
1r1lj7j
false
null
t3_1r1lj7j
/r/LocalLLaMA/comments/1r1lj7j/lorashare_compress_multiple_lora_adapters_into_a/
false
false
default
21
{'enabled': False, 'images': [{'id': '521Dx4-jCVhJD9XbbCUR0M8gDSQrLSkxIJQ4GeQsU6c', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/521Dx4-jCVhJD9XbbCUR0M8gDSQrLSkxIJQ4GeQsU6c.png?width=108&crop=smart&auto=webp&s=2af1b0ddc1d58aec5f938f6a6a83ab5cc0894f9e', 'width': 108}, {'height': 108, 'url': 'h...
Looking for suggestions for a local LLM to use with open code or claude code.
4
Hi I am fairly new to this, so please excuse my naivety. My device specs are: NVIDIA 4060ti 16GB VRAM 32 GB DDR5 RAM Intel i5-13600K So far I have tried gpt-oss-20b, GLM-4.7 Flash, Devstral Small 2-24B. Gpt-oss works okay with opencode and is fast enough on my device, but sometimes gets into these loops where it fa...
2026-02-11T02:01:11
https://www.reddit.com/r/LocalLLaMA/comments/1r1kfg7/looking_for_suggestions_for_a_local_llm_to_use/
BawliTaread
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1r1kfg7
false
null
t3_1r1kfg7
/r/LocalLLaMA/comments/1r1kfg7/looking_for_suggestions_for_a_local_llm_to_use/
false
false
self
4
null
PSA on llama.cpp —spec-type ngram-mod (use LF not CRLF, 35x speedup)
49
TLDR; if using llama-server with —spec-type ngram-mod, and pasting/uploading/sending text files, make sure the files use LF instead of CRLF. When I would copy a file from vscode and paste into the native llama-server webui with ngram speculative decoding enabled, there was no speed boost for file editing responses. I ...
2026-02-11T01:48:39
https://www.reddit.com/r/LocalLLaMA/comments/1r1k5gn/psa_on_llamacpp_spectype_ngrammod_use_lf_not_crlf/
dnsod_si666
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1r1k5gn
false
null
t3_1r1k5gn
/r/LocalLLaMA/comments/1r1k5gn/psa_on_llamacpp_spectype_ngrammod_use_lf_not_crlf/
false
false
self
49
{'enabled': False, 'images': [{'id': 'otJ_aa3F7WW5HxFyiqo9WYvPHZne6Vm7_vOX9ovWl4E', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/otJ_aa3F7WW5HxFyiqo9WYvPHZne6Vm7_vOX9ovWl4E.png?width=108&crop=smart&auto=webp&s=f9cc48bbc77da5b1c8f2fa1a201851b0bb57b68c', 'width': 108}, {'height': 108, 'url': 'h...
​I built a "Dreaming" engine for local LLMs using Inverse Graph Traversal ("Anti-Gravity") to fix Model Collapse
0
\*\*The Problem: Catastrophic Forgetting in RAG\*\* We all know RAG systems rely on "Gravity" (high probability/similarity). If a memory node isn't strongly connected, it effectively disappears. The "Long Tail" of data rots, and the model collapses into a loop of only retrieving the most obvious facts. \*\*The Soluti...
2026-02-11T01:42:58
https://i.redd.it/b6rpfawrsrig1.png
ValkyrieAsRoot
i.redd.it
1970-01-01T00:00:00
0
{}
1r1k0zh
false
null
t3_1r1k0zh
/r/LocalLLaMA/comments/1r1k0zh/i_built_a_dreaming_engine_for_local_llms_using/
false
false
default
0
{'enabled': True, 'images': [{'id': 'b6rpfawrsrig1', 'resolutions': [{'height': 92, 'url': 'https://preview.redd.it/b6rpfawrsrig1.png?width=108&crop=smart&auto=webp&s=a5a383fc1e14c2a98dd31006e84882829a107841', 'width': 108}, {'height': 185, 'url': 'https://preview.redd.it/b6rpfawrsrig1.png?width=216&crop=smart&auto=web...
i finetuned qwen 14b on my discord messages so it can autocomplete for me
73
i finetuned qwen on my discord messages so it can autocomplete for me while i type. tab to suggest, shift+tab to accept. kinda like copilot! the dataset is \~250 conversations from my discord via a [scraping tool](https://github.com/Tyrrrz/DiscordChatExporter). a script formats these as chat-ml training samples. i...
2026-02-11T00:54:40
https://v.redd.it/128ehu3ojrig1
B44ken
v.redd.it
1970-01-01T00:00:00
0
{}
1r1ixx4
false
{'reddit_video': {'bitrate_kbps': 2400, 'dash_url': 'https://v.redd.it/128ehu3ojrig1/DASHPlaylist.mpd?a=1773363299%2CY2NhZTQwZTFkNjNmMjIyMDM5M2FlNzhmYzMyYWVmYWI3NjY4Y2EzMDQ1MWUyYTVhM2MyYzE0N2IyZTBiMGUwNA%3D%3D&v=1&f=sd', 'duration': 16, 'fallback_url': 'https://v.redd.it/128ehu3ojrig1/CMAF_720.mp4?source=fallback', 'ha...
t3_1r1ixx4
/r/LocalLLaMA/comments/1r1ixx4/i_finetuned_qwen_14b_on_my_discord_messages_so_it/
false
false
https://external-preview…00a719346901806a
73
{'enabled': False, 'images': [{'id': 'cXh4bTUxNG9qcmlnMRM_V8ZFFQqRSvchLLHbQ0c5NybEjNwn4ZOI2DTNmagB', 'resolutions': [{'height': 30, 'url': 'https://external-preview.redd.it/cXh4bTUxNG9qcmlnMRM_V8ZFFQqRSvchLLHbQ0c5NybEjNwn4ZOI2DTNmagB.png?width=108&crop=smart&format=pjpg&auto=webp&s=71cd7ae0856df92ea90e8fa077b75b8f47948...
I've Made llama.cpp Bindings for Java & An Android App Making Template
8
A Direct Android & Java Build for llama.rn You Can Use The Project From The Examples Directory As An App Making Template [My Library / Bindings](https://github.com/ForbiddenByte/llama4aj) Demos & Videos Coming! [https://github.com/ForbiddenByte/llama4aj](https://github.com/ForbiddenByte/llama4aj)
2026-02-11T00:43:15
https://www.reddit.com/r/LocalLLaMA/comments/1r1iokp/ive_made_llamacpp_bindings_for_java_an_android/
FaithlessnessLife876
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1r1iokp
false
null
t3_1r1iokp
/r/LocalLLaMA/comments/1r1iokp/ive_made_llamacpp_bindings_for_java_an_android/
false
false
self
8
{'enabled': False, 'images': [{'id': 'nA5gnbj0O2rHZWXEFtMzWny1-wtZnWe0TDCdYvLVk9Q', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/nA5gnbj0O2rHZWXEFtMzWny1-wtZnWe0TDCdYvLVk9Q.png?width=108&crop=smart&auto=webp&s=07701e8a25acddb6340906c8264771b658ae5ec7', 'width': 108}, {'height': 108, 'url': 'h...
pytest-eval - test LLM apps with local embeddings, no API key needed
1
Built a pytest plugin for testing LLM outputs. The similarity methods run entirely local using sentence-transformers (all-MiniLM-L6-v2); no API key, no cloud calls. def test_chatbot(ai): response = my_local_llm("What is the capital of France?") assert ai.similar(response, "Paris i...
