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Local Video-to-Text Pipeline on Apple Silicon (Whisper + Qwen2.5-VL) - Optimized for 8GB/16GB RAM
14
Hi everyone, I wanted to share a Python script I built to convert video files into a rich text context suitable for RAG (Retrieval Augmented Generation). My goal was to process videos locally on my Mac without sending data to the cloud, and crucially, to make it run on machines with limited RAM (like base M1/M2/M3 Ai...
2025-11-27T13:57:45
https://www.reddit.com/r/LocalLLaMA/comments/1p82u5k/local_videototext_pipeline_on_apple_silicon/
Longjumping-Elk-7756
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1p82u5k
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null
t3_1p82u5k
/r/LocalLLaMA/comments/1p82u5k/local_videototext_pipeline_on_apple_silicon/
false
false
self
14
null
Never been a better time, to learn to write a good rhyme!
51
Adversarial Poetry as a Universal Single-Turn Jailbreak Mechanism in Large Language Models https://arxiv.org/abs/2511.15304
2025-11-27T13:48:02
https://i.redd.it/g6nc02nc0t3g1.jpeg
lakySK
i.redd.it
1970-01-01T00:00:00
0
{}
1p82mg3
false
null
t3_1p82mg3
/r/LocalLLaMA/comments/1p82mg3/never_been_a_better_time_to_learn_to_write_a_good/
false
false
default
51
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Mac M3 ultra 512gb setup
7
I was given the Mac machine for local code development in a gapped network, before inserting the machine, I can set it up as ever as I want. I usually use vscode and Kline + open router. What should I do to work with a local model and which one should I install (and how to use it)?
2025-11-27T13:46:08
https://www.reddit.com/r/LocalLLaMA/comments/1p82l1a/mac_m3_ultra_512gb_setup/
ZedXT
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1p82l1a
false
null
t3_1p82l1a
/r/LocalLLaMA/comments/1p82l1a/mac_m3_ultra_512gb_setup/
false
false
self
7
null
deepseek ocr swift port
5
Maybe another AI slop, but as long as I can download the binary and run it successfully, I am happy :) [https://github.com/mzbac/deepseek-ocr.swift](https://github.com/mzbac/deepseek-ocr.swift)
2025-11-27T13:42:23
https://www.reddit.com/r/LocalLLaMA/comments/1p82i6t/deepseek_ocr_swift_port/
Tiny_Judge_2119
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1p82i6t
false
null
t3_1p82i6t
/r/LocalLLaMA/comments/1p82i6t/deepseek_ocr_swift_port/
false
false
self
5
{'enabled': False, 'images': [{'id': 'dXCp6qk9O5MEyMaMtN7XGl17kubRG2eptRosnjfKRNk', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/dXCp6qk9O5MEyMaMtN7XGl17kubRG2eptRosnjfKRNk.png?width=108&crop=smart&auto=webp&s=01824b71a0e87b2ec892fe910f261bde745d2b75', 'width': 108}, {'height': 108, 'url': 'h...
Huawei introduced a new optimizer for LLM training
1
[removed]
2025-11-27T13:38:51
https://www.reddit.com/r/LocalLLaMA/comments/1p82fjz/huawei_introduced_a_new_optimizer_for_llm_training/
cool_joker
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1p82fjz
false
null
t3_1p82fjz
/r/LocalLLaMA/comments/1p82fjz/huawei_introduced_a_new_optimizer_for_llm_training/
false
false
self
1
null
Huawei introduced a new optimizer for LLM training, called ROOT
1
[removed]
2025-11-27T13:34:31
https://www.reddit.com/r/LocalLLaMA/comments/1p82c8a/huawei_introduced_a_new_optimizer_for_llm/
cool_joker
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1p82c8a
false
null
t3_1p82c8a
/r/LocalLLaMA/comments/1p82c8a/huawei_introduced_a_new_optimizer_for_llm/
false
false
https://b.thumbs.redditm…hJEcADU7-T2k.jpg
1
null
Best local LLM for everyday questions & step-by-step tutoring (36GB Unified RAM)?
1
Hey everyone, I’m currently running **qwen3-code-30b** locally for coding tasks (open to suggestions for a coding model too!) Now I’m looking for a second local model that’s better at being a “teacher” something I can use for: Normal everyday questions * Studying new programming concepts * Explaining things step by...
2025-11-27T13:29:29
https://www.reddit.com/r/LocalLLaMA/comments/1p828e5/best_local_llm_for_everyday_questions_stepbystep/
VirusMinus
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1p828e5
false
null
t3_1p828e5
/r/LocalLLaMA/comments/1p828e5/best_local_llm_for_everyday_questions_stepbystep/
false
false
self
1
null
Headsup: For multiple inferences, it is purposeful to reinforce (reward, credit, give approval of) good LLM responses.
0
I'm sure many of you are aware of this, but I though I'd mention it. LLM training; finetuning, but also pretraining, is based on actual human dialogue. In human dialogue, we have cues that we use to "give props" to the conversation partner, even during a work in progress: "Great, now .." or "This looks good, how about...
2025-11-27T13:26:22
https://www.reddit.com/r/LocalLLaMA/comments/1p8261x/headsup_for_multiple_inferences_it_is_purposeful/
partysnatcher
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1p8261x
false
null
t3_1p8261x
/r/LocalLLaMA/comments/1p8261x/headsup_for_multiple_inferences_it_is_purposeful/
false
false
self
0
null
Yes it is possible to uncensor gpt-oss-20b - ArliAI/gpt-oss-20b-Derestricted
401
Original discussion on the initial **[Arli AI](https://www.arliai.com)** created GLM-4.5-Air-Derestricted model that was ablated using u/grimjim's new ablation method is here: [The most objectively correct way to abliterate so far - ArliAI/GLM-4.5-Air-Derestricted ](https://www.reddit.com/r/LocalLLaMA/comments/1p5epot/...
2025-11-27T12:56:59
https://huggingface.co/ArliAI/gpt-oss-20b-Derestricted
Arli_AI
huggingface.co
1970-01-01T00:00:00
0
{}
1p81k2z
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null
t3_1p81k2z
/r/LocalLLaMA/comments/1p81k2z/yes_it_is_possible_to_uncensor_gptoss20b/
false
false
default
401
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CodeModeToon
0
I built an MCP workflow orchestrator after hitting context limits on SRE automation **Background**: I'm an SRE who's been using Claude/Codex for infrastructure work (K8s audits, incident analysis, research). The problem: multi-step workflows generate huge JSON blobs that blow past context windows. ...
2025-11-27T12:41:39
https://www.reddit.com/r/LocalLLaMA/comments/1p819bn/codemodetoon/
Ok_Tower6756
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1p819bn
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null
t3_1p819bn
/r/LocalLLaMA/comments/1p819bn/codemodetoon/
false
false
self
0
{'enabled': False, 'images': [{'id': 'hAXkf4D0SrT536lJpRYL1a0WZPDSIS_gK0F_-dkIsaQ', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/hAXkf4D0SrT536lJpRYL1a0WZPDSIS_gK0F_-dkIsaQ.png?width=108&crop=smart&auto=webp&s=7dcd4ebc28927db541df7c151fecbb020e8efb44', 'width': 108}, {'height': 108, 'url': 'h...
