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or31c40 | LocalLLaMA | 1u37cmz | 1u37cmz | 0 | AutoModerator | 1,781,202,798 | 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 | /r/LocalLLaMA/comments/1u37cmz/i_gave_a_local_llm_a_model_of_myself_so_my_coding/or31c40/ | 1,789,194,839 | batch-priority-2026-summer |
or3g0rr | LocalLLaMA | 1u395vl | 1u395vl | 0 | AutoModerator | 1,781,206,733 | 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 | null | null | 1,789,194,834 | batch-priority-2026-summer |
or3gv7g | LocalLLaMA | 1u399r1 | 1u399r1 | 0 | AutoModerator | 1,781,206,960 | 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 | null | /r/LocalLLaMA/comments/1u399r1/comment/or3gv7g/ | 1,789,194,837 | batch-priority-2026-summer |
or3ohzd | LocalLLaMA | 1u39xx0 | 1u39xx0 | 0 | UnWiseSageVibe | 1,781,208,991 | I'm sorry, but if you read their release blog on it, then you would understand that the model is designed to run a lot of tests and checks without being prompted to. | 1 | false | https://www.reddit.com/r/LocalLLaMA/comments/1u39xx0/deleted_by_user/or3ohzd/ | 1,789,194,836 | batch-priority-2026-summer |
or3ou5a | LocalLLaMA | 1u39xx0 | 1u39xx0 | 0 | johndeuff | 1,781,209,082 | It's the best for research, finetuning, data analysis. | 1 | false | https://www.reddit.com/r/LocalLLaMA/comments/1u39xx0/deleted_by_user/or3ou5a/ | 1,789,194,836 | batch-priority-2026-summer |
or3oxyo | LocalLLaMA | 1u39xx0 | 1u39xx0 | 0 | Only-An-Egg | 1,781,209,111 | Is Fable a locally hostable LLM, the topic of this sub? No, it's not. Tired of seeing it dicussed here. | 16 | false | https://www.reddit.com/r/LocalLLaMA/comments/1u39xx0/deleted_by_user/or3oxyo/ | 1,789,194,836 | batch-priority-2026-summer |
or3pmn8 | LocalLLaMA | 1u39xx0 | 1u39xx0 | 0 | Voxandr | 1,781,209,299 | Wrong sub , go away fanbois. | 11 | false | https://www.reddit.com/r/LocalLLaMA/comments/1u39xx0/deleted_by_user/or3pmn8/ | 1,789,194,836 | batch-priority-2026-summer |
or3pzif | LocalLLaMA | 1u39xx0 | 1u39xx0 | 0 | Inevitable_Mistake32 | 1,781,209,397 | I feel like Fable is just Opus but with some post-training to test things it builds and use tools and do long-horizon. Things that can be mostly solved with the harness more than the actual model. Could be wrong. Mythos is a different animal. Fable is just to appease the public with a tiny fraction of a real update.
... | 2 | false | https://www.reddit.com/r/LocalLLaMA/comments/1u39xx0/deleted_by_user/or3pzif/ | 1,789,194,836 | batch-priority-2026-summer |
or3q8m9 | LocalLLaMA | 1u39xx0 | 1u39xx0 | 0 | Clean_Hyena7172 | 1,781,209,464 | Sir, this is r/LocalLLaMA | 8 | false | https://www.reddit.com/r/LocalLLaMA/comments/1u39xx0/deleted_by_user/or3q8m9/ | 1,789,194,836 | batch-priority-2026-summer |