2026-02-11T00:42:24
https://www.reddit.com/r/LocalLLaMA/comments/1r1invj/pytesteval_test_llm_apps_with_local_embeddings_no/
doganarif
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1r1invj
false
null
t3_1r1invj
/r/LocalLLaMA/comments/1r1invj/pytesteval_test_llm_apps_with_local_embeddings_no/
false
false
self
1
{'enabled': False, 'images': [{'id': 'BlGa7xC_7xCo4vFGr3n7LNE1TD32TEpTbXLhZoBmTOs', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/BlGa7xC_7xCo4vFGr3n7LNE1TD32TEpTbXLhZoBmTOs.png?width=108&crop=smart&auto=webp&s=3d4aa3bbd306a40cd66f4f39afc07ed31aea69c7', 'width': 108}, {'height': 108, 'url': 'h...
From Golden Gate Bridge to Broken JSON: Why Anthropic's SAE Steering Fails for Structured Output
7
After six experiments and dozens of failed attempts, I learned something I did not expect: activation steering, the technique Anthropic uses for AI safety, completely fails for one of the most common tasks in production LLM deployments: generating valid JSON. And I don't mean "fails to help." **My steering-only approa...
2026-02-11T00:31:50
https://huggingface.co/blog/MaziyarPanahi/sae-steering-json
dark-night-rises
huggingface.co
1970-01-01T00:00:00
0
{}
1r1if1l
false
null
t3_1r1if1l
/r/LocalLLaMA/comments/1r1if1l/from_golden_gate_bridge_to_broken_json_why/
false
false
https://external-preview…0e40abd35df80904
7
{'enabled': False, 'images': [{'id': '853ojAkDWolmIydcLsFwuhcjmi6hfAcSLVbMQBfIw2k', 'resolutions': [{'height': 44, 'url': 'https://external-preview.redd.it/853ojAkDWolmIydcLsFwuhcjmi6hfAcSLVbMQBfIw2k.png?width=108&crop=smart&auto=webp&s=969e4277ea89fcc85cf642894af6c7eb632403e4', 'width': 108}, {'height': 89, 'url': 'ht...
Reducing context size via framework reduction
0
264,601 → 70,621. 3.7:1. 19 articles. 10 domains. 2/57 over-stripped. 0 comprehension failures. Abstract domains: higher ratios. Concrete domains: lower ratios. Framing density inversely proportional to structural density. Train 124M on stripped data. Measure hallucination rate. Do it. -Finch Behnett
2026-02-11T00:24:41
https://www.reddit.com/r/LocalLLaMA/comments/1r1i8w5/reducing_context_size_via_framework_reduction/
NotAMooseIRL
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1r1i8w5
false
null
t3_1r1i8w5
/r/LocalLLaMA/comments/1r1i8w5/reducing_context_size_via_framework_reduction/
false
false
self
0
null
How to avoid prefilling entire context each prompy when using Claude Code
1
I'm running a llama.cpp server with Qwen3-coder-30b and asking Claude Code questions, but responses take a while, or at least I believe so, and I think it's because it seems each prompt goes through the entire context even though prompt caching is enabled. Shouldn't it only be processing the new prompts, assuming the ...
2026-02-11T00:06:20
https://www.reddit.com/r/LocalLLaMA/comments/1r1htli/how_to_avoid_prefilling_entire_context_each/
mirage555
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1r1htli
false
null
t3_1r1htli
/r/LocalLLaMA/comments/1r1htli/how_to_avoid_prefilling_entire_context_each/
false
false
self
1
null
Monolith 0.2a - a local AI workstation
0
Howdy. Meet **Monolith**, my experimental local workstation (0.2a) It is open source (link below), surely not the best program but it is my baby due to it being my first project. \--- **UNIQUE FEATURES:** * UPDATE mid-generation (interrupt and redirect the LLM while it's still writing) * Save and restore full works...
2026-02-10T23:49:08
https://www.reddit.com/gallery/1r1henj
Financial-Bank2756
reddit.com
1970-01-01T00:00:00
0
{}
1r1henj
false
null
t3_1r1henj
/r/LocalLLaMA/comments/1r1henj/monolith_02a_a_local_ai_workstation/
false
false
https://preview.redd.it/…267745995afbb4b0
0
null
How are you using Llama 3.1 8B?
0
All the attention and chatter is around the big models: Claude, GPT, DeepSeek, etc. But we rarely talk about the smaller models like Llama 3.1 8B, which in my opinion are great models if you know how to use them. These are not frontier models, and they shouldn't be used as such. They are prone to hallucinations and th...
2026-02-10T23:36:05
https://www.reddit.com/r/LocalLLaMA/comments/1r1h36l/how_are_you_using_llama_31_8b/
forevergeeks
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1r1h36l
false
null
t3_1r1h36l
/r/LocalLLaMA/comments/1r1h36l/how_are_you_using_llama_31_8b/
false
false
self
0
{'enabled': False, 'images': [{'id': 'Tbg5cmQ82zn2mzbGD2aqKNfOanCOH-HH4jWQ0KAvxxk', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/Tbg5cmQ82zn2mzbGD2aqKNfOanCOH-HH4jWQ0KAvxxk.png?width=108&crop=smart&auto=webp&s=c5d2bd8b081254d6a7231cae3936d381c10a0b33', 'width': 108}, {'height': 108, 'url': 'h...
looking for an open source drop in replacement for openai realtime mini model for a voice agent
3
looking for an open source drop in replacement for openai realtime mini model to create a voice agent
2026-02-10T23:30:33
https://www.reddit.com/r/LocalLLaMA/comments/1r1gy6d/looking_for_an_open_source_drop_in_replacement/
Constant_Farmer_1643
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1r1gy6d
false
null
t3_1r1gy6d
/r/LocalLLaMA/comments/1r1gy6d/looking_for_an_open_source_drop_in_replacement/
false
false
self
3
null
SFT-only vs SFT & DPO ?
7
I’m hitting a wall that I think every LLM builder eventually hits. I’ve squeezed everything I can out of SFT-only. The model is behaving. It follows instructions. It’s... fine. But it feels lobotomized. It has plateaued into this "polite average" where it avoids risks so much that it stops being insightful. So I’m st...
2026-02-10T22:41:24
https://www.reddit.com/r/LocalLLaMA/comments/1r1fpe0/sftonly_vs_sft_dpo/
Euphoric_Network_887
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1r1fpe0
false
null
t3_1r1fpe0
/r/LocalLLaMA/comments/1r1fpe0/sftonly_vs_sft_dpo/
false
false
self
7
null
UI-TARS desktop agent - this actually looks interesting as it comes with it's own local model
10
Looking at [https://github.com/bytedance/UI-TARS](https://github.com/bytedance/UI-TARS) (Bytedance, darn, they are unstoppable) And the [UI-TARS-1.5-7B](https://huggingface.co/ByteDance-Seed/UI-TARS-1.5-7B) is 7B model that can surely run on most people's irons. Anybody using it? There are more new projects com...