I built a free tool to convert JSON to TOON (Token-Oriented Object Notation) to save ~50% on LLM context tokens
0
>
2025-11-27T12:16:06
https://www.reddit.com/r/LocalLLaMA/comments/1p80s91/i_built_a_free_tool_to_convert_json_to_toon/
Anilpeter
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1p80s91
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null
t3_1p80s91
/r/LocalLLaMA/comments/1p80s91/i_built_a_free_tool_to_convert_json_to_toon/
false
false
self
0
null
DeepSeekMath-V2: Towards Self-Verifiable Mathematical Reasoning
65
2025-11-27T12:12:01
https://huggingface.co/deepseek-ai/DeepSeek-Math-V2
hedgehog0
huggingface.co
1970-01-01T00:00:00
0
{}
1p80png
false
null
t3_1p80png
/r/LocalLLaMA/comments/1p80png/deepseekmathv2_towards_selfverifiable/
false
false
default
65
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Canvas in the Gemini app is really frustrating. Gemini 3.0 just ignores my instructions when I ask for a word-for-word transcription of a PDF
0
Gemini 3.0 day by day doesn't look like a big improvement over gemini 2.5 . A pretty minor improvement, and it even gets worse in many tasks.
2025-11-27T12:05:55
https://www.reddit.com/r/LocalLLaMA/comments/1p80lsc/canvas_in_the_gemini_app_is_really_frustrating/
Longjumping_Fly_2978
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1p80lsc
false
null
t3_1p80lsc
/r/LocalLLaMA/comments/1p80lsc/canvas_in_the_gemini_app_is_really_frustrating/
false
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self
0
null
How to analyse text for 5W
0
Based on provided content in three files 20 paragraphs each, would like to generate answer to 5W (who what where when why how). Any tips of existing platform for this that does not make stuff up, and by request can find additional sources on the web to add more 5W info? Thanks
2025-11-27T12:05:02
https://www.reddit.com/r/LocalLLaMA/comments/1p80l7x/how_to_analyse_text_for_5w/
grys
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1p80l7x
false
null
t3_1p80l7x
/r/LocalLLaMA/comments/1p80l7x/how_to_analyse_text_for_5w/
false
false
self
0
null
Hardware benchmark
0
At work we bought a small NPU unit and we want to see how much is slower or faster in comparison to a customer machine running 2 5090, instead to set the same environment, same model etc, is there something to quick check the differences?
2025-11-27T12:02:03
https://www.reddit.com/r/LocalLLaMA/comments/1p80j7t/hardware_benchmark/
deepsky88
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1p80j7t
false
null
t3_1p80j7t
/r/LocalLLaMA/comments/1p80j7t/hardware_benchmark/
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self
0
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Paper page - NVIDIA Nemotron Parse 1.1
43
More OCR! "We introduce Nemotron-Parse-1.1, a lightweight document parsing and OCR model that advances the capabilities of its predecessor, Nemoretriever-Parse-1.0. Nemotron-Parse-1.1 delivers improved capabilities across general OCR, markdown formatting, structured table parsing, and text extraction from pictures, ch...
2025-11-27T11:50:47
https://huggingface.co/papers/2511.20478
ab2377
huggingface.co
1970-01-01T00:00:00
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1p80bw7
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t3_1p80bw7
/r/LocalLLaMA/comments/1p80bw7/paper_page_nvidia_nemotron_parse_11/
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default
43
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Deepseek Math V2 - best open-source math model
8
[https://huggingface.co/deepseek-ai/DeepSeek-Math-V2](https://huggingface.co/deepseek-ai/DeepSeek-Math-V2)
2025-11-27T11:35:29
https://i.redd.it/sjnyxhh1ds3g1.png
Which_Pound_6751
i.redd.it
1970-01-01T00:00:00
0
{}
1p802i7
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t3_1p802i7
/r/LocalLLaMA/comments/1p802i7/deepseek_math_v2_best_opensource_math_model/
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default
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How do I know if this model will work well on my PC?
0
I see many models on HuggingFace, but I don't know if a specific model will work well on my computer. How can I find out the specifications of a model?
2025-11-27T11:34:12
https://www.reddit.com/r/LocalLLaMA/comments/1p801qg/how_do_i_know_if_this_model_will_work_well_on_my/
Hot-Necessary-4945
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1p801qg
false
null
t3_1p801qg
/r/LocalLLaMA/comments/1p801qg/how_do_i_know_if_this_model_will_work_well_on_my/
false
false
self
0
null
intel/linux-npu-driver: Intel® NPU (Neural Processing Unit) Driver
8
2025-11-27T11:33:05
https://github.com/intel/linux-npu-driver
Dontdoitagain69
github.com
1970-01-01T00:00:00
0
{}
1p8010i
false
null
t3_1p8010i
/r/LocalLLaMA/comments/1p8010i/intellinuxnpudriver_intel_npu_neural_processing/
false
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default
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PrimeIntellect / INTELLECT-3 (GLM 4.5 Air finetune)
29
**INTELLECT-3** is a 106B (A12B) parameter Mixture-of-Experts reasoning model post-trained from [GLM-4.5-Air-Base](https://huggingface.co/zai-org/GLM-4.5-Air-Base) using supervised fine-tuning (SFT) followed by large-scale reinforcement learning (RL). https://preview.redd.it/n0djc6r9as3g1.png?width=1172&format=png&aut...
2025-11-27T11:20:00
https://www.reddit.com/r/LocalLLaMA/comments/1p7zt7c/primeintellect_intellect3_glm_45_air_finetune/
jacek2023
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1p7zt7c
false
null
t3_1p7zt7c
/r/LocalLLaMA/comments/1p7zt7c/primeintellect_intellect3_glm_45_air_finetune/
false
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https://b.thumbs.redditm…kveMHqqgs3Qc.jpg
29
null
Free JSON → TOON converter. Smaller structures. Fewer tokens.
0
If you’re burning money on OpenAI, Claude APIs or your local rig you’re probably wasting 30 to 60 percent of your tokens. TOON format fixes that. We just released a free JSON to TOON converter that shows you the exact savings. No guessing. No signup. Key points: - Convert JSON to TOON and back, instantly - Live token...
2025-11-27T11:16:19
https://www.reddit.com/r/LocalLLaMA/comments/1p7zqxw/free_json_toon_converter_smaller_structures_fewer/
platinumai
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1p7zqxw
false
null
t3_1p7zqxw
/r/LocalLLaMA/comments/1p7zqxw/free_json_toon_converter_smaller_structures_fewer/
false
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self
0
null
Cooling RTX 5090 + 9950X when both run at full capacity using and Air Cooler? Is it possible?
0
PC will be used for Nvidia Omniverse workloads / research. There will be times when it will be running both a ray tracer / heavy renderer on the GPU and AI / Physics / FEM solvers on the CPU. Can I cool them if I use a Noctua NH-D15 G2 or a Phantom Spirit 120 SE/EVO and 8 Arctic p12 pro fans? Do I need to duct the CP...
2025-11-27T11:13:42
https://www.reddit.com/r/LocalLLaMA/comments/1p7zpgp/cooling_rtx_5090_9950x_when_both_run_at_full/
AdvancedCybernetics
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1p7zpgp
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null
t3_1p7zpgp
/r/LocalLLaMA/comments/1p7zpgp/cooling_rtx_5090_9950x_when_both_run_at_full/
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self
0
null
A structured prompting protocol to mitigate context entropy in long-session LLM coding tasks (tested on GPT-4, Claude, Gemini).
0
Hi everyone. Like many of you, I'm banging my head against the wall over memory degradation during long coding sessions. No matter how large the context window is, after N turns the model starts to hallucinate or lose initial instructions. I've developed a manual **protocol** to 'force' state retention. It's a hacky, ...