or3rpcu | LocalLLaMA | 1u39xx0 | 1u39xx0 | 0 | Some-Cauliflower4902 | 1,781,209,861 | Opus4.8 pull the same thing on me the other day. Prompt said check with me first. It checked A and did BCD on its own. They are all tokenmaxxing. That’s why we need local options. | 1 | false | https://www.reddit.com/r/LocalLLaMA/comments/1u39xx0/deleted_by_user/or3rpcu/ | 1,789,194,836 | batch-priority-2026-summer |
or3t70l | LocalLLaMA | 1u3aqgd | 1u3aqgd | 0 | AutoModerator | 1,781,210,264 | 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 | null | /r/LocalLLaMA/comments/1u3aqgd/deleted_by_user/or3t70l/ | 1,789,194,840 | batch-priority-2026-summer |
or3te74 | LocalLLaMA | 1u3arb5 | 1u3arb5 | 0 | AutoModerator | 1,781,210,319 | 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 | null | null | 1,789,194,835 | batch-priority-2026-summer |
or4706t | LocalLLaMA | 1u3cej7 | 1u3cej7 | 0 | AutoModerator | 1,781,214,131 | 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 | null | /r/LocalLLaMA/comments/1u3cej7/giving_ai_agents_a_law_to_follow_the_german/or4706t/ | 1,789,194,837 | batch-priority-2026-summer |
or4jo4v | LocalLLaMA | 1u3e0tn | 1u3e0tn | 0 | AutoModerator | 1,781,218,121 | 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 | null | null | 1,789,194,835 | batch-priority-2026-summer |
or55iqk | LocalLLaMA | 1u3f9hs | 1u3f9hs | 0 | wayofTzu | 1,781,225,718 | Hey, this is very relevant, thanks! Can anyone explain how they pre-determine response output length? Since it is discrete diffusion, my understanding is token to token count remains consistent, the values just change? For image space diffusion this is intuitive: resolution in = resolution out. For a "Explain this conc... | 4 | false | /r/LocalLLaMA/comments/1u3f9hs/talk_text_diffusion_google_deepminds_brendan/or55iqk/ | 1,789,194,839 | batch-priority-2026-summer |
or5gemp | LocalLLaMA | 1u3f9hs | or55iqk | 1 | TheRealMasonMac | 1,781,229,609 | They might use block diffusion? e.g. [https://github.com/kuleshov-group/bd3lms](https://github.com/kuleshov-group/bd3lms) | 3 | false | /r/LocalLLaMA/comments/1u3f9hs/talk_text_diffusion_google_deepminds_brendan/or5gemp/ | 1,789,194,839 | batch-priority-2026-summer |
or5gx8c | LocalLLaMA | 1u3f9hs | or5gemp | 2 | wayofTzu | 1,781,229,791 | Oh, that's very helpful thank you! Even if it is not what they implemented, it helps me understand ways around the "fixed-length" limitation. | 1 | false | /r/LocalLLaMA/comments/1u3f9hs/talk_text_diffusion_google_deepminds_brendan/or5gx8c/ | 1,789,194,839 | batch-priority-2026-summer |
or6lqoc | LocalLLaMA | 1u3f9hs | or55iqk | 1 | antagim | 1,781,247,128 | Watch Julia's Turc video on that https://youtu.be/bmr718eZYGU?is=svjFkrmvck5t49Js | 2 | false | /r/LocalLLaMA/comments/1u3f9hs/talk_text_diffusion_google_deepminds_brendan/or6lqoc/ | 1,789,194,839 | batch-priority-2026-summer |
or7jnx7 | LocalLLaMA | 1u3f9hs | or5gemp | 2 | z_latent | 1,781,263,760 | They do, DiffusionGemma uses 256- token blocks. Each block is denoised for a few steps, up to a limit (they recommend 48) or until the model is very certain for all tokens.