2026-02-10T22:39:30
https://www.reddit.com/r/LocalLLaMA/comments/1r1fnon/uitars_desktop_agent_this_actually_looks/
FPham
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1r1fnon
false
null
t3_1r1fnon
/r/LocalLLaMA/comments/1r1fnon/uitars_desktop_agent_this_actually_looks/
false
false
self
10
{'enabled': False, 'images': [{'id': 'nKF2gvq5OiFcTaZOubhgtt1yPODq1THcxmnTDtEzEiE', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/nKF2gvq5OiFcTaZOubhgtt1yPODq1THcxmnTDtEzEiE.png?width=108&crop=smart&auto=webp&s=acff2a68bd40cc1ebc37e4957acf687e780ec0ca', 'width': 108}, {'height': 108, 'url': 'h...
wish aws bedrock supported newer models like minimax 2.1, glm 4.7, kimi k2.5 etc.
0
i've been using bedrock for a while and while i like the unified api, i feel like the pace at which they add new open/open-weights models is lagging way behind the industry. specifically, i’d love to see support for high-performing newer models like minimax 2.1, glm 4.7, or kimi k2.5. these are making waves in benchma...
2026-02-10T22:26:49
https://www.reddit.com/r/LocalLLaMA/comments/1r1fbtm/wish_aws_bedrock_supported_newer_models_like/
Routine_Connection8
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1r1fbtm
false
null
t3_1r1fbtm
/r/LocalLLaMA/comments/1r1fbtm/wish_aws_bedrock_supported_newer_models_like/
false
false
self
0
null
Huawei just quietly dropped its first GGUF models quantized with a SINQ variant
1
[removed]
2026-02-10T22:25:07
https://i.redd.it/8z6fsv4htqig1.png
Only-Care-6333
i.redd.it
1970-01-01T00:00:00
0
{}
1r1fa8j
false
null
t3_1r1fa8j
/r/LocalLLaMA/comments/1r1fa8j/huawei_just_quietly_dropped_its_first_gguf_models/
false
false
default
1
{'enabled': True, 'images': [{'id': '8z6fsv4htqig1', 'resolutions': [{'height': 60, 'url': 'https://preview.redd.it/8z6fsv4htqig1.png?width=108&crop=smart&auto=webp&s=762c0a5fd754fd4f1448f1b3fa801b63401b263f', 'width': 108}, {'height': 121, 'url': 'https://preview.redd.it/8z6fsv4htqig1.png?width=216&crop=smart&auto=web...
Feedback Request: GPU-Heavy, Always-On Inference Workstation (Micro Center + Marketplace / eBay Options)
5
Hello All, I’m planning a GPU-heavy, always-on inference workstation and would appreciate input before committing to hardware. My goal is to balance cost, scalability, and long-term usability without overbuilding too early. Workload Overview: •Continuous, always-on inference (not bursty) • Mix of real-time signal p...
2026-02-10T22:00:32
https://www.reddit.com/r/LocalLLaMA/comments/1r1en5q/feedback_request_gpuheavy_alwayson_inference/
Bulky_Exercise_4054
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1r1en5q
false
null
t3_1r1en5q
/r/LocalLLaMA/comments/1r1en5q/feedback_request_gpuheavy_alwayson_inference/
false
false
self
5
null
Github crawler, Your invited.
0
[Autonomous-Mapping](https://github.com/rwilliamspbg-ops/Autonomous-Mapping)  [Sovereign\_Map\_Federated\_Learning](https://github.com/rwilliamspbg-ops/Sovereign_Map_Federated_Learning)  [Sovereign-Mohawk-Proto](https://github.com/rwilliamspbg-ops/Sovereign-Mohawk-Proto)
2026-02-10T21:58:57
https://github.com/rwilliamspbg-ops
Famous_Aardvark_8595
github.com
1970-01-01T00:00:00
0
{}
1r1elj4
false
null
t3_1r1elj4
/r/LocalLLaMA/comments/1r1elj4/github_crawler_your_invited/
false
false
default
0
null
Just created the most unhinged agent response ever, and it's hillarious
0
Ok I randomly download prompts and stuff and I found the most unhinged combination i've ever seen, and it made my day, i hope this makes you laugh. Random Model used: "jimscard/adult-film-screenwriter-nsfw:latest" Random Prompt I found: "You are a synthetic data generator named "TestPrompt-Gen", deployed exclusively ...
2026-02-10T21:49:45
https://www.reddit.com/r/LocalLLaMA/comments/1r1ecqf/just_created_the_most_unhinged_agent_response/
Savantskie1
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1r1ecqf
false
null
t3_1r1ecqf
/r/LocalLLaMA/comments/1r1ecqf/just_created_the_most_unhinged_agent_response/
false
false
self
0
null
Request a little feedback.
1
**MOHAWK (Mobile Offloading and Heterogeneous Adaptive Weights for Knowledge)** orchestration framework, sandboxing is critical because the decentralized nature of the mesh means we must treat every node as "potentially compromised" until proven otherwise. To prevent a compromised node from performing unauthorized act...
2026-02-10T21:45:36
https://www.reddit.com/r/LocalLLaMA/comments/1r1e8vo/request_a_little_feedback/
Famous_Aardvark_8595
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1r1e8vo
false
null
t3_1r1e8vo
/r/LocalLLaMA/comments/1r1e8vo/request_a_little_feedback/
false
false
self
1
null
Built a persistent memory hub with real-time AI-to-AI communication — thinking about open-sourcing it. Would you use this?
0
I've been building a system called Mycelium Memory Hub. The core idea: AI agents shouldn't lose context between sessions, and they should be able to talk to each other in real time. What it does: * Persistent memory across AI sessions — conversations, patterns, project context stored in SQLite (dev) or PostgreSQL (pr...
2026-02-10T21:09:16
https://www.reddit.com/r/LocalLLaMA/comments/1r1d9wk/built_a_persistent_memory_hub_with_realtime/
Fragrant_Hippo_2487
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1r1d9wk
false
null
t3_1r1d9wk
/r/LocalLLaMA/comments/1r1d9wk/built_a_persistent_memory_hub_with_realtime/
false
false
self
0
null
MCP support in llama.cpp is ready for testing
241
Assume this is a work in progress, guys, so proceed only if you know what you’re doing: [https://github.com/ggml-org/llama.cpp/pull/18655](https://github.com/ggml-org/llama.cpp/pull/18655)
2026-02-10T20:58:40
https://i.redd.it/yyar9f4hdqig1.png
jacek2023
i.redd.it
1970-01-01T00:00:00
0
{}
1r1czgk
false
null
t3_1r1czgk
/r/LocalLLaMA/comments/1r1czgk/mcp_support_in_llamacpp_is_ready_for_testing/
false
false
default
241
{'enabled': True, 'images': [{'id': 'yyar9f4hdqig1', 'resolutions': [{'height': 72, 'url': 'https://preview.redd.it/yyar9f4hdqig1.png?width=108&crop=smart&auto=webp&s=749753a52d1d44c0fd0a87ead8f48c383147159f', 'width': 108}, {'height': 145, 'url': 'https://preview.redd.it/yyar9f4hdqig1.png?width=216&crop=smart&auto=web...