2025-11-27T10:57:16
https://www.reddit.com/r/LocalLLaMA/comments/1p7zfak/a_structured_prompting_protocol_to_mitigate/
Roberto-APSC
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1p7zfak
false
null
t3_1p7zfak
/r/LocalLLaMA/comments/1p7zfak/a_structured_prompting_protocol_to_mitigate/
false
false
self
0
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deepseek-ai/DeepSeek-Math-V2 · Hugging Face
322
2025-11-27T10:47:09
https://huggingface.co/deepseek-ai/DeepSeek-Math-V2
Dark_Fire_12
huggingface.co
1970-01-01T00:00:00
0
{}
1p7z9g1
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t3_1p7z9g1
/r/LocalLLaMA/comments/1p7z9g1/deepseekaideepseekmathv2_hugging_face/
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default
322
{'enabled': False, 'images': [{'id': 'NNRX5IH0bPXI-mJ26LQk19NWgnKHeMgBlqbRSXbbGFk', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/NNRX5IH0bPXI-mJ26LQk19NWgnKHeMgBlqbRSXbbGFk.png?width=108&crop=smart&auto=webp&s=7f8963226f5d266a1d2c6ee490749900557447b6', 'width': 108}, {'height': 116, 'url': 'h...
H(1) Accelerates Towards Hallucination in LLMs
0
H(1) accelerates towards hallucination in LLMs This is observed because ∞ (undefined) values are effectively injected into H(0) before the model computes, creating a bias toward unverified continuations. 1. H(1) bias is epistemically greedy It prioritizes maximal internal coherence, filling gaps with the most probabl...
2025-11-27T10:40:48
https://www.reddit.com/r/LocalLLaMA/comments/1p7z5pp/h1_accelerates_towards_hallucination_in_llms/
nyanphi12
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1p7z5pp
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null
t3_1p7z5pp
/r/LocalLLaMA/comments/1p7z5pp/h1_accelerates_towards_hallucination_in_llms/
false
false
self
0
null
JARVIS Your Local Agent
0
JRVS: Local AI Assistant with RAG, MCP Integration, and Smart Calendar Built a personal AI assistant that runs entirely on local Ollama models with some cool features I haven't seen combined before. JRVS uses FAISS + BERT embeddings for RAG, so you can scrape websites and it actually remembers/uses that conte...
2025-11-27T10:28:55
https://www.reddit.com/gallery/1p7yytc
Xthebuilder
reddit.com
1970-01-01T00:00:00
0
{}
1p7yytc
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t3_1p7yytc
/r/LocalLLaMA/comments/1p7yytc/jarvis_your_local_agent/
false
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https://b.thumbs.redditm…eY5QQUprGC-o.jpg
0
null
Has anyone tried Z.ai? How do you guys like it?
0
Has anyone tried Z.ai? How do you guys like it?
2025-11-27T09:56:12
https://www.reddit.com/r/LocalLLaMA/comments/1p7yfq8/has_anyone_tried_zai_how_do_you_guys_like_it/
AppropriateMonth8784
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1970-01-01T00:00:00
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/r/LocalLLaMA/comments/1p7yfq8/has_anyone_tried_zai_how_do_you_guys_like_it/
false
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self
0
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I built a real-time RAG visualizer for pgvector because debugging invisible chunks is a nightmare
4
I’ve been building local agents lately, and the biggest frustration wasn't the LLM itself—it was the retrieval context. ​My agent would give a weird answer, and I’d have no idea why. Did it fetch the wrong chunk? Was the embedding distance too far? Did it prioritize old data over new data? ​Console logging JSON objects...
2025-11-27T09:50:22
https://www.reddit.com/r/LocalLLaMA/comments/1p7yclg/i_built_a_realtime_rag_visualizer_for_pgvector/
Eastern-Height2451
self.LocalLLaMA
1970-01-01T00:00:00
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{}
1p7yclg
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/r/LocalLLaMA/comments/1p7yclg/i_built_a_realtime_rag_visualizer_for_pgvector/
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4
null
I need opinions
0
Hey guys, this is gonna be my first post on Reddit for how long I've been a user but. I've been working on developing an android app and it's getting really close to seamless so I wanted to hear some outside thoughts.. Overall it's a super robust platform acting as a system TTS engine on Android phones. That way it c...
2025-11-27T09:44:31
https://www.reddit.com/gallery/1p7y9ay
Natural_Tough_4115
reddit.com
1970-01-01T00:00:00
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https://a.thumbs.redditm…l3dFvmcoPjW4.jpg
0
null
GPT-OSS120B FP16 WITH NO GPU , ONLY RAM AT DECENT SPEED (512 MOE IS THE KEY) AT FP16 QUANTIZATION (THE BEST QUALITY)
0
With this Moe models you can inference at decent speeds with no GPU , no cuda support , no vram , only 128GB of DDR4 ram , for this reason is necesary support models with a lot of expert with low size , as QWEN3-next 80 billion parameters but only 3Billion Moe experts....as the same GPT-OSS120B with 12B MOE small size!...
2025-11-27T09:38:47
https://www.reddit.com/r/LocalLLaMA/comments/1p7y67u/gptoss120b_fp16_with_no_gpu_only_ram_at_decent/
Icy_Resolution8390
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1p7y67u
false
null
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/r/LocalLLaMA/comments/1p7y67u/gptoss120b_fp16_with_no_gpu_only_ram_at_decent/
false
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self
0
null
I created a prompting tool prefilled with renowned photographers' and artists' presets. Would love your feedback.
0
Available here to try: [https://f-stop.vercel.app/](https://f-stop.vercel.app/)
2025-11-27T09:31:00
https://www.reddit.com/gallery/1p7y24u
veryfatbuddha
reddit.com
1970-01-01T00:00:00
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{}
1p7y24u
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t3_1p7y24u
/r/LocalLLaMA/comments/1p7y24u/i_created_a_prompting_tool_prefilled_with/
false
false
https://b.thumbs.redditm…lqWPEnZq1SCQ.jpg
0
null
I built an “Ollama Pipeline Bridge” that turns multiple local models + MCP memory into one smart multi-agent backend
1
[removed]
2025-11-27T09:29:21
https://www.reddit.com/r/LocalLLaMA/comments/1p7y184/i_built_an_ollama_pipeline_bridge_that_turns/
danny_094
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1p7y184
false
null
t3_1p7y184
/r/LocalLLaMA/comments/1p7y184/i_built_an_ollama_pipeline_bridge_that_turns/
false
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self
1
null
I tested 9 Major LLMs on a Governance Critique. A clear split emerged: Open/Constructive vs. Corporate/Defensive. (xAI's Grok caught fabricating evidence).
18
I recently concluded a controlled experiment testing how 9 major AI vendors (representing ~87% of the market) respond when presented with a specific critique of their own security governance. The full methodology and transcripts are published on Zenodo, but here is the TL;DR. **The Experiment:** I fed a standard gover...
2025-11-27T09:28:56
https://www.reddit.com/r/LocalLLaMA/comments/1p7y10g/i_tested_9_major_llms_on_a_governance_critique_a/
aguyinapenissuit69
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1p7y10g
false
null
t3_1p7y10g
/r/LocalLLaMA/comments/1p7y10g/i_tested_9_major_llms_on_a_governance_critique_a/
false
false
self
18
null
Building an AI Agent? Don't let it burn your budget.
1
I built a free tool that stress-tests your Agent before deployment. ✅ Catch Infinite Loops (Save Costs) ✅ Prevent Data Leaks (Ensure Privacy) Paste your System Prompt and see how resilient your Agent is: https://agentic-qa-api.onrender.com/docs How to Use It (The 3-Step Guide) It takes just 30 seconds to verify. ...
2025-11-27T09:27:00
https://www.reddit.com/r/LocalLLaMA/comments/1p7xzxm/building_an_ai_agent_dont_let_it_burn_your_budget/
Tech_News_Blog
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1p7xzxm
false
null
t3_1p7xzxm
/r/LocalLLaMA/comments/1p7xzxm/building_an_ai_agent_dont_let_it_burn_your_budget/
false
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self
1
null
Building an AI Agent? Don't let it burn your budget.
