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oqt9hk8
LocalLLaMA
1u1u9eb
oqsvup2
3
Fheredin
1,781,088,115
Not if AI companies actually push the full bill in consumers. Claude is powerful, but it's also not worth $15,000 per year, which is an estimate I have seen for power users' bill were it not subsidized with venture capital. Local AI will explode because the professional product is just not worth it for most consumers...
2
false
https://www.reddit.com/r/LocalLLaMA/comments/1u1u9eb/bit_of_a_lull_or_winter_is_coming/oqt9hk8/
1,789,194,876
batch-priority-2026-summer
oqtglot
LocalLLaMA
1u1u9eb
oqshp3l
1
FastHotEmu
1,781,091,016
wtf are you talking about, the golden huggingface and llama.cpp times are now!!!
1
false
https://www.reddit.com/r/LocalLLaMA/comments/1u1u9eb/bit_of_a_lull_or_winter_is_coming/oqtglot/
1,789,194,876
batch-priority-2026-summer
oqthu35
LocalLLaMA
1u1u9eb
1u1u9eb
0
n8mo
1,781,091,492
r/localllama users when it’s been 3 days since the latest model release:
3
false
https://www.reddit.com/r/LocalLLaMA/comments/1u1u9eb/bit_of_a_lull_or_winter_is_coming/oqthu35/
1,789,194,876
batch-priority-2026-summer
oqtjw3y
LocalLLaMA
1u1u9eb
oqsih49
3
jtjstock
1,781,092,259
Bubbles often don’t burst because of the tech being fake, bubbles burst because investors got carried away and eventually the markets delusion about how quickly the transformation can happen collapses under the strain of the bubble. For the bubble to not be a bubble we have to completely reorient everything in society ...
3
false
https://www.reddit.com/r/LocalLLaMA/comments/1u1u9eb/bit_of_a_lull_or_winter_is_coming/oqtjw3y/
1,789,194,876
batch-priority-2026-summer
oqtk9sj
LocalLLaMA
1u1u9eb
oqtglot
2
Charming_Support726
1,781,092,397
Traffic != Innovation
0
false
https://www.reddit.com/r/LocalLLaMA/comments/1u1u9eb/bit_of_a_lull_or_winter_is_coming/oqtk9sj/
1,789,194,876
batch-priority-2026-summer
oqtlmnn
LocalLLaMA
1u1u9eb
oqtk9sj
3
FastHotEmu
1,781,092,881
I can disprove your nonsense with a single string: "qwen 3.6 MTP" and that's barely scratching the surface. Now kindly stop spreading FUD.
2
false
https://www.reddit.com/r/LocalLLaMA/comments/1u1u9eb/bit_of_a_lull_or_winter_is_coming/oqtlmnn/
1,789,194,876
batch-priority-2026-summer
oqu373k
LocalLLaMA
1u1u9eb
oqtlmnn
4
Fedor_Doc
1,781,098,465
But Qwen 3.6 MTP was not developed or researched by the community. It was present in original model weights.  llama.cpp implementation took some work, and it is a great that it has shipped. But I do not think that this implementation was innovative and pushed AI-models development forward. Do you disagree? 
2
false
https://www.reddit.com/r/LocalLLaMA/comments/1u1u9eb/bit_of_a_lull_or_winter_is_coming/oqu373k/
1,789,194,876
batch-priority-2026-summer
oqu3l15
LocalLLaMA
1u1u9eb
oqt9hk8
4
DerDave
1,781,098,578
You're asumimg that people will actually still be able to buy hardware capable of running local models. I believe the data centers will continue to gobble up most memory production capacity . Same for the TSMC capacity. That's why consumer hardware has only been going up in prices for over a year now.  Why would that t...
1
false
https://www.reddit.com/r/LocalLLaMA/comments/1u1u9eb/bit_of_a_lull_or_winter_is_coming/oqu3l15/
1,789,194,876
batch-priority-2026-summer
oqu40zb
LocalLLaMA
1u1u9eb
oqsvu5t
2
Fedor_Doc
1,781,098,707
This is not local, and for work it is more expensive than API. 
3
false
https://www.reddit.com/r/LocalLLaMA/comments/1u1u9eb/bit_of_a_lull_or_winter_is_coming/oqu40zb/
1,789,194,876
batch-priority-2026-summer
oqu7z1d
LocalLLaMA
1u1u9eb
oqu40zb
3
imike3049
1,781,099,841
That is true
1
false
https://www.reddit.com/r/LocalLLaMA/comments/1u1u9eb/bit_of_a_lull_or_winter_is_coming/oqu7z1d/
1,789,194,876
batch-priority-2026-summer
oqumxk3
LocalLLaMA
1u1u9eb
oqu3l15
5
Fheredin
1,781,103,955
You can run OpenClaw on a Raspberry Pi. You just have to accept a speed and to a less extent increased total power consumption per token cost. If an LLM largely replaces having an intern or secretary, it makes sense to also allow it to consume the time the human would need. This does mean abandoning real time chat, bu...
0
false
https://www.reddit.com/r/LocalLLaMA/comments/1u1u9eb/bit_of_a_lull_or_winter_is_coming/oqumxk3/
1,789,194,876
batch-priority-2026-summer
oquovzk
LocalLLaMA
1u1u9eb
oqsv240
2
Silver-Champion-4846
1,781,104,482
Immediately after Qwen guy got fired we got qwen 3.6, so i dunno?
2
false
https://www.reddit.com/r/LocalLLaMA/comments/1u1u9eb/bit_of_a_lull_or_winter_is_coming/oquovzk/
1,789,194,876
batch-priority-2026-summer
oquprf9
LocalLLaMA
1u1u9eb
oqsv3gi
2
Silver-Champion-4846
1,781,104,714
What microsoft open-weight line?