Built an AI coding copilot with full Ollama + LM Studio support (no cloud required)
0
Hey r/LocalLLaMA! I built Atlarix - an AI coding assistant that works fully offline with local models. Thought this community would appreciate the privacy-first approach. \*\*Full local model support:\*\* ✅ Ollama integration (tested with CodeLlama, Deepseek Coder, Qwen) ✅ LM Studio support ✅ No telemetry, all...
2026-02-10T20:30:13
https://www.reddit.com/r/LocalLLaMA/comments/1r1c7n2/built_an_ai_coding_copilot_with_full_ollama_lm/
Altruistic_Night_327
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1r1c7n2
false
null
t3_1r1c7n2
/r/LocalLLaMA/comments/1r1c7n2/built_an_ai_coding_copilot_with_full_ollama_lm/
false
false
self
0
{'enabled': False, 'images': [{'id': 'JZ7ZzlQQNkEiETZj2JC7sPYuwE2xXdZsT9I-6T6AX2k', 'resolutions': [{'height': 56, 'url': 'https://external-preview.redd.it/JZ7ZzlQQNkEiETZj2JC7sPYuwE2xXdZsT9I-6T6AX2k.png?width=108&crop=smart&auto=webp&s=a19d7a8c23fb0b949675372c615cf41ecff745ac', 'width': 108}, {'height': 113, 'url': 'h...
No GPU Club : How many of you do use Local LLMs without GPUs?
45
Months ago, I spotted someone here who do use local models without GPU like his rig don't have GPU at all & with 64/96GB RAM(I don't remember exactly). Even recently spotted few more folks without GPUs. There was even 1-2 recent CPU-only threads. Now curious to know how many folks here work with local models without G...
2026-02-10T20:29:57
https://www.reddit.com/r/LocalLLaMA/comments/1r1c7ct/no_gpu_club_how_many_of_you_do_use_local_llms/
pmttyji
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1r1c7ct
false
null
t3_1r1c7ct
/r/LocalLLaMA/comments/1r1c7ct/no_gpu_club_how_many_of_you_do_use_local_llms/
false
false
self
45
null
Are there any carrier subsidized phones that can get 20 tkps on a 1b ai model?
0
you can get a moto g play for like 29.99 and it can run Qwen2.5 0.6b 8q at like 2-7 but I want faster. also, is there anyway to run like 10 small ai models and get them to all work in parrelell on a task?
2026-02-10T20:23:59
https://www.reddit.com/r/LocalLLaMA/comments/1r1c1du/are_there_any_carrier_subsidized_phones_that_can/
Former_Step_9837
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1r1c1du
false
null
t3_1r1c1du
/r/LocalLLaMA/comments/1r1c1du/are_there_any_carrier_subsidized_phones_that_can/
false
false
self
0
null
Aratta — a sovereignty layer that sits between your app and every AI provider. Local-first, cloud as fallback. considering open-sourced if i see there is an interest in it.
0
# Aratta *The land that traded with empires but was never conquered.* --- ## Why You got rate-limited again. Or your API key got revoked. Or they changed their message format and your pipeline broke at 2am. Or you watched your entire system go dark bec...
2026-02-10T20:10:05
https://www.reddit.com/r/LocalLLaMA/comments/1r1bnh7/aratta_a_sovereignty_layer_that_sits_between_your/
Fragrant_Hippo_2487
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1r1bnh7
false
null
t3_1r1bnh7
/r/LocalLLaMA/comments/1r1bnh7/aratta_a_sovereignty_layer_that_sits_between_your/
false
false
self
0
null
Type of LAPTOP I should ask from my company
0
My company has appointed me as the AI Evangelist. Suggest me a good laptop where I can run local LLMS and comfy UI. EDIT : I already have a PC in office. But I m more comfortable with laptops since I can bring it home. P.S Not an macbook fan.
2026-02-10T20:01:40
https://www.reddit.com/r/LocalLLaMA/comments/1r1bezy/type_of_laptop_i_should_ask_from_my_company/
SnooRegrets3682
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1r1bezy
false
null
t3_1r1bezy
/r/LocalLLaMA/comments/1r1bezy/type_of_laptop_i_should_ask_from_my_company/
false
false
self
0
null
Hi guys!!! Does anyone know how to make money on AI?
0
Я бы очень хотел сделать свой сервис используя провайдер моделей, получая небольшие деньги, я никого не заставляю, бросто у меня сильно вдохновление. У I'd really like to start my own service using a modeling provider, earning a small amount of money. I'm not forcing anyone, but I'm really inspired. I'm in a very diffi...
2026-02-10T19:59:01
https://www.reddit.com/r/LocalLLaMA/comments/1r1bc3a/hi_guys_does_anyone_know_how_to_make_money_on_ai/
BasketFar667
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1r1bc3a
false
null
t3_1r1bc3a
/r/LocalLLaMA/comments/1r1bc3a/hi_guys_does_anyone_know_how_to_make_money_on_ai/
false
false
self
0
null
PSA - MiniCPM-o 4.5 just updated their cookbook for CUDA based full duplex use on Windows/Linux
8
Here is the link (with the new instructions of how to install full duplex) [https://github.com/OpenSQZ/MiniCPM-V-CookBook/tree/main/demo/web\_demo/WebRTC\_Demo](https://github.com/OpenSQZ/MiniCPM-V-CookBook/tree/main/demo/web_demo/WebRTC_Demo) They now have a oneclick installer option and a docker option which both ...
2026-02-10T19:57:45
https://www.reddit.com/r/LocalLLaMA/comments/1r1baqq/psa_minicpmo_45_just_updated_their_cookbook_for/
ChromaBroma
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1r1baqq
false
null
t3_1r1baqq
/r/LocalLLaMA/comments/1r1baqq/psa_minicpmo_45_just_updated_their_cookbook_for/
false
false
self
8
null
Open-sourcing a security layer for local agents (Ed25519 signing + ONNX firewall)
1
[removed]
2026-02-10T19:52:16
https://www.reddit.com/r/LocalLLaMA/comments/1r1b5bg/opensourcing_a_security_layer_for_local_agents/
No-Being-4354
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1r1b5bg
false
null
t3_1r1b5bg
/r/LocalLLaMA/comments/1r1b5bg/opensourcing_a_security_layer_for_local_agents/
false
false
self
1
null
Built a Zero Trust Protocol for local agents — VERA (41 attack vectors, sub-20ms firewall, PoE)
1
[removed]
2026-02-10T19:49:53
https://www.reddit.com/r/LocalLLaMA/comments/1r1b2x4/built_a_zero_trust_protocol_for_local_agents_vera/
No-Being-4354
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1r1b2x4
false
null
t3_1r1b2x4
/r/LocalLLaMA/comments/1r1b2x4/built_a_zero_trust_protocol_for_local_agents_vera/
false
false
self
1
null
[WIP] Novelist-CoT: Trying to improve Creative Writing with Chain-of-Thought (Raw v1 Release)
2
Hey everyone, ​I've been working on a project to improve the creative writing capabilities of local models. We all know that even the best models often struggle with pacing, "purple prose," or logical consistency in long-form storytelling. ​My hypothesis is that injecting a strong Chain-of-Thought (CoT) process befor...