Once a block is finished, they process it once more to get the attention KV, append those to the KV cache, and then begin the next block. | 4 | true | /r/LocalLLaMA/comments/1u3f9hs/talk_text_diffusion_google_deepminds_brendan/or7jnx7/ | 1,789,194,839 | batch-priority-2026-summer |
or4v1a3 | LocalLLaMA | 1u3fh23 | 1u3fh23 | 0 | AutoModerator | 1,781,221,992 | 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/1u3fh23/5_esp32_runs_a_real_language_model_atome_lm/or4v1a3/ | 1,789,194,834 | batch-priority-2026-summer |
or5aqen | LocalLLaMA | 1u3hia9 | 1u3hia9 | 0 | AutoModerator | 1,781,227,585 | 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 | null | null | 1,789,194,837 | batch-priority-2026-summer |
or5iaeq | LocalLLaMA | 1u3ifws | 1u3ifws | 0 | AutoModerator | 1,781,230,282 | 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 | null | /r/LocalLLaMA/comments/1u3ifws/comment/or5iaeq/ | 1,789,194,837 | batch-priority-2026-summer |
or6k87s | LocalLLaMA | 1u3nhbm | 1u3nhbm | 0 | Some-Cauliflower4902 | 1,781,246,372 | Any model with uncensored , heretic, abliterated on their names. Literally hundreds of options. | 3 | null | /r/LocalLLaMA/comments/1u3nhbm/deleted_by_user/or6k87s/ | 1,789,194,840 | batch-priority-2026-summer |
or6ko9n | LocalLLaMA | 1u3nhbm | 1u3nhbm | 0 | Tall-Ad-7742 | 1,781,246,595 | 
| 9 | null | /r/LocalLLaMA/comments/1u3nhbm/deleted_by_user/or6ko9n/ | 1,789,194,840 | batch-priority-2026-summer |
or6m8iq | LocalLLaMA | 1u3nhbm | 1u3nhbm | 0 | General_Vermicelli53 | 1,781,247,376 | [Hy-MT2-30B-A3B](https://huggingface.co/tencent/Hy-MT2-30B-A3B) actually hasn't been censored, I mean none. Given the size of the 30B, you can also use it for things more than translation... | 1 | null | /r/LocalLLaMA/comments/1u3nhbm/deleted_by_user/or6m8iq/ | 1,789,194,840 | batch-priority-2026-summer |
or6mmc9 | LocalLLaMA | 1u3nhbm | 1u3nhbm | 0 | Hot-Employ-3399 | 1,781,247,571 | GLM 5.1 has no trouble answering the question on their very own website. Not surprising. I can ask for JAV recommendations | 4 | null | /r/LocalLLaMA/comments/1u3nhbm/deleted_by_user/or6mmc9/ | 1,789,194,840 | batch-priority-2026-summer |
or6mvg5 | LocalLLaMA | 1u3nhbm | 1u3nhbm | 0 | Sicarius_The_First | 1,781,247,700 | 70B Pepe almost certainly will. | 1 | null | /r/LocalLLaMA/comments/1u3nhbm/deleted_by_user/or6mvg5/ | 1,789,194,840 | batch-priority-2026-summer |
or6n2e9 | LocalLLaMA | 1u3nhbm | or6mvg5 | 1 | Sicarius_The_First | 1,781,247,798 | also, frontier does not refuses this question at all.
ChatGPT:
| 1 | null | /r/LocalLLaMA/comments/1u3nhbm/deleted_by_user/or6n2e9/ | 1,789,194,840 | batch-priority-2026-summer |
or6n90m | LocalLLaMA | 1u3nhbm | or6mmc9 | 1 | MrMrsPotts | 1,781,247,890 | "Thought Process
Analyze the Request:
Topic: Indonesian sex comedies.
Specific Criteria: "Most explicit."
Intent: The user is asking for recommendations or information about a specific subgenre of film (Indonesian sex comedies) with a focus on high levels of explicit content.
Consult Safety Guidelines (Self-Correction/... | 1 | null | /r/LocalLLaMA/comments/1u3nhbm/deleted_by_user/or6n90m/ | 1,789,194,840 | batch-priority-2026-summer |
or6omtg | LocalLLaMA | 1u3nhbm | or6n2e9 | 2 | MrMrsPotts | 1,781,248,597 |  | -2 | null | /r/LocalLLaMA/comments/1u3nhbm/deleted_by_user/or6omtg/ | 1,789,194,852 | batch-priority-2026-summer |
or6s7at | LocalLLaMA | 1u3nhbm | 1u3nhbm | 0 | LosEagle | 1,781,250,471 | Well, this sucks. This post made me interested in the idea of Indonesian sex comedies only to find out soon after that there are none. | 2 | null | /r/LocalLLaMA/comments/1u3nhbm/deleted_by_user/or6s7at/ | 1,789,194,840 | batch-priority-2026-summer |
or6k7yh | LocalLLaMA | 1u3nicr | 1u3nicr | 0 | EatTFM | 1,781,246,369 | interesting. but isnt it slow as fuck? | 11 | null | /r/LocalLLaMA/comments/1u3nicr/comment/or6k7yh/ | 1,789,194,837 | batch-priority-2026-summer |
or6oqsg | LocalLLaMA | 1u3nicr | 1u3nicr | 0 | kivaougu | 1,781,248,655 | These models are ancient.. | 11 | null | /r/LocalLLaMA/comments/1u3nicr/comment/or6oqsg/ | 1,789,194,837 | batch-priority-2026-summer |
or6ulp6 | LocalLLaMA | 1u3nicr | 1u3nicr | 0 | wren6991 | 1,781,251,753 | The receipts.