1
false
https://www.reddit.com/r/LocalLLaMA/comments/1u1u9eb/bit_of_a_lull_or_winter_is_coming/oquprf9/
1,789,194,876
batch-priority-2026-summer
oqurpf0
LocalLLaMA
1u1u9eb
oqt2tba
1
Silver-Champion-4846
1,781,105,225
we want 20b with per-layer embeddings of 1t lol
1
false
https://www.reddit.com/r/LocalLLaMA/comments/1u1u9eb/bit_of_a_lull_or_winter_is_coming/oqurpf0/
1,789,194,876
batch-priority-2026-summer
oquswog
LocalLLaMA
1u1u9eb
oqsvu5t
2
Silver-Champion-4846
1,781,105,539
Not everyone. There are people like me whos country's online payment systems don't support international stuff, aka no cloud api subscriptions. So no, not everyone can get a b300 on vast.ai
1
false
https://www.reddit.com/r/LocalLLaMA/comments/1u1u9eb/bit_of_a_lull_or_winter_is_coming/oquswog/
1,789,194,876
batch-priority-2026-summer
oquwecx
LocalLLaMA
1u1u9eb
oqumxk3
6
DerDave
1,781,106,454
You can run Openclaw on a Raspi but not the model, that brings the actual Intelligence to make Openclaw any useful. Or are you seriously suggesting a model that can locally run on a Raspi? Have you tried that out? It's utterly useless and orders of magnitude slower than a human would be. 
1
false
https://www.reddit.com/r/LocalLLaMA/comments/1u1u9eb/bit_of_a_lull_or_winter_is_coming/oquwecx/
1,789,194,876
batch-priority-2026-summer
oquwtt0
LocalLLaMA
1u1u9eb
oquswog
3
imike3049
1,781,106,565
Nah, don't tell me that. It is always possible to find a way. I know it on my own experience.
1
false
https://www.reddit.com/r/LocalLLaMA/comments/1u1u9eb/bit_of_a_lull_or_winter_is_coming/oquwtt0/
1,789,194,876
batch-priority-2026-summer
oquxw17
LocalLLaMA
1u1u9eb
oqu3l15
5
ea_man
1,781,106,840
I believe that this RAM apocalypse is mostly due to the madness of american SOTA like GPT sayin' "we'll buy 40% of world production of RAM", now that they see they don't have the electricity to power those GPU nor datacenters to use those and the customer are facing the real cost of that computation --> their business ...
1
false
https://www.reddit.com/r/LocalLLaMA/comments/1u1u9eb/bit_of_a_lull_or_winter_is_coming/oquxw17/
1,789,194,876
batch-priority-2026-summer
oqv0at5
LocalLLaMA
1u1u9eb
oquwtt0
4
Silver-Champion-4846
1,781,107,464
Would you mind elaborating?
1
false
https://www.reddit.com/r/LocalLLaMA/comments/1u1u9eb/bit_of_a_lull_or_winter_is_coming/oqv0at5/
1,789,194,876
batch-priority-2026-summer
oqv6gb7
LocalLLaMA
1u1u9eb
oquwecx
7
Fheredin
1,781,109,074
Yes, I have tried it. Well, it's an Orange Pi with a notably better processor, but that's besides the point. It's slow, but not orders of magnitude below human slow. On my specific machine, models 30b and below run roughly at a slow human typing speed or faster. So you write out a carefully thought out prompt and go ...
1
false
https://www.reddit.com/r/LocalLLaMA/comments/1u1u9eb/bit_of_a_lull_or_winter_is_coming/oqv6gb7/
1,789,194,876
batch-priority-2026-summer
oqv6ye8
LocalLLaMA
1u1u9eb
oqv0at5
5
imike3049
1,781,109,205
Fly to another country and open bank account there – guess you are from Russia or Iran, or something like that, then Armenia and Georgia are your options. Or ask your friend to pay for you while you will send him in crypto. etc.
1
false
https://www.reddit.com/r/LocalLLaMA/comments/1u1u9eb/bit_of_a_lull_or_winter_is_coming/oqv6ye8/
1,789,194,876
batch-priority-2026-summer
oqv7z6n
LocalLLaMA
1u1u9eb
oqv6ye8
6
Silver-Champion-4846
1,781,109,471
First no not Russia or Iran, second my country blocked crypto, third I'm not rich to go galivanting across the world or else I would have bought hardware to train and run models without any timelimits.
1
false
https://www.reddit.com/r/LocalLLaMA/comments/1u1u9eb/bit_of_a_lull_or_winter_is_coming/oqv7z6n/
1,789,194,876
batch-priority-2026-summer
oqvitnv
LocalLLaMA
1u1u9eb
oqv7z6n
7
imike3049
1,781,112,280
Really sorry about your situation mate
1
false
https://www.reddit.com/r/LocalLLaMA/comments/1u1u9eb/bit_of_a_lull_or_winter_is_coming/oqvitnv/
1,789,194,876
batch-priority-2026-summer
or33ixh
LocalLLaMA
1u1u9eb
1u1u9eb
0
squngy
1,781,203,377
> MiniMax released M3 closed and although they said they would release weights at some point, it’s now considered as closed as Qwen3.7 Plus as per Artificial Analysis. They just announced they will opensource it on Friday apparently. https://www.reddit.com/r/LocalLLaMA/comments/1u2uje1/minimax_m3_open_weights_rele...
1
false
https://www.reddit.com/r/LocalLLaMA/comments/1u1u9eb/bit_of_a_lull_or_winter_is_coming/or33ixh/
1,789,194,876
batch-priority-2026-summer
oqt8ssp
LocalLLaMA
1u1yak0
1u1yak0
0
Th3Sim0n
1,781,087,817
Im genuinely curious why quantization and its types affect thinking? I understand the better and worse precision due to weights being smaller thus less accurate and the model gets "dumber" the lower you quantize it. But how can thinking length be affected by this? Only "human" explanation that I can think of is that ...