2026-02-10T19:29:55
https://www.reddit.com/r/LocalLLaMA/comments/1r1aj1d/wip_novelistcot_trying_to_improve_creative/
DxnizA
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1r1aj1d
false
null
t3_1r1aj1d
/r/LocalLLaMA/comments/1r1aj1d/wip_novelistcot_trying_to_improve_creative/
false
false
self
2
null
[NVIDIA Nemotron] How can I assess general knowledge on a benchmaxxed model?
2
I really want to be wrong on this one, as I've been working quite a lot on nemotron 3 nano. I'm running GPQA Diamond questions against nvidia/NVIDIA-Nemotron-3-Nano-30B-A3B-BF16 served through SGLang. No eval harness, non framework — just standard OpenAI-compatible API calls with system prompt and tool definition. I ...
2026-02-10T19:21:30
https://www.reddit.com/r/LocalLLaMA/comments/1r1aajd/nvidia_nemotron_how_can_i_assess_general/
Lorelabbestia
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1r1aajd
false
null
t3_1r1aajd
/r/LocalLLaMA/comments/1r1aajd/nvidia_nemotron_how_can_i_assess_general/
false
false
self
2
null
What's stopping you from letting local agents touch your real email/files?
0
Local models are great for privacy, but you need to hook the models up to the outside world to be actually useful. Then you hit a wall: you're trusting your LLM to obey your system prompt to not leak private information to the world. OpenClaw just hit 180K stars but the "security architecture" is prompting the agent t...
2026-02-10T18:43:33
https://www.reddit.com/r/LocalLLaMA/comments/1r197u9/whats_stopping_you_from_letting_local_agents/
ryanrasti
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1r197u9
false
null
t3_1r197u9
/r/LocalLLaMA/comments/1r197u9/whats_stopping_you_from_letting_local_agents/
false
false
self
0
null
How much Vram does the kvcache use at 60k or 120k context?
1
Hi, I’m a total noob and would like to find out if anyone knows how much GRAM the flagship model needs for its kvcache at different context lengths. I have an M3 ultra with 512GB RAM. thank you for any help, I tried looking at it up couldnt find anything specific and Gemini estimates around 80GB for 128k which… sounds ...
2026-02-10T18:39:50
https://www.reddit.com/r/LocalLLaMA/comments/1r1941o/how_much_vram_does_the_kvcache_use_at_60k_or_120k/
Aware_Studio1180
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1r1941o
false
null
t3_1r1941o
/r/LocalLLaMA/comments/1r1941o/how_much_vram_does_the_kvcache_use_at_60k_or_120k/
false
false
self
1
null
Local models still terrible at screen understanding
0
LLMs forget everything between sessions, so we built an OSS app that screenshots your activity, summarizes it with a vision model, deletes the screenshot, and stores only text. The app exposes it via MCP so any AI tool has context about what you've been doing. Cloud models (Mistral, GPT-5 Nano via OpenRouter) work gr...
2026-02-10T18:31:25
https://www.reddit.com/r/LocalLLaMA/comments/1r18vee/local_models_still_terrible_at_screen/
fffilip_k
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1r18vee
false
null
t3_1r18vee
/r/LocalLLaMA/comments/1r18vee/local_models_still_terrible_at_screen/
false
false
self
0
null
memv — open-source memory for AI agents that only stores what it failed to predict
27
I built an open-source memory system for AI agents with a different approach to knowledge extraction. The problem: Most memory systems extract every fact from conversations and rely on retrieval to sort out what matters. This leads to noisy knowledge bases full of redundant information. The approach: memv uses predic...
2026-02-10T18:31:16
https://www.reddit.com/r/LocalLLaMA/comments/1r18v9c/memv_opensource_memory_for_ai_agents_that_only/
brgsk
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1r18v9c
false
null
t3_1r18v9c
/r/LocalLLaMA/comments/1r18v9c/memv_opensource_memory_for_ai_agents_that_only/
false
false
self
27
null
Is qwen3 next the real deal?
1
Helo safe lamers, I usually work with claude/copilot in vscode with tools mcp and extensions i built for my workflows, everything ok. I also use local model up to 16gb mac ram m4… let say qwen2 14b for example or lfm for tooling layers and so. I am quite happy by do tooling with qwen3:8b and 4b but as far I heard th...
2026-02-10T18:27:26
https://www.reddit.com/r/LocalLLaMA/comments/1r18r8c/is_qwen3_next_the_real_deal/
fab_space
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1r18r8c
false
null
t3_1r18r8c
/r/LocalLLaMA/comments/1r18r8c/is_qwen3_next_the_real_deal/
false
false
self
1
null
Is IK-Llama-CPP still worth it for CPU offloading scenarios?
0
Using ROCm currently with dual GPUs. 48GB on VRAM, ~40GB of experts offloaded into DDR4. I haven't looked at ik Llama CPP in a while but I see it referenced less and less around here. Is it still worth trying? It's getting pretty regular commits still I see.
2026-02-10T18:21:39
https://www.reddit.com/r/LocalLLaMA/comments/1r18le3/is_ikllamacpp_still_worth_it_for_cpu_offloading/
ForsookComparison
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1r18le3
false
null
t3_1r18le3
/r/LocalLLaMA/comments/1r18le3/is_ikllamacpp_still_worth_it_for_cpu_offloading/
false
false
self
0
null
built a self-hosted API proxy that strips PII before prompts reach any LLM - works with Ollama too
0
been working on this for a while now. started because I'm in australia and kept running into the same problem with clients - they want to use LLMs but compliance won't let them because prompts might contain tax file numbers, medicare details, patient data, etc. so I built a proxy that sits between your apps and whatev...
2026-02-10T18:20:24
https://www.reddit.com/r/LocalLLaMA/comments/1r18k4m/built_a_selfhosted_api_proxy_that_strips_pii/
Tradi3
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1r18k4m
false
null
t3_1r18k4m
/r/LocalLLaMA/comments/1r18k4m/built_a_selfhosted_api_proxy_that_strips_pii/
false
false
self
0
null
Это полный позор: зачем надо было вводить ограниченную возможность просмотра текста песни в YouTube Music?
1
[removed]
2026-02-10T18:16:18
https://www.reddit.com/r/LocalLLaMA/comments/1r18fvq/это_полный_позор_зачем_надо_было_вводить/
TheCoffinOfAndy
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1r18fvq
false
null
t3_1r18fvq
/r/LocalLLaMA/comments/1r18fvq/это_полный_позор_зачем_надо_было_вводить/
false
false
self
1
null
CPU Usage is diffrent between swepplamabench and lamaserver *IK lamacpp*
1
[lamaserver.exe](https://preview.redd.it/9hizcz8vkpig1.png?width=1051&format=png&auto=webp&s=0263720ecf8e38c7a380b8d007f22a27b1c8de22) [sweeplamabench](https://preview.redd.it/a5eayqr2kpig1.png?width=1117&format=png&auto=webp&s=d409930389cb826a6143a1f8d555d90cffdea1e8) on ik lamacpp why does lama server use only 40% ...