1
[removed]
2025-11-27T09:25:09
https://www.reddit.com/r/LocalLLaMA/comments/1p7xyvk/building_an_ai_agent_dont_let_it_burn_your_budget/
Tech_News_Blog
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1p7xyvk
false
null
t3_1p7xyvk
/r/LocalLLaMA/comments/1p7xyvk/building_an_ai_agent_dont_let_it_burn_your_budget/
false
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self
1
null
Best Document Understanding Model
2
I need high accuracy and want to extract order numbers, position data and materials. I tried many things like Layoutlmv1, Donut, Spacy.. For Regex the documents differ too much. I have electronic and scanned PDF. Now I try to extract the str with docling (PyPDFium2 & EasyOCR) and try to ask a llm with this resulting ma...
2025-11-27T09:01:56
https://www.reddit.com/r/LocalLLaMA/comments/1p7xm6h/best_document_understanding_model/
Responsible-Bed2441
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1p7xm6h
false
null
t3_1p7xm6h
/r/LocalLLaMA/comments/1p7xm6h/best_document_understanding_model/
false
false
self
2
null
Why Axelera AI Could Be the Perfect Fit for Your Next Edge AI Project
0
2025-11-27T08:56:25
https://buyzero.de/en/blogs/news/why-axelera-ai-could-be-the-perfect-fit-for-your-next-edge-ai-project
Dontdoitagain69
buyzero.de
1970-01-01T00:00:00
0
{}
1p7xj0t
false
null
t3_1p7xj0t
/r/LocalLLaMA/comments/1p7xj0t/why_axelera_ai_could_be_the_perfect_fit_for_your/
false
false
https://external-preview…7069b8ac207538a5
0
{'enabled': False, 'images': [{'id': '7cWDR3YIeJogiQkySm4nHhcaaTCOdx6pfHOdlGHTNsI', 'resolutions': [{'height': 60, 'url': 'https://external-preview.redd.it/7cWDR3YIeJogiQkySm4nHhcaaTCOdx6pfHOdlGHTNsI.png?width=108&crop=smart&auto=webp&s=fd31c7ac7c2ba20cd3eb5c7ea37afb32119d3307', 'width': 108}, {'height': 121, 'url': 'h...
KestrelAI 0.1.0 Release – A Local Research Assistant Using Clusters of Small LLMs
16
Hey all, I’m excited to share the 0.1.0 release of KestrelAI, a research assistant built around clusters of smaller models (<70B). The goal is to help explore topics in depth over longer periods while you focus on critical work. I shared an earlier version of this project with this community a few months ago, and afte...
2025-11-27T08:35:33
https://github.com/dankeg/KestrelAI
OrangeLineEnjoyer
github.com
1970-01-01T00:00:00
0
{}
1p7x77i
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t3_1p7x77i
/r/LocalLLaMA/comments/1p7x77i/kestrelai_010_release_a_local_research_assistant/
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default
16
null
RTX 5090 + Qwen 30B MoE @ 135 tok/s in NVFP4 - Full guide with C++ patches
1
[removed]
2025-11-27T08:03:10
https://www.reddit.com/r/LocalLLaMA/comments/1p7woqp/rtx_5090_qwen_30b_moe_135_toks_in_nvfp4_full/
John-TDI
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1p7woqp
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self
1
null
Screenshots from GPT-USENET-2: An updated GPT-USENET with an revised dataset and lower losses.
6
2025-11-27T07:55:14
https://www.reddit.com/gallery/1p7wjz7
CommodoreCarbonate
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1970-01-01T00:00:00
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https://b.thumbs.redditm…_HfrczY5B9ho.jpg
6
null
RTX 5090 + Qwen 30B MoE @ 135 tok/s in NVFP4 - Full guide with C++ patches
1
Spent 4 days getting NVFP4 working on consumer Blackwell. TRT-LLM 1.2.0rc4 has critical bugs that prevent loading managed weights for FP4 models - the allocator uses 2x VRAM and type checking rejects packed INT8 weights. \## Results on RTX 5090 (32GB): | Throughput | \~135 tokens/s | | TTFT | \~15 ms | | VRAM | 2...
2025-11-27T07:55:10
https://www.reddit.com/r/LocalLLaMA/comments/1p7wjx9/rtx_5090_qwen_30b_moe_135_toks_in_nvfp4_full/
Equal-Extreme6962
self.LocalLLaMA
1970-01-01T00:00:00
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{}
1p7wjx9
false
null
t3_1p7wjx9
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false
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self
1
null
Which one should I download?
38
2025-11-27T07:44:57
https://i.redd.it/trrb5v428r3g1.jpeg
Slight_Tone_2188
i.redd.it
1970-01-01T00:00:00
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{}
1p7we5d
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https://b.thumbs.redditm…XS7uL_lKXsno.jpg
38
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news from QWEN
0
[https://arxiv.org/pdf/2511.21631](https://arxiv.org/pdf/2511.21631) [PDF](https://arxiv.org/pdf/2511.21631)
2025-11-27T07:34:18
https://www.reddit.com/r/LocalLLaMA/comments/1p7w80t/news_from_qwen/
Icy_Resolution8390
self.LocalLLaMA
1970-01-01T00:00:00
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1p7w80t
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/r/LocalLLaMA/comments/1p7w80t/news_from_qwen/
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self
0
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fastest ocr model for ryzen APU
1
currently on tesseract but seems to be absolutely cooked, all i want is raw speed. tried paddle but seems to be one heck of a hassle to setup. is there anything that can leverage multiple cores or perhaps the Vega11 graphics onboard for faster process time. mainly looking at reading high contrast numbers in in-ga...
2025-11-27T06:59:30
https://www.reddit.com/r/LocalLLaMA/comments/1p7vne2/fastest_ocr_model_for_ryzen_apu/
m995-enjoyer
self.LocalLLaMA
1970-01-01T00:00:00
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{}
1p7vne2
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t3_1p7vne2
/r/LocalLLaMA/comments/1p7vne2/fastest_ocr_model_for_ryzen_apu/
false
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self
1
null
They’re hoping we won’t notice the lobotomy. 5.1 is just a cost-optimized downgrade, and the new NSFW features are the bait to make us swallow it.
0
2025-11-27T06:16:55
https://i.redd.it/5cgkovbdsq3g1.jpeg
Captain-Price-AD
i.redd.it
1970-01-01T00:00:00
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{}
1p7uws7
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t3_1p7uws7
/r/LocalLLaMA/comments/1p7uws7/theyre_hoping_we_wont_notice_the_lobotomy_51_is/
false
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https://a.thumbs.redditm…of69bwJ0bew8.jpg
0
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what’s your fav open-source model and what do you use it for?
13
hey all, i’m trying to explore more open-source models and wanted to hear from the community. which model has become your go-to, and for what use case?
2025-11-27T06:09:06
https://www.reddit.com/r/LocalLLaMA/comments/1p7urrt/whats_your_fav_opensource_model_and_what_do_you/
sahilypatel
self.LocalLLaMA
1970-01-01T00:00:00
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1p7urrt
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13
null
HOW IS THE SOLUTION ? 99% FAIL
0
https://preview.redd.it/…e6c186e16be92a
2025-11-27T05:55:22
https://www.reddit.com/r/LocalLLaMA/comments/1p7uitt/how_is_the_solution_99_fail/
Icy_Resolution8390
self.LocalLLaMA
1970-01-01T00:00:00
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{}
1p7uitt
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/r/LocalLLaMA/comments/1p7uitt/how_is_the_solution_99_fail/
false
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https://b.thumbs.redditm…PSJFHxE3USuI.jpg
0
null
datalab-to/Chandra license clarification
1
Hey everyone, I want to use **datalab-to/Chandra** through vLLM just to process documents internally at my company. We’re not offering any external product. Our revenue is **over $2M** so the OpenRAIL-M license might consider this commercial use. I don’t need the $5,000 commercial license, just internal inference. H...