2
false
https://www.reddit.com/r/LocalLLaMA/comments/1u1yak0/qwen_36_27b_autoround_gguf_need_your_feedback/oqt8ssp/
1,789,194,865
batch-priority-2026-summer
oqt8vv5
LocalLLaMA
1u1yak0
oqt8ssp
1
soyalemujica
1,781,087,854
I have honestly no idea, but for some reason it always thinks less and comes up with solutions quicker
2
true
https://www.reddit.com/r/LocalLLaMA/comments/1u1yak0/qwen_36_27b_autoround_gguf_need_your_feedback/oqt8vv5/
1,789,194,865
batch-priority-2026-summer
oqtngfw
LocalLLaMA
1u1yak0
oqt8ssp
1
dinerburgeryum
1,781,093,520
I assume it has to do with the calibration dataset. Solutions like AutoRound and GGUF imatrix “shape” the quantized model around the content in that dataset, and variance in that dataset can heavily affect the output from the final model. 
1
false
https://www.reddit.com/r/LocalLLaMA/comments/1u1yak0/qwen_36_27b_autoround_gguf_need_your_feedback/oqtngfw/
1,789,194,865
batch-priority-2026-summer
oqtq1xk
LocalLLaMA
1u1yak0
1u1yak0
0
Address-Street
1,781,094,397
Intel's INT4 keeps the SSM in\_proj\_a/in\_proj\_b in BF16 while your Q4\_K\_M has the equivalent (ssm\_alpha/ssm\_beta?) at Q4\_K, deliberate choice, or just the default recipe? Thanks for sharing!
2
false
https://www.reddit.com/r/LocalLLaMA/comments/1u1yak0/qwen_36_27b_autoround_gguf_need_your_feedback/oqtq1xk/
1,789,194,865
batch-priority-2026-summer
oqttp3z
LocalLLaMA
1u1yak0
1u1yak0
0
audioen
1,781,095,593
I'll try the Q8\_0. I have some flakiness in the UD-Q8\_K\_XL model around 200k context as it starts to make various typos and tool call errors. If this is better, then presumably it goes further before it starts to fail, if it fails at all.
2
false
https://www.reddit.com/r/LocalLLaMA/comments/1u1yak0/qwen_36_27b_autoround_gguf_need_your_feedback/oqttp3z/
1,789,194,865
batch-priority-2026-summer
oqu44ef
LocalLLaMA
1u1yak0
oqttp3z
1
soyalemujica
1,781,098,736
Report how does it behave in overall for you !
1
true
https://www.reddit.com/r/LocalLLaMA/comments/1u1yak0/qwen_36_27b_autoround_gguf_need_your_feedback/oqu44ef/
1,789,194,865
batch-priority-2026-summer
oquc5rc
LocalLLaMA
1u1yak0
oqu44ef
2
audioen
1,781,101,015
Quick perplexity test seems to return systematically lower numbers for Q8\_0 than UD-Q8\_K\_XL, so that suggests that the model provided here is actually better than the best unsloth quantized version while being around 7 GB smaller. [52965] 1.27.298.667 I statistics ngram-mod: #calls(b,g,a) = 1 363 ...
2
false
https://www.reddit.com/r/LocalLLaMA/comments/1u1yak0/qwen_36_27b_autoround_gguf_need_your_feedback/oquc5rc/
1,789,194,865
batch-priority-2026-summer
oqulhle
LocalLLaMA
1u1yak0
oqt8ssp
1
audioen
1,781,103,559
From what I've seen is that usually better quants think less, though there isn't very large difference. It's just something I've observed, thinking length for solving large number of tasks serves as signal. If the model is confused and typoes stuff, it starts to argue with itself during reasoning phase, and this often ...
2
false
https://www.reddit.com/r/LocalLLaMA/comments/1u1yak0/qwen_36_27b_autoround_gguf_need_your_feedback/oqulhle/
1,789,194,865
batch-priority-2026-summer
oqw2rlt
LocalLLaMA
1u1yak0
oqu44ef
2
audioen
1,781,117,482
I am going to give this Q8\_0 an overall clean bill of health. While not a LLM doctor, and barely an engineer capable of evaluating them, I recognize that this is at this point mostly an early vibe review without required hard numbers behind this, other than my brief check of how PPL is against the wikitext dataset. Re...
2
false
https://www.reddit.com/r/LocalLLaMA/comments/1u1yak0/qwen_36_27b_autoround_gguf_need_your_feedback/oqw2rlt/
1,789,194,865
batch-priority-2026-summer
oqwfl36
LocalLLaMA
1u1yak0
oqw2rlt
3
soyalemujica
1,781,120,925
What kv cache are you using ? - also great to see that you’re having amazing experience with the autoround models !
1
true
https://www.reddit.com/r/LocalLLaMA/comments/1u1yak0/qwen_36_27b_autoround_gguf_need_your_feedback/oqwfl36/
1,789,194,865
batch-priority-2026-summer
oqwm957
LocalLLaMA
1u1yak0
oqwfl36
4
audioen
1,781,122,734
I use fp16 or bf16, I'm not sure which is the default. I do not trust KV cache quantization at the time being, not even to q8\_0.
1
false
https://www.reddit.com/r/LocalLLaMA/comments/1u1yak0/qwen_36_27b_autoround_gguf_need_your_feedback/oqwm957/
1,789,194,865
batch-priority-2026-summer
oqwqneb
LocalLLaMA
1u1yak0
oqwm957
5
soyalemujica
1,781,123,947
Issue with Qwen 27B is that as context grows it can get lost - do you have preserve thinking enabled ?