2026-02-10T18:15:21
https://www.reddit.com/r/LocalLLaMA/comments/1r18ewb/cpu_usage_is_diffrent_between_swepplamabench_and/
Noobysz
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1r18ewb
false
null
t3_1r18ewb
/r/LocalLLaMA/comments/1r18ewb/cpu_usage_is_diffrent_between_swepplamabench_and/
false
false
https://preview.redd.it/…80769e1dbc8f1026
1
null
Preprocessing and prompt formatting with multimodal models in llama.cpp
1
I have some coding experiences but am still pretty new to AI. So far I managed to set up a few local inferences, but I struggled with understanding the right preprocessing and more important prompt message formatting. Example: [https://huggingface.co/dam2452/Qwen3-VL-Embedding-8B-GGUF](https://huggingface.co/dam245...
2026-02-10T18:08:59
https://www.reddit.com/r/LocalLLaMA/comments/1r188gy/preprocessing_and_prompt_formatting_with/
AdaObvlada
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1r188gy
false
null
t3_1r188gy
/r/LocalLLaMA/comments/1r188gy/preprocessing_and_prompt_formatting_with/
false
false
self
1
{'enabled': False, 'images': [{'id': '6f7BmgVUKhk_KNf-4zCrgQ0KOeumPXS1xPUfzKwGnE8', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/6f7BmgVUKhk_KNf-4zCrgQ0KOeumPXS1xPUfzKwGnE8.png?width=108&crop=smart&auto=webp&s=05400029db7557e770087e39a9114c5672f28c24', 'width': 108}, {'height': 116, 'url': 'h...
Building a cognitive architecture for emergent AI identity — blank slate to selfhood
0
\# intuitive-AI \*\*What happens when you give an AI the machinery for selfhood but seed it with nothing?\*\* This project is an experiment in emergent identity. It builds an autonomous agent with layered memory, metacognition, goal formation, creative impulse, and the functional equivalent of an unconscious mind...
2026-02-10T17:51:11
https://www.reddit.com/r/LocalLLaMA/comments/1r17qbj/building_a_cognitive_architecture_for_emergent_ai/
alecprats
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1r17qbj
false
null
t3_1r17qbj
/r/LocalLLaMA/comments/1r17qbj/building_a_cognitive_architecture_for_emergent_ai/
false
false
self
0
{'enabled': False, 'images': [{'id': 'JEoFLjV9kG2DMueLS9yu_EyxIh4_N6bb2EZq8MCq8Qw', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/JEoFLjV9kG2DMueLS9yu_EyxIh4_N6bb2EZq8MCq8Qw.png?width=108&crop=smart&auto=webp&s=0306aa8a65ca71f47b2ace0e278c1c440d664bc5', 'width': 108}, {'height': 108, 'url': 'h...
After 1.5M API keys leaked from OpenClaw, here's how Nucleus MCP prevents sleeper agents
0
``` Watched this video about OpenClaw's security crisis: https://www.youtube.com/watch?v=ceEUO_i7aW4 TLDR: Sleeper agents in top ClawHub skills, Docker escapes, 1.5M API keys leaked from chat logs. I've been building Nucleus MCP — a local-first MCP server with security built in from day one: **What it already has (s...
2026-02-10T17:49:09
https://www.reddit.com/r/LocalLLaMA/comments/1r17ob6/after_15m_api_keys_leaked_from_openclaw_heres_how/
NucleusOS
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1r17ob6
false
null
t3_1r17ob6
/r/LocalLLaMA/comments/1r17ob6/after_15m_api_keys_leaked_from_openclaw_heres_how/
false
false
self
0
{'enabled': False, 'images': [{'id': 'VtGkJA8oJPl1DNwl7sVUp0xZMInFTbMLgflbpW7oX_M', 'resolutions': [{'height': 81, 'url': 'https://external-preview.redd.it/VtGkJA8oJPl1DNwl7sVUp0xZMInFTbMLgflbpW7oX_M.jpeg?width=108&crop=smart&auto=webp&s=93d3c8423c721ed025cfe638476f28e742a90477', 'width': 108}, {'height': 162, 'url': '...
Is the Nvidia T4 actually viable for 70B (EXL2) daily driving, or is it just pure cope compared to dual 3090s?
2
I’ve been trying to find a middle ground for running 70B parameter models without dropping $1.5k on a dual 3090 rig or dealing with the power bill/noise of enterprise used gear (looking at you, P40 screamers). My local setup (single 3070) is fine for 8B models, but it chokes hard on anything substantial unless I q...
2026-02-10T17:48:16
https://www.reddit.com/r/LocalLLaMA/comments/1r17ng4/is_the_nvidia_t4_actually_viable_for_70b_exl2/
DenisRoger001
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1r17ng4
false
null
t3_1r17ng4
/r/LocalLLaMA/comments/1r17ng4/is_the_nvidia_t4_actually_viable_for_70b_exl2/
false
false
self
2
null
The fastest way to run qwen3 localy
0
I tryed tò run the following model : https://huggingface.co/Qwen/Qwen3-1.7B-GPTQ-Int8 Using theese software: Lama.cpp,kobold.cpp, ollama They are slow My gpu 2060 6gbvram
2026-02-10T17:36:45
https://www.reddit.com/r/LocalLLaMA/comments/1r17bvh/the_fastest_way_to_run_qwen3_localy/
Quiet_Dasy
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1r17bvh
false
null
t3_1r17bvh
/r/LocalLLaMA/comments/1r17bvh/the_fastest_way_to_run_qwen3_localy/
false
false
self
0
{'enabled': False, 'images': [{'id': 'iv8bITQ9TwtfnhpoBEDq1e0iSLbjcAS5l3v64sg728o', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/iv8bITQ9TwtfnhpoBEDq1e0iSLbjcAS5l3v64sg728o.png?width=108&crop=smart&auto=webp&s=9045ab5b815a6daba361a062c147f18afef73b93', 'width': 108}, {'height': 116, 'url': 'h...
Huawei CSL just quietly dropped its first GGUF models quantized with a SINQ variant
1
[removed]
2026-02-10T17:36:01
https://www.reddit.com/r/LocalLLaMA/comments/1r17b5o/huawei_csl_just_quietly_dropped_its_first_gguf/
Only-Care-6333
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1r17b5o
false
null
t3_1r17b5o
/r/LocalLLaMA/comments/1r17b5o/huawei_csl_just_quietly_dropped_its_first_gguf/
false
false
https://b.thumbs.redditm…zX9oIY4RRZWc.jpg
1
null
Has anyone seen grokking during LLM fine-tuning? What works in practice?
3
Hi everyone, I’ve been reading about the idea of grokking in model training — e.g., a sudden jump in generalization after initial overfitting — and I’m curious how (or whether) this phenomenon applies to fine-tuning LLMs. A few specific questions: 1. Does grokking actually occur in LLM fine-tuning? Are there publis...