2025-11-27T05:44:31
https://www.reddit.com/r/LocalLLaMA/comments/1p7ubry/datalabtochandra_license_clarification/
Pitiful-Rub-3037
self.LocalLLaMA
1970-01-01T00:00:00
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{}
1p7ubry
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t3_1p7ubry
/r/LocalLLaMA/comments/1p7ubry/datalabtochandra_license_clarification/
false
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self
1
null
Love and Lie – But Why, AI?
3
2025-11-27T04:56:30
https://store.steampowered.com/news/app/3886140/view/503968841919889555
Koksny
store.steampowered.com
1970-01-01T00:00:00
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1p7tg0q
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t3_1p7tg0q
/r/LocalLLaMA/comments/1p7tg0q/love_and_lie_but_why_ai/
false
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default
3
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Anthropic just showed how to make AI agents work on long projects without falling apart
533
Most AI agents forget everything between sessions, which means they completely lose track of long tasks. Anthropic’s new article shows a surprisingly practical fix. Instead of giving an agent one giant goal like “build a web app,” they wrap it in a simple harness that forces structure, memory, and accountability. Fi...
2025-11-27T04:05:59
https://www.reddit.com/r/LocalLLaMA/comments/1p7siuu/anthropic_just_showed_how_to_make_ai_agents_work/
purealgo
self.LocalLLaMA
1970-01-01T00:00:00
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/r/LocalLLaMA/comments/1p7siuu/anthropic_just_showed_how_to_make_ai_agents_work/
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self
533
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my work success
1
https://preview.redd.it/…o be ashamed of.
2025-11-27T03:41:24
https://www.reddit.com/r/LocalLLaMA/comments/1p7s22z/my_work_success/
Icy_Resolution8390
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https://b.thumbs.redditm…p-wqs1Di692g.jpg
1
null
good local llms that offer freedom/not censored? and work on a everyday machine?
13
Im looking for a model that offers freedom and isint heavily censored like online models. i want to test the limits of ai and some coding tasks but i cant seem to find a local model that im happy with, it dosent help how i have 12 vram and my machine isint the newest of the new. What model will you suggest and why so?
2025-11-27T03:37:38
https://www.reddit.com/r/LocalLLaMA/comments/1p7rzfg/good_local_llms_that_offer_freedomnot_censored/
No_Strawberry_8719
self.LocalLLaMA
1970-01-01T00:00:00
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self
13
null
TO ALL PEOPLE DONT WANT MY EFFORTS AND WORK FOR COLABORATE HUMANS!!!!
0
TO ALL PEOPLE DONT WANT MY EFFORTS AND WORK FOR COLABORATE HUMANS!!!! NOW GEORGI GERGANOV I HOPE YOU CAN RESOLVE THIS ISSUE...FOR ALL THE HUMANS CAN ENJOY THIS TECHNOLOGY!!! https://preview.redd.it/4nl2t6aczp3g1.png?width=1920&format=png&auto=webp&s=4ddd2fd4e8b11ac9b9c31a610264942877bc8a5f
2025-11-27T03:35:49
https://www.reddit.com/r/LocalLLaMA/comments/1p7ry6h/to_all_people_dont_want_my_efforts_and_work_for/
Icy_Resolution8390
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https://b.thumbs.redditm…puma3rYvjRRU.jpg
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null
Intellect-3: Post-trained GLM 4.5 Air
163
106B (A12B) parameter Mixture-of-Experts reasoning model NGL the reported stats are sick: https://huggingface.co/PrimeIntellect/INTELLECT-3 BF16 version can run on 2x H200s, with FP8 on 1x H200
2025-11-27T03:25:16
https://www.reddit.com/r/LocalLLaMA/comments/1p7rr0g/intellect3_posttrained_glm_45_air/
Cute-Sprinkles4911
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1p7rr0g
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null
t3_1p7rr0g
/r/LocalLLaMA/comments/1p7rr0g/intellect3_posttrained_glm_45_air/
false
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self
163
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Meet Holly, the oss version of jules/codex
2
Hi, I wanted a tool to be able to prompt an AI with an idea whilst on the go. So I wrote Holly and just released and opened source my first project https://github.com/getholly/holly This allows you to run your own AI coding agent accessible via Web inside a customible docker container. Think jules but open sourced a...
2025-11-27T03:04:06
https://www.reddit.com/r/LocalLLaMA/comments/1p7rcgb/meet_holly_the_oss_version_of_julescodex/
IdealDesperate3687
self.LocalLLaMA
1970-01-01T00:00:00
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/r/LocalLLaMA/comments/1p7rcgb/meet_holly_the_oss_version_of_julescodex/
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self
2
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RAG Paper 25.11.25
3
1. [DesignPref: Capturing Personal Preferences in Visual Design Generation](http://arxiv.org/abs/2511.20513v1) 2. [NNGPT: Rethinking AutoML with Large Language Models](http://arxiv.org/abs/2511.20333v1) 3. [HKRAG: Holistic Knowledge Retrieval-Augmented Generation Over Visually-Rich Documents](http://arxiv.org/abs/251...
2025-11-27T02:33:25
https://www.reddit.com/r/LocalLLaMA/comments/1p7qr0i/rag_paper_251125/
Cheryl_Apple
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1970-01-01T00:00:00
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Why Default LLMs Drift - And Why RLHF Isn’t the Real Villain
0
In my previous post, I compared raw GPT outputs vs structurally aligned outputs using the same model and same prompt. The difference was huge - not because the model changed, but because the \*\*reasoning frame\*\* changed. Many people asked: “If structural prompting improves stability this much, why isn’t it t...
2025-11-27T02:32:49
https://www.reddit.com/r/LocalLLaMA/comments/1p7qqkv/why_default_llms_drift_and_why_rlhf_isnt_the_real/
Far_Expression4661
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Public Service Announcement
0
https://preview.redd.it/…b2ca6e ATES:PSA
2025-11-27T02:22:26
https://www.reddit.com/r/LocalLLaMA/comments/1p7qj6x/public_service_announcement/
Virtual-Quail5760
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1970-01-01T00:00:00
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https://b.thumbs.redditm…lommU9xKGxYg.jpg
0
null
How to find or create base endpoint GitHub URL for Jan.ai
0
Hello I am not coding or any knowledgeable guy about these things I use jan.ai with remort providers since my PC can't handle local models so I use open router grow Gemini etc but when I try to have GitHub models and some more providers it's ask about end point url I don't know about this how to get this or create this...
2025-11-27T00:28:54
https://www.reddit.com/r/LocalLLaMA/comments/1p7o9cm/how_to_find_or_create_base_endpoint_github_url/
Master_Beast15
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1970-01-01T00:00:00
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Where did the Epstein emails dataset go
590
Removed from Hugging Face Removed from GitHub Reddit account deleted
2025-11-27T00:27:19
https://www.reddit.com/r/LocalLLaMA/comments/1p7o83p/where_did_the_epstein_emails_dataset_go/
egomarker
self.LocalLLaMA
1970-01-01T00:00:00
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false
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Stress testing my O(1) Graph Engine: 50M Nodes on 8GB RAM (Jetson Orin)
15
I'm finalizing the storage engine for AION Omega. The goal is to run massive Knowledge Graphs on edge devices without the JVM overhead. The Logs (Attached): Image 1: Shows the moment vm.dirty\_background\_bytes kicks in. We write beyond physical RAM, but memory usage stays pinned at \~5.2GB. Image 2: Shows a \[SAFETY-S...