1
true
https://www.reddit.com/r/LocalLLaMA/comments/1u1yak0/qwen_36_27b_autoround_gguf_need_your_feedback/oqwqneb/
1,789,194,865
batch-priority-2026-summer
oqx25jb
LocalLLaMA
1u1yak0
1u1yak0
0
ArtfulGenie69
1,781,127,210
In this thread they were talking about this exact same thinking conundrum. Some layers really fuck up thinking. https://www.reddit.com/r/LocalLLaMA/comments/1tdhcqb/need_a_second_pair_of_eyes_this_qwen36_27b_quant
1
false
https://www.reddit.com/r/LocalLLaMA/comments/1u1yak0/qwen_36_27b_autoround_gguf_need_your_feedback/oqx25jb/
1,789,194,865
batch-priority-2026-summer
oqx5u3p
LocalLLaMA
1u1yak0
oqwqneb
6
audioen
1,781,128,289
I do. It seems to help in agentic work in reducing the number of required context checkpoints to just 1 or 2 to avoid a reprocess, and the agent also seems to be more reliable, like doesn't repeat its previous tool calls, or argue with itself about how it has arrived at this or that conclusion.
2
false
https://www.reddit.com/r/LocalLLaMA/comments/1u1yak0/qwen_36_27b_autoround_gguf_need_your_feedback/oqx5u3p/
1,789,194,865
batch-priority-2026-summer
oqxbbg4
LocalLLaMA
1u1yak0
oqttp3z
1
CalligrapherFar7833
1,781,129,972
Try this template https://huggingface.co/froggeric/Qwen-Fixed-Chat-Templates
1
false
https://www.reddit.com/r/LocalLLaMA/comments/1u1yak0/qwen_36_27b_autoround_gguf_need_your_feedback/oqxbbg4/
1,789,194,865
batch-priority-2026-summer
oqxlt2m
LocalLLaMA
1u1yak0
oqtq1xk
1
suprjami
1,781,133,368
Agree with this. SSM is one of the most important areas to keep at high quality.
1
false
https://www.reddit.com/r/LocalLLaMA/comments/1u1yak0/qwen_36_27b_autoround_gguf_need_your_feedback/oqxlt2m/
1,789,194,865
batch-priority-2026-summer
oqyr6o5
LocalLLaMA
1u1yak0
1u1yak0
0
L0stInHe11
1,781,147,442
I tried Q4_K_M and, along with llama.cpp b9590+, and every single prompt I typed returned a series of slashes (`/`). Is it the problem related to the model itself or llama.cpp version?
1
false
https://www.reddit.com/r/LocalLLaMA/comments/1u1yak0/qwen_36_27b_autoround_gguf_need_your_feedback/oqyr6o5/
1,789,194,865
batch-priority-2026-summer
oqzqirn
LocalLLaMA
1u1yak0
oqyr6o5
1
soyalemujica
1,781,162,729
I didn’t personally try Q4KM only Q5KM, and just like someone else has commented Q8, no issues with these quants on our part, I can try Q4Km later today
1
true
https://www.reddit.com/r/LocalLLaMA/comments/1u1yak0/qwen_36_27b_autoround_gguf_need_your_feedback/oqzqirn/
1,789,194,865
batch-priority-2026-summer
or1qxpj
LocalLLaMA
1u1yak0
oqyr6o5
1
soyalemujica
1,781,190,540
I gave it a try, and it's fine, I am also rocking it at 260k context with 24GB VRAM! No gibberish or anything whatsoever!
1
true
https://www.reddit.com/r/LocalLLaMA/comments/1u1yak0/qwen_36_27b_autoround_gguf_need_your_feedback/or1qxpj/
1,789,194,865
batch-priority-2026-summer
osp3rc1
LocalLLaMA
1u1yak0
1u1yak0
0
Accomplished-Air439
1,781,924,205
I just tried Q6 on 3x 5060 ti today with 128K context. Run via llama-server and opencode. I spent about 50k of the context on having the model review a feature request and the relevant parts of codebase. Then going back and forth with the model on implementational details, which consumed about another 10K context. Fina...
1
false
https://www.reddit.com/r/LocalLLaMA/comments/1u1yak0/qwen_36_27b_autoround_gguf_need_your_feedback/osp3rc1/
1,789,194,865
batch-priority-2026-summer
osp5i2d
LocalLLaMA
1u1yak0
oqtq1xk
1
suprjami
1,781,924,874
I vibed up a script to transplant Unsloth UD-Q6 `attn_gate Q8_0`, `ssm_alpha F32`, `ssm_beta F32`, and `ssm_out F16` to this AutoRound Q6. Results using [bartowksi imatrix v5](https://gist.github.com/bartowski1182/82ae9b520227f57d79ba04add13d0d0d) as KLD set: Model | File Size | Mean KLD | 99.9% K...
4
false
https://www.reddit.com/r/LocalLLaMA/comments/1u1yak0/qwen_36_27b_autoround_gguf_need_your_feedback/osp5i2d/
1,789,194,865
batch-priority-2026-summer
oqtlsv3
LocalLLaMA
1u206wv
1u206wv
0
AutoModerator
1,781,092,942
Hello! Your post was removed as you do not have sufficient karma on r/LocalLLaMa. We are doing this in response to the large volume of spam we are unfortunately experiencing. Please participate in the sub (through comments), gain the minimum of 5 karma and then re-post *I am a bot, and this action was performed automa...
1
false
https://www.reddit.com/r/LocalLLaMA/comments/1u206wv/i_worked_on_huawei_kvarn_what_are_llamacpp/oqtlsv3/
1,789,194,879
batch-priority-2026-summer
oqts8sa
LocalLLaMA
1u210y9
1u210y9
0
AutoModerator
1,781,095,124
Hello! Your post was removed as you do not have sufficient karma on r/LocalLLaMa. We are doing this in response to the large volume of spam we are unfortunately experiencing. Please participate in the sub (through comments), gain the minimum of 5 karma and then re-post *I am a bot, and this action was performed automa...