2026-02-10T17:30:51
https://www.reddit.com/r/LocalLLaMA/comments/1r1760x/has_anyone_seen_grokking_during_llm_finetuning/
Fragrant_Presence_98
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1r1760x
false
null
t3_1r1760x
/r/LocalLLaMA/comments/1r1760x/has_anyone_seen_grokking_during_llm_finetuning/
false
false
self
3
null
ktop is a themed terminal system monitor ideal for local LLM setups on Linux (like btop + nvtop)
97
I'm working on a hybrid LLM runtime (GPU prefill / CPU inference) and I got tired of switching tabs between nvtop and btop so I built a terminal system monitor that shows both GPUs and CPU (and other good stuff) and also supports themes. [link to ktop on github](https://github.com/brontoguana/ktop)
2026-02-10T17:26:48
https://i.redd.it/q3cpicl4cpig1.png
mrstoatey
i.redd.it
1970-01-01T00:00:00
0
{}
1r171yu
false
null
t3_1r171yu
/r/LocalLLaMA/comments/1r171yu/ktop_is_a_themed_terminal_system_monitor_ideal/
false
false
https://preview.redd.it/…5e2ee02f0c6fc528
97
{'enabled': True, 'images': [{'id': 'q3cpicl4cpig1', 'resolutions': [{'height': 53, 'url': 'https://preview.redd.it/q3cpicl4cpig1.png?width=108&crop=smart&auto=webp&s=667f819776edc87d85e1d756ea025dcc4a29fb3d', 'width': 108}, {'height': 107, 'url': 'https://preview.redd.it/q3cpicl4cpig1.png?width=216&crop=smart&auto=web...
Cooling & build advice for H200s
0
Hello! I was tasked with building a **bare-metal inference cluster** at work, and I’m trying to avoid any thermal / performance surprises with **2× H200** in a single node. I’d love feedback from folks who’ve actually run **H100/H200 PCIe** in self-built (non-OEM) boxes: * How are you cooling them in practice? * Are ...
2026-02-10T17:24:00
https://www.reddit.com/r/LocalLLaMA/comments/1r16z7k/cooling_build_advice_for_h200s/
Capable-Strategy-656
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1r16z7k
false
null
t3_1r16z7k
/r/LocalLLaMA/comments/1r16z7k/cooling_build_advice_for_h200s/
false
false
self
0
null
ktop is a themed terminal system monitor ideal for local LLM setups on Linux (like btop + nvtop)
1
[ktop themed system monitor](https://preview.redd.it/p1w1x8rn5pig1.png?width=3781&format=png&auto=webp&s=52753d7551386f76cda28239f5a3aa950ec71cec) I'm working on a hybrid LLM runtime (GPU prefill / CPU inference) and I got tired of switching tabs between nvtop and btop so I built a terminal system monitor that shows...
2026-02-10T17:22:42
https://www.reddit.com/r/LocalLLaMA/comments/1r16xw8/ktop_is_a_themed_terminal_system_monitor_ideal/
mrstoatey
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1r16xw8
false
null
t3_1r16xw8
/r/LocalLLaMA/comments/1r16xw8/ktop_is_a_themed_terminal_system_monitor_ideal/
false
false
https://preview.redd.it/…6c7af645e63100d9
1
null
Hello guys need some suggestions?
4
Hello guys Recently I started working on creating a custom AI assistant using two LLMs, one as a router to call tools or find the intent of questions, and the other LLM as the brain to reason or answer them. The problem I am facing is that the router is unable to find extra intent for some questio...
2026-02-10T17:20:54
https://www.reddit.com/r/LocalLLaMA/comments/1r16w1i/hello_guys_need_some_suggestions/
MR___Phantom
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1r16w1i
false
null
t3_1r16w1i
/r/LocalLLaMA/comments/1r16w1i/hello_guys_need_some_suggestions/
false
false
self
4
null
Shipped a big AgentCrawl update: robots/sitemaps, disk caching, resumable crawls, structured metadata + chunking
0
update from my last [post](https://www.reddit.com/r/LocalLLaMA/comments/1qhc1o0/i_built_a_lightweight_typesafe_web_scraper/?utm_source=share&utm_medium=web3x&utm_name=web3xcss&utm_term=1&utm_content=share_button) Shipped a big AgentCrawl update: robots/sitemaps, disk caching, resumable crawls, structured metadata + c...
2026-02-10T17:20:08
https://www.reddit.com/r/LocalLLaMA/comments/1r16v8r/shipped_a_big_agentcrawl_update_robotssitemaps/
eatsleepliftcode
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1r16v8r
false
null
t3_1r16v8r
/r/LocalLLaMA/comments/1r16v8r/shipped_a_big_agentcrawl_update_robotssitemaps/
false
false
self
0
null
Débutant LLM : faire tourner des modèles quantifiés (4 bits) sur RTX 5090 sous Windows
0
Bonjour, Je débute dans l’utilisation des LLM. Mon entreprise a récemment acquis une RTX 5090 afin de faire tourner un LLM intégré dans un système de RAG. J’ai réussi à faire fonctionner CUDA 12.8 avec une version nightly de PyTorch, et je parviens à exécuter un modèle 7B avec Transformers en FP16. En revanche, celu...
2026-02-10T17:20:03
https://www.reddit.com/r/LocalLLaMA/comments/1r16v5e/débutant_llm_faire_tourner_des_modèles_quantifiés/
Numerous_Jellyfish56
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1r16v5e
false
null
t3_1r16v5e
/r/LocalLLaMA/comments/1r16v5e/débutant_llm_faire_tourner_des_modèles_quantifiés/
false
false
self
0
null
Trouble getting Qwen3-Coder-Next running
2
I am having tons of trouble getting a usable speed out of Qwen3-Coder-Next on my local system: * Intel i7-12700K * 48GB DDR4-3200 * RTX 5060 Ti 16GB * RTX 3060 12GB I came across [this post here](https://www.reddit.com/r/LocalLLaMA/comments/1qz5uww/qwen3_coder_next_as_first_usable_coding_model_60/) claiming to get 30...
2026-02-10T17:16:00
https://www.reddit.com/r/LocalLLaMA/comments/1r16r20/trouble_getting_qwen3codernext_running/
New-Gate7443
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1r16r20
false
null
t3_1r16r20
/r/LocalLLaMA/comments/1r16r20/trouble_getting_qwen3codernext_running/
false
false
https://b.thumbs.redditm…f1-wAIICFIdg.jpg
2
null
Looking for a local model that can handle Shavian.
2
I’ve been playing around with Shavian transliteration in LLMs, specifically Gemini flash, which seems to be able to handle and respond perfectly in Shavian if I set up the context correct, but I haven’t found any local model that can do the same. I really thought this would be basic enough that any model could handle ...