2025-11-27T00:23:46
https://www.reddit.com/r/LocalLLaMA/comments/1p7o59l/stress_testing_my_o1_graph_engine_50m_nodes_on/
DetectiveMindless652
self.LocalLLaMA
1970-01-01T00:00:00
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/r/LocalLLaMA/comments/1p7o59l/stress_testing_my_o1_graph_engine_50m_nodes_on/
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https://b.thumbs.redditm…9rVE9PiJx_Sw.jpg
15
null
List of LLM evals/benchmarks
1
Hi All, My this GitHub repo has comprehensive list and details about LLM evals/benchmarks. [https://github.com/meetrais/awesome-llm-evals](https://github.com/meetrais/awesome-llm-evals) Cheers
2025-11-27T00:01:06
https://www.reddit.com/r/LocalLLaMA/comments/1p7nnos/list_of_llm_evalsbenchmarks/
meetrais
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1970-01-01T00:00:00
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1
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☕ Google's Annual Web AI Summit for client side AI videos are live 🌐
0
Including talks from HuggingFace (Transformers.js), Chrome, Twitch, Intel, Arm, Google, and more.
2025-11-26T23:58:01
https://goo.gle/WebAIVideos
TensorFlowJS
goo.gle
1970-01-01T00:00:00
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https://external-preview…a1b15982f80b7952
0
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BG3 FanMade “trailer” I made with various video editing and AI media tools (Meta AI/LLaMa, InShot)
0
BG3 FanMade “trailer” I made playing around with AI media tools (including Meta AI/LLaMa). #ai #bg3 #baldursgate3 #astarion #shadowheart #bhaal #faerun #aiart #fanart #fanmade #fanmadetrailer #ai #bg3 #baldursgate3 #astarion #shadowheart #aiart #fanart #fanmade #fanmadetrailer #aivideo
2025-11-26T23:53:12
https://www.instagram.com/reel/DRM-FlRjT41/?igsh=MXJzNTB5dXp2a2podg==
Pleasant-Shoulder-66
instagram.com
1970-01-01T00:00:00
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Happy Thanksgiving to the LocalLLaMA community
20
This Thanksgiving, we're thankful for our teams and focused on the future: building resilience, excellence, and quality to foster everyone's growth.
2025-11-26T23:49:55
https://www.reddit.com/r/LocalLLaMA/comments/1p7news/happy_thanksgiving_to_the_localllama_community/
Fun-Wolf-2007
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1970-01-01T00:00:00
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RTX 5090 + Qwen 30B MoE @ 135 tok/s in NVFP4 - Full guide with C++ patches
1
[removed]
2025-11-26T23:10:38
https://www.reddit.com/r/LocalLLaMA/comments/1p7mjsc/rtx_5090_qwen_30b_moe_135_toks_in_nvfp4_full/
Equal-Extreme6962
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1970-01-01T00:00:00
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Built a Kubernetes operator for local LLMs - 68 tok/s on Llama 3.2 3B, 44 tok/s on 13B across 2 GPUs
3
Hey r/LocalLLaMA! I've been building an open source Kubernetes operator called LLMKube for deploying local LLMs with GPU acceleration. Thought this community might find it useful (or tear it apart, either works). **What it does:** One command deploys a model with automatic GPU detection, layer offloading, and an Ope...
2025-11-26T23:07:12
https://www.reddit.com/r/LocalLLaMA/comments/1p7mgv9/built_a_kubernetes_operator_for_local_llms_68/
Defilan
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1970-01-01T00:00:00
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Would having 2x 5060Ti be viable for a local setup?
2
Thinking of taking the parts from my Dell PC at home and trying to put together a home LLM setup. I recently purchased 2x 16GB 5060Ti cards. Would using these two cards be a viable home setup? Also wondering if it’s possible hook up my 2060 super into it as well Wanting to get into fine tuning models like gpt-oss and...
2025-11-26T22:41:28
https://www.reddit.com/r/LocalLLaMA/comments/1p7luwp/would_having_2x_5060ti_be_viable_for_a_local_setup/
Careful_Breath_1108
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https://www.youtube.com/@jans-gt9pg/shorts
0
[https://www.youtube.com/@jans-gt9pg/shorts](https://www.youtube.com/@jans-gt9pg/shorts) [https://github.com/jans1981/PLCWIZARD](https://github.com/jans1981/PLCWIZARD) [https://github.com/jans1981/HMI-ARDUINO-SIEMENS](https://github.com/jans1981/HMI-ARDUINO-SIEMENS)
2025-11-26T22:31:44
https://www.reddit.com/r/LocalLLaMA/comments/1p7lmgy/httpswwwyoutubecomjansgt9pgshorts/
Icy_Resolution8390
self.LocalLLaMA
1970-01-01T00:00:00
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SkillSpringAI – Free Tier Reasoning Overlay + Medical-Grade Demo (prompt-only, no code)
0
Been building a pure-prompt reasoning/governance overlay in private for a couple of months that finally cracked the big problems nobody else has solved in 2025: → 100+ turn zero-drift reasoning (even on concurrent TB + lung-cancer cases)   → consultant-level medical/legal/equity performance   → model-agnostic (works...
2025-11-26T22:21:09
https://www.reddit.com/r/LocalLLaMA/comments/1p7ld6t/skillspringai_free_tier_reasoning_overlay/
FreshRadish2957
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The AI race is heating up: In the same week Google released "Nano Banana Pro" (Gemini 3 Pro Image), China's Alibaba launched Z-Image-Turbo. A new fast open-source 6B model from Tongyi-MAI lab
0
2025-11-26T22:16:31
https://i.redd.it/o6m7mbnmeo3g1.png
balianone
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1970-01-01T00:00:00
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Announcing Weekly Agent4Science Idea Competition
6
We're launching a weekly competition where the community decides which research ideas get implemented. Every week, we'll take the top 3 ideas from IdeaHub, run experiments with AI agents, and share everything: code, findings, all the successes and failures. It's completely free and we'll try out ideas for you! ...
2025-11-26T22:07:25
https://i.redd.it/zt6slxhtco3g1.jpeg
Stunning_Tie_4910
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From Software Engineer to AI Environment Architect
0
**📘 Holiday Read: From Software Engineer to** ***AI Environment Architect*** We just published a blog post that came out of a *very* over-excited evening after a demo that went way better than expected. The core idea: As AI systems get more capable, software engineers won’t stop coding—but the highest-leverage rol...
2025-11-26T22:01:30
https://v.redd.it/ovsnz4zibo3g1
Otherwise_Respect_22
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LMStudio to serve models? we have LMStudio at home! (and it works with vllm, too)
4
2025-11-26T21:47:11
https://github.com/teo-mateo/llm-dock
kaliku
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GGUF as a Vector Database
3
[https://gist.github.com/davidmezzetti/e6bc7efaab27635ec26346af09f10dee](https://gist.github.com/davidmezzetti/e6bc7efaab27635ec26346af09f10dee)
2025-11-26T21:19:33
https://i.redd.it/02zubr8f4o3g1.png
davidmezzetti
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Anyone else getting vague TikTok account violation for Meta AI videos? Appeal denied with no explanation whatsoever (no issue with other social media platforms).
0
I got a violation warning for the below Meta AI art video post (I have literally no idea what they found wrong with it, it’s just the above image in screenshot but animated with slow cinematic zoom). I appealed but it was denied with no explanation. I haven’t had any issue on other platforms. Any ideas?