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1,789,194,898
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oqtz1ok
LocalLLaMA
1u21lky
1u21lky
0
FullstackSensei
1,781,097,245
What is exactly the problem multi tenancy is solving here? Whatever harness you chose can run on something like a raspberry pi, which means you can run dedicated instances for very cheap using docker, without worrying about tenancy. The actual compute is happening on the LLM backend, that's where you'd want segregati...
4
false
https://www.reddit.com/r/LocalLLaMA/comments/1u21lky/why_are_there_so_few_tools_with_multitenancy_in/oqtz1ok/
1,789,194,879
batch-priority-2026-summer
oqu1wd3
LocalLLaMA
1u21lky
oqtz1ok
1
Own_Mix_3755
1,781,098,086
My biggest gripe is that it needs to be setup from total zero everytime for every person using it. Its not a built system where person can get an access to and start using while retaining capabilities to define own agents and so on. We have tried the same e.g. with Hermess, but getting 3 or even 4 people to have same ...
3
true
https://www.reddit.com/r/LocalLLaMA/comments/1u21lky/why_are_there_so_few_tools_with_multitenancy_in/oqu1wd3/
1,789,194,879
batch-priority-2026-summer
oqu2viu
LocalLLaMA
1u21lky
oqu1wd3
2
FullstackSensei
1,781,098,371
People generally have their own preferences for tooling and how to configure each tool. The way you describe it sounds like you have a bunch of vibe coders who don't really know what they're doing.
4
false
https://www.reddit.com/r/LocalLLaMA/comments/1u21lky/why_are_there_so_few_tools_with_multitenancy_in/oqu2viu/
1,789,194,879
batch-priority-2026-summer
oqukwuc
LocalLLaMA
1u21lky
1u21lky
0
wolfy-j
1,781,103,405
You can't really have multi-tenant deployment with OpenClaw or hermes mode, you need completelly different isolation level. We run 1000+ users per deployment on similar software, and even then we do not allow self-modification and custom code outside of sandbox for admins, normal users can only use static primitives.
1
false
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1,789,194,879
batch-priority-2026-summer
oquqw0e
LocalLLaMA
1u21lky
oqu2viu
3
Own_Mix_3755
1,781,105,011
Quite the opposite honestly - those are people from marketing, sales and few others around. We still share same principles (eg you want to have skills/agents to automatically predraft your email responses, transcribe meetings, store the knowledge, check the knowledge/memory for various types of things) and I dont want ...
1
true
https://www.reddit.com/r/LocalLLaMA/comments/1u21lky/why_are_there_so_few_tools_with_multitenancy_in/oquqw0e/
1,789,194,879
batch-priority-2026-summer
oqur9h3
LocalLLaMA
1u21lky
oqukwuc
1
Own_Mix_3755
1,781,105,109
I know and thats where we hit the ceiling. Thats why I am surprised there is basically zero tools which would allow multitenancy, while also working as a harness (but with company set guardrails). Hermes/OpenClaw are good on their own, but scalability is just not there (yet?).
1
true
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1,789,194,879
batch-priority-2026-summer
oqurppm
LocalLLaMA
1u21lky
oqur9h3
2
wolfy-j
1,781,105,227
Not zero though, but you have to generate some parts on yourself.
1
false
https://www.reddit.com/r/LocalLLaMA/comments/1u21lky/why_are_there_so_few_tools_with_multitenancy_in/oqurppm/
1,789,194,879
batch-priority-2026-summer
oqurztz
LocalLLaMA
1u21lky
oqurppm
3
Own_Mix_3755
1,781,105,300
We are open to it, thats not a problem. I am more of like questioning why this part of the AI race is not yet populated with various products and/or open source community solutions.
1
true
https://www.reddit.com/r/LocalLLaMA/comments/1u21lky/why_are_there_so_few_tools_with_multitenancy_in/oqurztz/
1,789,194,879
batch-priority-2026-summer
oqusu2e
LocalLLaMA
1u21lky
oqurztz
4
wolfy-j
1,781,105,519
Because usually it requires a lot of resources and efforts to build multi-tenant system that also has application level configurability. See Salesforce. It's not trivial, and you cant solve it on application level only, infrastructure that can solve it is usually not ready for AI development and implies classic dev cyc...
1
false
https://www.reddit.com/r/LocalLLaMA/comments/1u21lky/why_are_there_so_few_tools_with_multitenancy_in/oqusu2e/
1,789,194,879
batch-priority-2026-summer
oqux260
LocalLLaMA
1u21lky
oqusu2e
5
Own_Mix_3755
1,781,106,626
That would be a good reasoning if there would be at least few, but MVP level (or bad ones) at least. But there is almost none.
1
true
https://www.reddit.com/r/LocalLLaMA/comments/1u21lky/why_are_there_so_few_tools_with_multitenancy_in/oqux260/
1,789,194,879
batch-priority-2026-summer
oquylr3
LocalLLaMA
1u21lky
1u21lky
0
_realpaul
1,781,107,023
Vllm can handle tons of users. If you want a custom frontend you have to create one that fits your needs. Most hobby projects focus on the single gpu everyone can afford to generate spicy roleplaying.
1
false
https://www.reddit.com/r/LocalLLaMA/comments/1u21lky/why_are_there_so_few_tools_with_multitenancy_in/oquylr3/
1,789,194,879
batch-priority-2026-summer
oqv8jv8
LocalLLaMA
1u21lky
1u21lky
0
HVACcontrolsGuru
1,781,109,621
I’ve been doing a lot of development around this space for how does the solo and enterprise user look across the systems. A lot of it is tooling that needs to be built to a degree. Coding and regular workflows I have put a hard line of different verticals. Coding requires a bit more than say automated document processi...
1
false
https://www.reddit.com/r/LocalLLaMA/comments/1u21lky/why_are_there_so_few_tools_with_multitenancy_in/oqv8jv8/
1,789,194,879
batch-priority-2026-summer
oqvaexz
LocalLLaMA
1u21lky
oqv8jv8
1
Own_Mix_3755
1,781,110,107
But I would say that coding is one of those things that are ultimately “solved” by now. Coding needs to happen on your device (if you are talking about pair programming) or outside (if you are doing some PRs and so on). Both these are already mostly functional today and I dont see any need to have eg webbased multitena...