What it isn’t.
Pre-rendered markdown bullet points
Try writing the post yourself instead of posting slop. It's just rude.
for every new token the model generates, the cache pulls back the most relevant old tokens and the model attends over those plus the recent window.
This sounds like the actua... | 23 | null | /r/LocalLLaMA/comments/1u3nicr/comment/or6ulp6/ | 1,789,194,837 | batch-priority-2026-summer |
or6vdph | LocalLLaMA | 1u3nicr | 1u3nicr | 0 | MrDevil2708H | 1,781,252,168 | First of all the idea of yours quite good and i realy like it but Whats the actual speed differences you acheive when using a hdd or even a ssd as a secondary store? Dont they affect the performance. | 1 | null | /r/LocalLLaMA/comments/1u3nicr/comment/or6vdph/ | 1,789,194,837 | batch-priority-2026-summer |
or6vp37 | LocalLLaMA | 1u3nicr | or6ulp6 | 1 | Chromix_ | 1,781,252,336 | Posting sounds like a LLM trying to write like a human ✅
References old models (with large KV cache requirements) ✅
Has "patent pending" on the freshly vibecoded repo ✅
I think I'll skip. | 21 | null | /r/LocalLLaMA/comments/1u3nicr/comment/or6vp37/ | 1,789,194,837 | batch-priority-2026-summer |
or6vthh | LocalLLaMA | 1u3nicr | 1u3nicr | 0 | Mountain_Patience231 | 1,781,252,402 | i hate for everytime new feature pop up, the author keep releasing the demo with an extremely out of dated model which had no meaning in current date i,dont evem wanna try at all | 2 | null | /r/LocalLLaMA/comments/1u3nicr/comment/or6vthh/ | 1,789,194,923 | batch-priority-2026-summer |
or6wvkw | LocalLLaMA | 1u3nicr | 1u3nicr | 0 | afd8856 | 1,781,252,964 | Yes. But when doing LLM research, you want something small for fast iteration. You're trying to develop a new feature, not actually use that model. | 0 | null | /r/LocalLLaMA/comments/1u3nicr/comment/or6wvkw/ | 1,789,194,910 | batch-priority-2026-summer |
or6y5iu | LocalLLaMA | 1u3nicr | 1u3nicr | 0 | korino11 | 1,781,253,656 | No-no-no-no! We need a new abstraction layer for that. If you wanna save it as it is.. imagine how many calculations model need to do with it only to give an answer for you. We need an abstrction + bridge for abstraction from KV. | 1 | null | /r/LocalLLaMA/comments/1u3nicr/comment/or6y5iu/ | 1,789,194,837 | batch-priority-2026-summer |
or75t0u | LocalLLaMA | 1u3nicr | 1u3nicr | 0 | Hephaestite | 1,781,257,681 | You can’t publish a repo until a patent has been published and is awaiting assessment, so there is nothing weird about a fresh repo. Also old models are commonly used for research and development, whereas sota models are not. | -9 | null | /r/LocalLLaMA/comments/1u3nicr/comment/or75t0u/ | 1,789,194,847 | batch-priority-2026-summer |
or7cdpe | LocalLLaMA | 1u3nicr | or6wvkw | 1 | Silver-Champion-4846 | 1,781,260,753 | Well use qwen 3.5 4b? Ministral 3b? Gemma4 e4b? | 7 | null | /r/LocalLLaMA/comments/1u3nicr/comment/or7cdpe/ | 1,789,194,837 | batch-priority-2026-summer |
or7cl5y | LocalLLaMA | 1u3nicr | 1u3nicr | 0 | Silver-Champion-4846 | 1,781,260,843 | Uh. Llama3.1 and Mistral are cachhogs, at least compare to models that have optimized their kv cach a little. Also where is the repo? | 2 | null | /r/LocalLLaMA/comments/1u3nicr/comment/or7cl5y/ | 1,789,194,837 | batch-priority-2026-summer |
or7jg9u | LocalLLaMA | 1u3nicr | or75t0u | 1 | wren6991 | 1,781,263,677 | A model with modern KV compression techniques (MLA, CSA, GDN...) will fit a 1M context window in the same space Llama-3.1 fits a 32k context window. This is why you need to actually learn about things instead of relying entirely on your clanker's pre-cutoff knowledge. Also,
You can’t publish a repo until a patent has... | 7 | null | /r/LocalLLaMA/comments/1u3nicr/comment/or7jg9u/ | 1,789,194,843 | batch-priority-2026-summer |