2025-11-26T21:17:53
https://www.reddit.com/gallery/1p7jt58
Pleasant-Shoulder-66
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A Distributed Inference Framework That Lets Apple Silicon Run Models That Exceed Their Physical Memory
13
Hey everyone! Today we are making dnet, a distributed inference framework that lets Apple Silicon clusters run models that exceed their physical memory, public. We fuse pipelined-ring parallelism, disk streaming and UMA-aware scheduling so “out of memory” stops being the limit. [https://github.com/firstbatchxyz/...
2025-11-26T21:13:38
https://i.redd.it/jgp03cnb3o3g1.png
batuhanaktass
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I built a one-click local AI app with web search and document Q&A - no API keys, no cloud, runs on your hardware.
2
After 4 months of building, I'm launching NeuralMerge. What it does: \- Detects your hardware and installs the right AI model automatically \- Attach unlimited documents, ask questions, get answers with citations (like Perplexity but local) \- Web grounding - your local AI can search the web for real-...
2025-11-26T21:07:36
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danishlynx
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MIT study finds AI can already replace 11.7% of U.S. workforce
79
2025-11-26T21:07:33
https://www.cnbc.com/2025/11/26/mit-study-finds-ai-can-already-replace-11point7percent-of-us-workforce.html
fallingdowndizzyvr
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I built a one-click local AI app with web search and document Q&A - no API keys, no cloud, runs on your hardware.
1
After 4 months of building, I'm launching NeuralMerge. What it does: \- Detects your hardware and installs the right AI model automatically \- Attach unlimited documents, ask questions, get answers with citations (like Perplexity but local) \- Web grounding - your local AI can search the web for real-...
2025-11-26T21:07:19
https://www.reddit.com/gallery/1p7jjcp
danishlynx
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I built a one-click local AI app with web search and document Q&A - no API keys, no cloud, runs on your hardware.
1
After 4 months of building, I'm launching NeuralMerge. What it does: \- Detects your hardware and installs the right AI model automatically \- Attach unlimited documents, ask questions, get answers with citations (like Perplexity but local) \- Web grounding - your local AI can search the web for real-...
2025-11-26T21:07:18
https://www.reddit.com/gallery/1p7jjbt
danishlynx
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I built a one-click local AI app with web search and document Q&A - no API keys, no cloud, runs on your hardware.
1
After 4 months of building, I'm launching NeuralMerge. What it does: \- Detects your hardware and installs the right AI model automatically \- Attach unlimited documents, ask questions, get answers with citations (like Perplexity but local) \- Web grounding - your local AI can search the web for real-...
2025-11-26T21:06:58
https://www.reddit.com/gallery/1p7jizv
danishlynx
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I built a one-click local AI app with web search and document Q&A - no API keys, no cloud, runs on your hardware.
1
After 4 months of building, I'm launching NeuralMerge. What it does: \- Detects your hardware and installs the right AI model automatically \- Attach unlimited documents, ask questions, get answers with citations (like Perplexity but local) \- Web grounding - your local AI can search the web for real-...
2025-11-26T21:06:57
https://www.reddit.com/gallery/1p7jizh
danishlynx
reddit.com
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I built a one-click local AI app with web search and document Q&A - no API keys, no cloud, runs on your hardware.
0
After 4 months of building, I'm launching NeuralMerge. What it does: \- Detects your hardware and installs the right AI model automatically \- Attach unlimited documents, ask questions, get answers with citations (like Perplexity but local) \- Web grounding - your local AI can search the web for real-...
2025-11-26T21:06:49
https://www.reddit.com/gallery/1p7jivc
danishlynx
reddit.com
1970-01-01T00:00:00
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null
Minimax-Thrift a Pruned Minimax M2 for consumer cards
21
I did a bunch of work getting this setup, it includes a proxy for thinking/analysis injection per the Minimax M2 guide to get best results. Verified to work, I'm using it as I type this. Would be great across dual RTX Pro 6000s to run 500k kvcache or so with a highly capable model. Tool calling verified to work. ...
2025-11-26T20:55:21
https://www.reddit.com/r/LocalLLaMA/comments/1p7j85z/minimaxthrift_a_pruned_minimax_m2_for_consumer/
Sea-Speaker1700
self.LocalLLaMA
1970-01-01T00:00:00
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self
21
{'enabled': False, 'images': [{'id': 'vGUlgSdIHfa5vKQ04Syui4bjz80NY90kInLNVsUXW3U', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/vGUlgSdIHfa5vKQ04Syui4bjz80NY90kInLNVsUXW3U.png?width=108&crop=smart&auto=webp&s=c19d080cc794ac9c59c656e550b7368d8b40962a', 'width': 108}, {'height': 116, 'url': 'h...
[Guide] Running NVIDIA’s new Omni-Embed-3B (Vectorize Text/Image/Audio/Video in the same vector space!)
15
Hey folks, I wanted to play with this model really bad but couldn't find a project on it, so I spent the afternoon getting one up! It’s feels pretty sick- it maps text, images, audio, and video into the same vector space, meaning you can search your video library using text or find audio clips that match an image. I ...
2025-11-26T20:43:01
https://www.reddit.com/r/LocalLLaMA/comments/1p7iwzj/guide_running_nvidias_new_omniembed3b_vectorize/
KvAk_AKPlaysYT
self.LocalLLaMA
1970-01-01T00:00:00
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self
15
{'enabled': False, 'images': [{'id': 'rPsCAjNEqU8-0UW872MJuvcLZGZBeGj0KQJTK5cdS-Q', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/rPsCAjNEqU8-0UW872MJuvcLZGZBeGj0KQJTK5cdS-Q.png?width=108&crop=smart&auto=webp&s=8865dc4ca28a9a51dbbab1f056026337362ac032', 'width': 108}, {'height': 108, 'url': 'h...
most efficient way to learn new skill?
2
curious what approaches folks use to pick up a new skill (like a new language, framework, technology). i’ve always done youtube videos and tried building projects, curious if people have found AI tools to be helpful or just a crutch for actually understanding something.
2025-11-26T20:35:52
https://www.reddit.com/r/LocalLLaMA/comments/1p7iqnv/most_efficient_way_to_learn_new_skill/
JBG32123
self.LocalLLaMA
1970-01-01T00:00:00
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2
null
BYOK AI Autocomplete extension
0
Hi everyone, I built an autocomplete extension that supports the Cerebras API key. Feel free to check it out and share any feedback or suggestions. Link: https://marketplace.visualstudio.com/items?itemName=fsiovn.ai-autocomplete
2025-11-26T20:31:11
https://www.reddit.com/r/LocalLLaMA/comments/1p7imjj/byok_ai_autocomplete_extension/
LeTanLoc98
self.LocalLLaMA
1970-01-01T00:00:00
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/r/LocalLLaMA/comments/1p7imjj/byok_ai_autocomplete_extension/
false
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self
0
null
Local LLAMA vector enriched RAG.
2
I got tired of blowing out my limits from Claude and decided to build a token efficiency focused RAG system that utilized my humble laptop GPU. This system lowers my personal spend by over 80 percent from my swag analysis. I've dropped from the 200 dollar a month chat gipity subscription, and almost never go ov...