1
true
https://www.reddit.com/r/LocalLLaMA/comments/1u21lky/why_are_there_so_few_tools_with_multitenancy_in/oqvaexz/
1,789,194,879
batch-priority-2026-summer
oqvbf36
LocalLLaMA
1u21lky
oquqw0e
4
No_Afternoon_4260
1,781,110,367
I understand your case. I'd use ephemeral agent per session, when somebody pushes a skill/tool/memory it get in a queue and is sorted by a curator before being merged in the main agent. ephemeral agent are forked from that main agent. Yes It's a mess, good luck
2
false
https://www.reddit.com/r/LocalLLaMA/comments/1u21lky/why_are_there_so_few_tools_with_multitenancy_in/oqvbf36/
1,789,194,879
batch-priority-2026-summer
oqvcd6f
LocalLLaMA
1u21lky
1u21lky
0
ttkciar
1,781,110,610
I suspect RHAIE is the go-to for on-prem LLM inference for corporate and government on-prem inference. https://www.redhat.com/en/products/ai/enterprise It's built around vLLM, but aims to provide a comprehensive solution so as to minimize the need for internal infrastructure development. The open source community ha...
2
false
https://www.reddit.com/r/LocalLLaMA/comments/1u21lky/why_are_there_so_few_tools_with_multitenancy_in/oqvcd6f/
1,789,194,879
batch-priority-2026-summer
oqwrwhx
LocalLLaMA
1u21lky
oqvcd6f
1
Own_Mix_3755
1,781,124,296
Thanks, did not know about the Redhat’s solution. Yeah I know it can be built, but it takes looots of effort currently.
1
true
https://www.reddit.com/r/LocalLLaMA/comments/1u21lky/why_are_there_so_few_tools_with_multitenancy_in/oqwrwhx/
1,789,194,879
batch-priority-2026-summer
oqwuk20
LocalLLaMA
1u21lky
oquqw0e
4
FullstackSensei
1,781,125,045
I stand corrected then. Skills are just markdown files. Why not use something like git to push your pipelines and have a script on each machine that periodically reverts any changes to those files and pulls latest?
1
false
https://www.reddit.com/r/LocalLLaMA/comments/1u21lky/why_are_there_so_few_tools_with_multitenancy_in/oqwuk20/
1,789,194,879
batch-priority-2026-summer
oqx052v
LocalLLaMA
1u21lky
oqwuk20
5
Own_Mix_3755
1,781,126,630
Thats actually what we tried. But you are ignoring the rest of the issues I have mentioned like monitoring, deployability (eg each Hermes container needs about 1 GB of memory from the start so scalability is not very good) and other things. Also both Hermes and OpenClaw tend to nuke themselves if used incorrectly. They...
1
true
https://www.reddit.com/r/LocalLLaMA/comments/1u21lky/why_are_there_so_few_tools_with_multitenancy_in/oqx052v/
1,789,194,879
batch-priority-2026-summer
oqx2b1p
LocalLLaMA
1u21lky
oqx052v
6
FullstackSensei
1,781,127,255
I'm not really ignoring. It's just that harnesses in general aren't really production quality code. I mean, Openclaw was entirely vibe coded, for crying out loud. These things generally have such a short shelf life that it's not really worth anyone's effort to try to build anything optimized, let alone something that w...
1
false
https://www.reddit.com/r/LocalLLaMA/comments/1u21lky/why_are_there_so_few_tools_with_multitenancy_in/oqx2b1p/
1,789,194,879
batch-priority-2026-summer
oqu1ptt
LocalLLaMA
1u21pn1
1u21pn1
0
PepSakdoek
1,781,098,033
Can I set the AI provider to be a LAN server rather than 'local'?
3
null
/r/LocalLLaMA/comments/1u21pn1/comment/oqu1ptt/
1,789,194,910
batch-priority-2026-summer
oqu2mj9
LocalLLaMA
1u21pn1
oqu1ptt
1
jerelledev
1,781,098,298
Not yet, the endpoints are hardcoded right now so you can't point it at a LAN box from settings (Ollama's locked to localhost), but it all runs on the OpenAI-compatible client with a configurable base URL underneath, so adding a custom endpoint field is doable, not an architecture change. Honestly exactly the kind of s...
-9
null
/r/LocalLLaMA/comments/1u21pn1/comment/oqu2mj9/
1,789,194,880
batch-priority-2026-summer
oqv6lli
LocalLLaMA
1u21pn1
1u21pn1
0
Fedor_Doc
1,781,109,112
Why no Docker is a pro? At least some guarantees of security would make the project stand out compared to others Why ollama as a local backend in plans instead of llama.cpp? How this project compares to Hermes, OpenClaw, Odysseus?
1
null
/r/LocalLLaMA/comments/1u21pn1/comment/oqv6lli/
1,789,194,921
batch-priority-2026-summer
oqvaqtd
LocalLLaMA
1u21pn1
1u21pn1
0
ttkciar
1,781,110,193
Violates Rule Four: Self-promotion
1
null
/r/LocalLLaMA/comments/1u21pn1/comment/oqvaqtd/
1,789,194,926
batch-priority-2026-summer
oqxzttj
LocalLLaMA
1u21pn1
oqvaqtd
1
jerelledev
1,781,138,214
Fair, my bad. I did disclose I built it but yeah I'm over the 1/10th ratio since this is basically all I've posted here. If there's a thread these belong in, point me to it and I'll move it.