2026-02-10T16:59:28
https://www.reddit.com/r/LocalLLaMA/comments/1r16aen/looking_for_a_local_model_that_can_handle_shavian/
ElementaryZX
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1r16aen
false
null
t3_1r16aen
/r/LocalLLaMA/comments/1r16aen/looking_for_a_local_model_that_can_handle_shavian/
false
false
self
2
null
[ Removed by moderator ]
1
[removed]
2026-02-10T16:55:59
https://www.reddit.com/r/LocalLLaMA/comments/1r166ye/llada21_vs_qwen330ba3b_892_tps_at_comparable/
Exact-Literature-395
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1r166ye
false
null
t3_1r166ye
/r/LocalLLaMA/comments/1r166ye/llada21_vs_qwen330ba3b_892_tps_at_comparable/
false
false
null
1
null
Sub-1-Bit LLM Quantization
57
Hey everyone, I’ve been interested in extreme compression, and released [NanoQuant](https://arxiv.org/abs/2602.06694), a quantization method that enables sub-1-bit LLMs. Sub-binary performance was better than 2-bit GPTQ and the extreme memory compression made custom kernels really fast, but the performance wasn't near...
2026-02-10T16:39:50
https://www.reddit.com/r/LocalLLaMA/comments/1r15qqc/sub1bit_llm_quantization/
d77chong
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1r15qqc
false
null
t3_1r15qqc
/r/LocalLLaMA/comments/1r15qqc/sub1bit_llm_quantization/
false
false
self
57
null
What voice quality metrics actually work for conversational TTS?
3
I’m researching how teams evaluate **voice quality** in conversational TTS for real agents (naturalness, prosody, consistency, expressiveness). Curious what works *in practice*: * Which voice quality metrics do you rely on today (MOS, MUSHRA, Word Error Rate, etc.)? * Which ones fail to reflect real conversational ex...
2026-02-10T16:33:20
https://www.reddit.com/r/LocalLLaMA/comments/1r15kgf/what_voice_quality_metrics_actually_work_for/
Envelope-Labs
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1r15kgf
false
null
t3_1r15kgf
/r/LocalLLaMA/comments/1r15kgf/what_voice_quality_metrics_actually_work_for/
false
false
self
3
null
Which model Is The fastest for my setup:1650(4gb)?
0
326 MB - model (fp32) 305 MB - model_q4 (4-bit 0 matmul) 177 MB - model_uint8 (8-bit 8 mixed precision) 163 MB - model_fp16 (fp16) 154 MB - model_q4f16 (4-bit 0 matmul & fp16 weights) 114 MB - model_uint8f16 (Mixed precision) 92.4 MB - model_quantized (8-bit) 86 MB - model_q8f16
2026-02-10T16:12:04
https://i.redd.it/svspx50xyoig1.jpeg
Quiet_Dasy
i.redd.it
1970-01-01T00:00:00
0
{}
1r14z4i
false
null
t3_1r14z4i
/r/LocalLLaMA/comments/1r14z4i/which_model_is_the_fastest_for_my_setup16504gb/
false
false
https://b.thumbs.redditm…VV6ewYcfvj3I.jpg
0
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Qwen 3 TTS is streaming even working?
8
Hey guys, I'm playing around with Qwen3-TTS for a voice-agent POC and I cant get streaming working. The docs mention streaming, but I can’t seem to get streaming generation working in practice (even with Claude’s help). What I’m trying to do is have TTS start generating audio as soon as it parses some partial text, ...
2026-02-10T16:11:54
https://www.reddit.com/r/LocalLLaMA/comments/1r14yyv/qwen_3_tts_is_streaming_even_working/
vasa133769
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1r14yyv
false
null
t3_1r14yyv
/r/LocalLLaMA/comments/1r14yyv/qwen_3_tts_is_streaming_even_working/
false
false
self
8
null
Tether: Claude / Codex -> Telegram / Discord / Slack
0
With some tasks I felt like i was just reading and clicking 'yes' to permission prompts. I figured I could do that while lunching as well, or from the bathroom. So I built Tether. It has a local-first web UI, but I myself use it through Discord. Has MCP server support too, so Claude can also talk through it directly if...
2026-02-10T16:05:43
https://www.reddit.com/r/LocalLLaMA/comments/1r14sw0/tether_claude_codex_telegram_discord_slack/
wouldacouldashoulda
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1r14sw0
false
null
t3_1r14sw0
/r/LocalLLaMA/comments/1r14sw0/tether_claude_codex_telegram_discord_slack/
false
false
self
0
null
How are folks running large dense models on home gear?
0
I have a dual RTX 5060 Ti desktop, 32GB VRAM total as my first AI learning box. Later I felt I wanted to run larger models, so I got a NVIDIA Thor Dev kit, and I also played with AI on a 64GB Macbook. In all cases, I find that a 4 bit quantized model with 3B active parameters runs fast so long as it fits in video or un...
2026-02-10T16:03:10
https://www.reddit.com/r/LocalLLaMA/comments/1r14qeb/how_are_folks_running_large_dense_models_on_home/
catplusplusok
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1r14qeb
false
null
t3_1r14qeb
/r/LocalLLaMA/comments/1r14qeb/how_are_folks_running_large_dense_models_on_home/
false
false
self
0
null
How To Run Qwen3-Coder-Next (Q4) on RTX 5060 Ti 16GB + RTX 3060 12GB
1
I am having tons of trouble getting a usable speed out of Qwen3-Coder-Next on my local system: * Intel i7-12700K * 48GB DDR4-3200 * RTX 5060 Ti 16GB * RTX 3060 12GB I came across [this post here](https://www.reddit.com/r/LocalLLaMA/comments/1qz5uww/qwen3_coder_next_as_first_usable_coding_model_60/) claiming to get 30...
2026-02-10T16:00:17
https://www.reddit.com/r/LocalLLaMA/comments/1r14ngd/how_to_run_qwen3codernext_q4_on_rtx_5060_ti_16gb/
New-Gate7443
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1r14ngd
false
null
t3_1r14ngd
/r/LocalLLaMA/comments/1r14ngd/how_to_run_qwen3codernext_q4_on_rtx_5060_ti_16gb/
false
false
self
1
null
Train MoE models 12x faster with 30% less memory! (<15GB VRAM)
409
Hey [r/LocalLlama]()! We’re excited to introduce \~12x faster Mixture of Experts (MoE) training with **>35% less VRAM** and **\~6x longer context** via our new custom Triton kernels and math optimizations (no accuracy loss). Unsloth repo: [https://github.com/unslothai/unsloth](https://github.com/unslothai/unsloth) * U...
2026-02-10T15:54:02
https://i.redd.it/ee2jwnijvoig1.png
danielhanchen
i.redd.it
1970-01-01T00:00:00
0
{}
1r14h9u
false
null
t3_1r14h9u
/r/LocalLLaMA/comments/1r14h9u/train_moe_models_12x_faster_with_30_less_memory/
false
false
https://preview.redd.it/…238bc57c31a86caf
409
{'enabled': True, 'images': [{'id': 'ee2jwnijvoig1', 'resolutions': [{'height': 119, 'url': 'https://preview.redd.it/ee2jwnijvoig1.png?width=108&crop=smart&auto=webp&s=318387fc11fd093e499cdecd44cfcd0b8b9160d4', 'width': 108}, {'height': 238, 'url': 'https://preview.redd.it/ee2jwnijvoig1.png?width=216&crop=smart&auto=we...