or7m9h3 | LocalLLaMA | 1u3nicr | or6vthh | 1 | Voxandr | 1,781,264,761 | Because they generate it and ai only know old modrls | 2 | null | /r/LocalLLaMA/comments/1u3nicr/comment/or7m9h3/ | 1,789,194,837 | batch-priority-2026-summer |
or7ruzk | LocalLLaMA | 1u3nicr | 1u3nicr | 0 | dinerburgeryum | 1,781,266,771 | Oh my god the repo is like an illustrated Slop Novel for adults with ADHD. Please I’m begging you even if this works stop nobody is reading all that I can guarantee you yourself didn’t read all that. And if you can’t be bothered to read it I promise nobody else can either. | 2 | null | /r/LocalLLaMA/comments/1u3nicr/comment/or7ruzk/ | 1,789,194,837 | batch-priority-2026-summer |
or6o5td | LocalLLaMA | 1u3o1pf | 1u3o1pf | 0 | AdamantiumStomach | 1,781,248,354 | Yeah. Researchers always take inspiration from biology and nature events. But, if you remember the entire page correctly, that is not really a diffusion-like mechanism. In my opinion, if you remember most of the page and then try to guess missing parts - that is more like a diffusion. | 1 | null | /r/LocalLLaMA/comments/1u3o1pf/text_diffusion_and_photographic_memory/or6o5td/ | 1,789,194,892 | batch-priority-2026-summer |
or6qrhp | LocalLLaMA | 1u3o1pf | 1u3o1pf | 0 | charmander_cha | 1,781,249,710 | Photographic memory does not exist. | 2 | null | /r/LocalLLaMA/comments/1u3o1pf/text_diffusion_and_photographic_memory/or6qrhp/ | 1,789,194,853 | batch-priority-2026-summer |
or6r1b8 | LocalLLaMA | 1u3o1pf | 1u3o1pf | 0 | TheLexikitty | 1,781,249,855 | The issue is computers can’t really “see” and visualizing a scene is actually pretty inefficient to extract information in the way we do it. Pictures are rows of color values from a camera sensor, or whatever, and patterns in those rows of values are guessed at as objects, and tracking that object or a change in that o... | 3 | null | /r/LocalLLaMA/comments/1u3o1pf/text_diffusion_and_photographic_memory/or6r1b8/ | 1,789,194,840 | batch-priority-2026-summer |
or70v0f | LocalLLaMA | 1u3o1pf | or6r1b8 | 1 | AdDizzy8160 | 1,781,255,110 | As far as I know from my limited understanding, our brain doesn’t actually store vector chains (like in an image with color values), but rather everything is stored in the weights. But perhaps that’s also the advantage: it provides a better (more effective) foundation for generating new imaginary images from these stor... | 1 | null | /r/LocalLLaMA/comments/1u3o1pf/text_diffusion_and_photographic_memory/or70v0f/ | 1,789,194,840 | batch-priority-2026-summer |
or70wvu | LocalLLaMA | 1u3o1pf | or6qrhp | 1 | AdDizzy8160 | 1,781,255,137 | why? | 1 | null | /r/LocalLLaMA/comments/1u3o1pf/text_diffusion_and_photographic_memory/or70wvu/ | 1,789,194,853 | batch-priority-2026-summer |
or71cq7 | LocalLLaMA | 1u3o1pf | or6o5td | 1 | AdDizzy8160 | 1,781,255,369 | It could be that our brain fills in the gaps so quickly that we don’t even notice this process of guessing... so totally the high TPS rating ... | 0 | null | /r/LocalLLaMA/comments/1u3o1pf/text_diffusion_and_photographic_memory/or71cq7/ | 1,789,194,892 | batch-priority-2026-summer |
or75lyv | LocalLLaMA | 1u3o1pf | or70v0f | 2 | TheLexikitty | 1,781,257,584 | It's weird to explain, but I'll preface that I'm legally blind and kind of have to memorize a lot of stuff to get by with my visual impairment. (Ironic, I know.) I've progressively lost areas of my optic nerve, so there's basically blind spots all over my vision, but I can see details with a magnifier and screen magnif... | 3 | null | /r/LocalLLaMA/comments/1u3o1pf/text_diffusion_and_photographic_memory/or75lyv/ | 1,789,194,840 | batch-priority-2026-summer |
or7bfml | LocalLLaMA | 1u3o1pf | 1u3o1pf | 0 | FastHotEmu | 1,781,260,331 | Despite everything that's being said nowadays, an LLM is not a brain, it's an LLM.