1
null
/r/LocalLLaMA/comments/1u21pn1/comment/oqxzttj/
1,789,194,880
batch-priority-2026-summer
oqy1fn1
LocalLLaMA
1u21pn1
oqv6lli
1
jerelledev
1,781,138,774
Good questions. Fair. "No Docker" is more about setup simplicity, not a security claim, and you're right that containers give isolation I don't have. Right now the safety layer is approval-mode (pause before destructive actions) + dry-run, plus the filesystem integration is sandboxed to a user-defined path, but agent...
1
null
/r/LocalLLaMA/comments/1u21pn1/comment/oqy1fn1/
1,789,194,880
batch-priority-2026-summer
or1bxt8
LocalLLaMA
1u21pn1
oqu1ptt
1
jerelledev
1,781,186,357
Update on this: you can now point NodeBrain at an OpenAI-compatible endpoint on your LAN (e.g. an Ollama box on another machine), not just localhost. Shipped in v0.3.6. Verified the custom-endpoint path works (tested locally, I don't have a second machine handy, but it's the same request path with a different address)....
2
null
/r/LocalLLaMA/comments/1u21pn1/comment/or1bxt8/
1,789,194,880
batch-priority-2026-summer
oqtzgb9
LocalLLaMA
1u21xne
1u21xne
0
AutoModerator
1,781,097,367
Hello! Your post was removed as you do not have sufficient karma on r/LocalLLaMa. We are doing this in response to the large volume of spam we are unfortunately experiencing. Please participate in the sub (through comments), gain the minimum of 5 karma and then re-post *I am a bot, and this action was performed automa...
1
false
https://www.reddit.com/r/LocalLLaMA/comments/1u21xne/titlesensenova_u1_dropped_an_infographicspecific/oqtzgb9/
1,789,194,860
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oqtzxhv
LocalLLaMA
1u21zs1
1u21zs1
0
AutoModerator
1,781,097,507
Hello! Your post was removed as you do not have sufficient karma on r/LocalLLaMa. We are doing this in response to the large volume of spam we are unfortunately experiencing. Please participate in the sub (through comments), gain the minimum of 5 karma and then re-post *I am a bot, and this action was performed automa...
1
false
https://www.reddit.com/r/LocalLLaMA/comments/1u21zs1/deleted_by_user/oqtzxhv/
1,789,194,860
batch-priority-2026-summer
oqu24ca
LocalLLaMA
1u229at
1u229at
0
AutoModerator
1,781,098,150
Hello! Your post was removed as you do not have sufficient karma on r/LocalLLaMa. We are doing this in response to the large volume of spam we are unfortunately experiencing. Please participate in the sub (through comments), gain the minimum of 5 karma and then re-post *I am a bot, and this action was performed automa...
1
false
https://www.reddit.com/r/LocalLLaMA/comments/1u229at/deleted_by_user/oqu24ca/
1,789,194,860
batch-priority-2026-summer
oqu2mop
LocalLLaMA
1u22bmm
1u22bmm
0
AutoModerator
1,781,098,299
Hello! Your post was removed as you do not have sufficient karma on r/LocalLLaMa. We are doing this in response to the large volume of spam we are unfortunately experiencing. Please participate in the sub (through comments), gain the minimum of 5 karma and then re-post *I am a bot, and this action was performed automa...
1
false
https://www.reddit.com/r/LocalLLaMA/comments/1u22bmm/deleted_by_user/oqu2mop/
1,789,194,902
batch-priority-2026-summer
oqu3et7
LocalLLaMA
1u22ex4
1u22ex4
0
AutoModerator
1,781,098,528
Hello! Your post was removed as you do not have sufficient karma on r/LocalLLaMa. We are doing this in response to the large volume of spam we are unfortunately experiencing. Please participate in the sub (through comments), gain the minimum of 5 karma and then re-post *I am a bot, and this action was performed automa...
1
false
https://www.reddit.com/r/LocalLLaMA/comments/1u22ex4/deleted_by_user/oqu3et7/
1,789,194,860
batch-priority-2026-summer
oqu6kmv
LocalLLaMA
1u22sdv
1u22sdv
0
AutoModerator
1,781,099,444
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1
false
https://www.reddit.com/r/LocalLLaMA/comments/1u22sdv/i_built_jarvis_using_claude_fable_5_11_screens/oqu6kmv/
1,789,194,883
batch-priority-2026-summer
oquutss
LocalLLaMA
1u25sgr
1u25sgr
0
AutoModerator
1,781,106,045
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1
false
https://www.reddit.com/r/LocalLLaMA/comments/1u25sgr/got_tired_of_handediting_claude_desktop/oquutss/
1,789,194,865
batch-priority-2026-summer
oquxqd3
LocalLLaMA
1u26567
1u26567
0
AutoModerator
1,781,106,799
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1
false
https://www.reddit.com/r/LocalLLaMA/comments/1u26567/konsey_multillm_crossvalidation_where_a_model/oquxqd3/
1,789,194,866
batch-priority-2026-summer
oqvapn7
LocalLLaMA
1u27okl
1u27okl
0
CicadaCE5
1,781,110,184
[Just hit HuggingFace.](https://huggingface.co/unsloth/diffusiongemma-26B-A4B-it-GGUF)
1
null
/r/LocalLLaMA/comments/1u27okl/removed_by_moderator/oqvapn7/
1,789,195,779
batch-priority-2026-summer
oqvbj09
LocalLLaMA
1u27okl
1u27okl
0
CryptoStef33
1,781,110,395
google killing ram prices
2
null
/r/LocalLLaMA/comments/1u27okl/removed_by_moderator/oqvbj09/
1,789,195,779
batch-priority-2026-summer
oqvd85d
LocalLLaMA
1u27okl
1u27okl
0
JournalistLucky5124
1,781,110,831
Too big for me
1
null
/r/LocalLLaMA/comments/1u27okl/removed_by_moderator/oqvd85d/
1,789,195,779
batch-priority-2026-summer
oqvdez2
LocalLLaMA
1u27okl
1u27okl
0
ttkciar
1,781,110,881
Closing duplicate thread.