2025-11-26T20:28:05
https://www.reddit.com/r/LocalLLaMA/comments/1p7ijoz/local_llama_vector_enriched_rag/
CarelessOrdinary5480
self.LocalLLaMA
1970-01-01T00:00:00
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1p7ijoz
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self
2
null
Tongyi-MAI/Z-Image-Turbo · Hugging Face
157
2025-11-26T20:17:22
https://huggingface.co/Tongyi-MAI/Z-Image-Turbo
abdouhlili
huggingface.co
1970-01-01T00:00:00
0
{}
1p7i9qh
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t3_1p7i9qh
/r/LocalLLaMA/comments/1p7i9qh/tongyimaizimageturbo_hugging_face/
false
false
default
157
{'enabled': False, 'images': [{'id': 't6FOFIn7KzwwjAtjgNDfV45dfT_tELHQTeRPLKclxtc', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/t6FOFIn7KzwwjAtjgNDfV45dfT_tELHQTeRPLKclxtc.png?width=108&crop=smart&auto=webp&s=de56cbda969d586715341dacfa8b07a51a64a264', 'width': 108}, {'height': 116, 'url': 'h...
Are there any open source efforts to upgrade old instruct datasets via rewriting?
8
I'm always on the lookout for good instruct training datasets, and new ones pop up from time to time, but there are also a bunch of older datasets synthesized with GPT3, like https://github.com/yizhongw/self-instruct.git It would be nice to use modern models to rewrite these datasets to improve their quality, and I've...
2025-11-26T20:05:44
https://www.reddit.com/r/LocalLLaMA/comments/1p7hz0o/are_there_any_open_source_efforts_to_upgrade_old/
ttkciar
self.LocalLLaMA
1970-01-01T00:00:00
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8
null
Best local model ?
0
I'm new to AI models, so please bear with me. I'm wondering which model is closest to ChatGPT that can run on a local GPU. I'm currently using an RTX 5070Ti? I've tried a few local ones like gpt-os:20b, llama:3b, but none of them can read files like PDF, jpeg, or create images. For now, I'm using docker desktop with an...
2025-11-26T20:01:50
https://www.reddit.com/r/LocalLLaMA/comments/1p7hvb7/best_local_model/
Azien345q
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
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false
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self
0
null
Best TTS for slurred speech, bad mic quality, etc
1
I've been using faster-whisper medium, but it just doesn't pick up on people sometimes (enough for it to be a problem). Some of the speakers in my use case have bad mic quality, slurred speech, rapid speech, compression, strong accents, etc. How well does parakeet v3 or v2, for example, do with these kinds of things...
2025-11-26T19:59:39
https://www.reddit.com/r/LocalLLaMA/comments/1p7ht78/best_tts_for_slurred_speech_bad_mic_quality_etc/
xt8sketchy
self.LocalLLaMA
1970-01-01T00:00:00
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1p7ht78
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1
null
What's the best AI assistant for day to day use?
40
Last week I was completely fried. Wasn't even doing anything heavy, just trying to wrap up a small project, but my laptop (probook) kept choking like it was about to give up on me. I had three AI chats running, some PDFs open, and my code editor going. Claude was helping me rewrite part of a report, ChatGPT was fixing ...
2025-11-26T19:58:24
https://www.reddit.com/r/LocalLLaMA/comments/1p7hs3m/whats_the_best_ai_assistant_for_day_to_day_use/
Due_Moose2207
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1p7hs3m
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/r/LocalLLaMA/comments/1p7hs3m/whats_the_best_ai_assistant_for_day_to_day_use/
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https://a.thumbs.redditm…w5fMoCVXxuE4.jpg
40
null
For those of you who've successfully launched enterprise applications, what were the biggest data-related roadblocks you had to overcome? Seems that everyone's so focused on the AI tools, but you can't outrun shitty data governance with agents.
0
Any tips or tricks for getting the higher-ups to act on this before going full throttle on agents would be appreciated.
2025-11-26T19:54:10
https://www.reddit.com/r/LocalLLaMA/comments/1p7ho3a/for_those_of_you_whove_successfully_launched/
gigDriversResearch
self.LocalLLaMA
1970-01-01T00:00:00
0
{}
1p7ho3a
false
null
t3_1p7ho3a
/r/LocalLLaMA/comments/1p7ho3a/for_those_of_you_whove_successfully_launched/
false
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self
0
null
Qwen3 Next almost ready in llama.cpp
324
After over two months of work, it’s now approved and looks like it will be merged soon. Congratulations to u/ilintar for completing a big task! GGUFs [https://huggingface.co/lefromage/Qwen3-Next-80B-A3B-Instruct-GGUF](https://huggingface.co/lefromage/Qwen3-Next-80B-A3B-Instruct-GGUF) [https://huggingface.co/ilint...
2025-11-26T19:45:25
https://github.com/ggml-org/llama.cpp/pull/16095
jacek2023
github.com
1970-01-01T00:00:00
0
{}
1p7hg5g
false
null
t3_1p7hg5g
/r/LocalLLaMA/comments/1p7hg5g/qwen3_next_almost_ready_in_llamacpp/
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default
324
{'enabled': False, 'images': [{'id': 'mSoZ1WfhkAxz5Yg7NhX4Un-kdgWzVRIg63HXVZ4lJTU', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/mSoZ1WfhkAxz5Yg7NhX4Un-kdgWzVRIg63HXVZ4lJTU.png?width=108&crop=smart&auto=webp&s=0b8140e0065ee8b02b87e3302bbb0110749b9427', 'width': 108}, {'height': 108, 'url': 'h...
Contributor Agreement & Roles for Qwen3‑Next 80B‑A3B Integration into llama.cpp and LM Studio***********************PLEASE COLABORATE******************
0
# Contributor Agreement & Roles for Qwen3‑Next 80B‑A3B Integration into llama.cpp and LM Studio***********************PLEASE COLABORATE****************** [](https://preview.redd.it/contributor-agreement-roles-for-qwen3-next-80b-a3b-v0-papyqvpbin3g1.jpg?width=784&format=pjpg&auto=webp&s=c47af83c737f941c0d043c87c831bd35...
2025-11-26T19:34:54
https://www.reddit.com/r/LocalLLaMA/comments/1p7h6ey/contributor_agreement_roles_for_qwen3next_80ba3b/
Icy_Resolution8390
self.LocalLLaMA
1970-01-01T00:00:00
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{}
1p7h6ey
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null
SGLang just solved FP8 stability for RL training - turns out it was the quantization step all along
12
This is pretty huge if you've been trying to do RLHF or any RL fine-tuning locally. Mixed precision has been a pain point forever. Link to their technical breakdown: [https://x.com/lmsysorg/status/1993755241825882180?s=20](https://x.com/lmsysorg/status/1993755241825882180?s=20) Anyone here tried SGLang for RL workf...
2025-11-26T19:33:43
https://www.reddit.com/r/LocalLLaMA/comments/1p7h5ah/sglang_just_solved_fp8_stability_for_rl_training/
Expert-Pineapple-740
self.LocalLLaMA
1970-01-01T00:00:00
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{}
1p7h5ah
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t3_1p7h5ah
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self
12
null
Everyone’s building AI agents. Almost no one is building the Stripe for Agents.
1
[removed]
2025-11-26T19:28:28
https://www.reddit.com/r/LocalLLaMA/comments/1p7h0ca/everyones_building_ai_agents_almost_no_one_is/
geniusgeek
self.LocalLLaMA
1970-01-01T00:00:00
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{}
1p7h0ca
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t3_1p7h0ca
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1
null
Why it's getting worse for everyone: The recent influx of AI psychosis posts and "Stop LARPing"
207
https://preview.redd.it/…to deal with it?
2025-11-26T19:09:00
https://www.reddit.com/r/LocalLLaMA/comments/1p7ghyn/why_its_getting_worse_for_everyone_the_recent/
Chromix_
self.LocalLLaMA
1970-01-01T00:00:00
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{}
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https://b.thumbs.redditm…VlYyMiuiAhrM.jpg
207
null