1
null
/r/LocalLLaMA/comments/1u27okl/removed_by_moderator/oqvdez2/
1,789,195,779
batch-priority-2026-summer
oqvdog7
LocalLLaMA
1u27okl
1u27okl
0
YearnMar10
1,781,110,951
Noice - any benchmarks known?
1
null
/r/LocalLLaMA/comments/1u27okl/removed_by_moderator/oqvdog7/
1,789,195,779
batch-priority-2026-summer
oqve0k9
LocalLLaMA
1u27okl
1u27okl
0
PaulShoreITA
1,781,111,039
26b but dumber than the regular 12b version of Gemma 4. Some trade-off had to be made
1
null
/r/LocalLLaMA/comments/1u27okl/removed_by_moderator/oqve0k9/
1,789,195,779
batch-priority-2026-summer
oqvctzp
LocalLLaMA
1u27wil
1u27wil
0
the_bollo
1,781,110,730
Whoa. Now this is some genuine creative thinking.
2
null
/r/LocalLLaMA/comments/1u27wil/removed_by_moderator/oqvctzp/
1,789,195,779
batch-priority-2026-summer
oqvcwmp
LocalLLaMA
1u27wil
1u27wil
0
cibernox
1,781,110,749
This could have been useful for some usages, like the one I've been running for the last 4 hours and will take around 3 more left. If i'm reading the response, I want it streaming, but it a script is reading it, I want raw speed. And given that get around 130tk/s in gemma 26B, getting 300+tk/s does sound compelling.
1
null
/r/LocalLLaMA/comments/1u27wil/removed_by_moderator/oqvcwmp/
1,789,195,779
batch-priority-2026-summer
oqvdg68
LocalLLaMA
1u27wil
1u27wil
0
JournalistLucky5124
1,781,110,889
16gb for q4 😭😭😭
1
null
/r/LocalLLaMA/comments/1u27wil/removed_by_moderator/oqvdg68/
1,789,195,779
batch-priority-2026-summer
oqvdjsa
LocalLLaMA
1u27wil
1u27wil
0
ttkciar
1,781,110,916
Closing duplicate thread.
1
null
/r/LocalLLaMA/comments/1u27wil/removed_by_moderator/oqvdjsa/
1,789,195,779
batch-priority-2026-summer
oqvbydp
LocalLLaMA
1u27woz
1u27woz
0
AutoModerator
1,781,110,505
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1
null
null
1,789,195,778
batch-priority-2026-summer
oqvfvt6
LocalLLaMA
1u28eil
1u28eil
0
AutoModerator
1,781,111,524
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1
null
null
1,789,195,778
batch-priority-2026-summer
oqvl5d4
LocalLLaMA
1u28ufk
1u28ufk
0
a_beautiful_rhind
1,781,112,876
I don't think the quants are that common but I am using this for image models. W8 and then sageattention for the A8. A8 is far from lossless but good enough for me.
3
null
/r/LocalLLaMA/comments/1u28ufk/comment/oqvl5d4/
1,789,195,779
batch-priority-2026-summer
oqvw6zn
LocalLLaMA
1u28ufk
1u28ufk
0
DinoAmino
1,781,115,743
Uncommon to see INT8/w8a8 anymore. FP8 is the norm now since release of modern Blackwell. Since FP8 can run on ampere with Marlin kernels no one really bothers with INT8 it seems.
2
null
/r/LocalLLaMA/comments/1u28ufk/comment/oqvw6zn/
1,789,195,799
batch-priority-2026-summer
oqxc9m5
LocalLLaMA
1u28ufk
oqvw6zn
1
ArtfulGenie69
1,781,130,273
Everyone with the old 3090 setup uses the w8a8 with vllm. It's really fast for 30's series cards as they have no fp8 cores to work with. Model wise there are a few int8 w8a8 models on huggingface. I've had to download the bf16 version of weights for multiple models and do the quantization myself.
3
null
/r/LocalLLaMA/comments/1u28ufk/comment/oqxc9m5/
1,789,195,779
batch-priority-2026-summer
oqxda56
LocalLLaMA
1u28ufk
oqvl5d4
1
ArtfulGenie69
1,781,130,595
For image models it helps my 3090 a lot too. Also torch compile raised my speed a lot. Like anima int8 would take a full 40s to do one image at like 1280x1024, when I got torch compile working it dropped to a 10s gen.
3
null
/r/LocalLLaMA/comments/1u28ufk/comment/oqxda56/
1,789,195,779
batch-priority-2026-summer
oqxewpz
LocalLLaMA
1u28ufk
1u28ufk
0
a_beautiful_rhind
1,781,131,118
Isn't it nice how comfy keeps breaking that compile? I am able to use Fp8 and int8 but the latter quality is usually better.
4
null
/r/LocalLLaMA/comments/1u28ufk/comment/oqxewpz/
1,789,195,792
batch-priority-2026-summer
oqz4gdg
LocalLLaMA
1u28ufk
1u28ufk
0
rainbyte
1,781,152,348
Here I'm using Qwen3.6-27B and Qwen3.6-35B-A3B, both on 3090 with vLLM and W8A8 quants from nameistoken. It works well, and pretty fast as 3090 has natuve support for INT8, unlike FP8 which relies on slower emulation.
2
null
/r/LocalLLaMA/comments/1u28ufk/comment/oqz4gdg/
1,789,195,779
batch-priority-2026-summer
or4qmgj
LocalLLaMA
1u28ufk
oqxewpz
1
ArtfulGenie69
1,781,220,457
It's really annoying how much torch compile breaks. I use kj but Jesus Christ like the other day I had to update and such and boom all that torch compile work I had the machine fix was all back again and more broken than ever. I got it working again for anima but it now swallows more vram. Good thing it's a small model...
2
null
/r/LocalLLaMA/comments/1u28ufk/comment/or4qmgj/
1,789,195,787
batch-priority-2026-summer