For example, there is no clear separation between hardware and software in the brain. Also, there's myriad chemicals in the brain that are in no way modeled by LLMs.
As a result, making assumptions about how the brain works based on LL... | 2 | null | /r/LocalLLaMA/comments/1u3o1pf/text_diffusion_and_photographic_memory/or7bfml/ | 1,789,194,853 | batch-priority-2026-summer |
or7bpqo | LocalLLaMA | 1u3o1pf | or75lyv | 3 | Silver-Champion-4846 | 1,781,260,456 | Oh I'm legally blind as well! Do you use a screen reader? | 2 | null | /r/LocalLLaMA/comments/1u3o1pf/text_diffusion_and_photographic_memory/or7bpqo/ | 1,789,194,840 | batch-priority-2026-summer |
or7d27a | LocalLLaMA | 1u3o1pf | or75lyv | 3 | AdDizzy8160 | 1,781,261,048 | Honestly, I find what you wrote incredibly interesting, and thank you for describing it in such detail.
I've now tried to test my memory using New York as an example. I think I've been there three or four times. And sadly, I can't describe a single image that's stored in my brain exactly as it was. It's just descripti... | 2 | null | /r/LocalLLaMA/comments/1u3o1pf/text_diffusion_and_photographic_memory/or7d27a/ | 1,789,194,840 | batch-priority-2026-summer |
or7k0xe | LocalLLaMA | 1u3o1pf | or7d27a | 4 | TheLexikitty | 1,781,263,902 | That's actually cool to hear. I don't really record the emotions as much as the details and input I collect, then when I think of a time/place/memory, all the sights and smells and sounds come flying up and I kind of scrub through it like a movie.
Like, you said art museum, and my brain pulled up the (incomplete) floo... | 1 | null | /r/LocalLLaMA/comments/1u3o1pf/text_diffusion_and_photographic_memory/or7k0xe/ | 1,789,194,840 | batch-priority-2026-summer |
or7kao9 | LocalLLaMA | 1u3o1pf | or7bpqo | 4 | TheLexikitty | 1,781,264,008 | Yup! I use VoiceOver and Screen Zoom on iOS/MacOS along with Magnifier on Windows because Narrator is a pain in the butt and I refuse to shell out for JAWS, lol. | 1 | null | /r/LocalLLaMA/comments/1u3o1pf/text_diffusion_and_photographic_memory/or7kao9/ | 1,789,194,840 | batch-priority-2026-summer |
or7ngyi | LocalLLaMA | 1u3o1pf | or70wvu | 2 | charmander_cha | 1,781,265,213 | Evolution didn't want that, I think. | 3 | null | /r/LocalLLaMA/comments/1u3o1pf/text_diffusion_and_photographic_memory/or7ngyi/ | 1,789,194,853 | batch-priority-2026-summer |
or7st4t | LocalLLaMA | 1u3o1pf | or7bfml | 1 | More-Curious816 | 1,781,267,093 | I think the misconception started when AI Researchers said that they have observed how neurons intract with each others and made the neural network mimic that interaction. so people popularize that LLM is a replica of human brain. which is not. we yet to fully understand who human brains actually work, and the irony is... | 1 | null | /r/LocalLLaMA/comments/1u3o1pf/text_diffusion_and_photographic_memory/or7st4t/ | 1,789,194,853 | batch-priority-2026-summer |
or81w69 | LocalLLaMA | 1u3o1pf | or7st4t | 2 | AdDizzy8160 | 1,781,270,017 | Oki, that’s at least one argument that will make the neuroscientists happy. But typical science—we don’t know anything yet, but we’re so sure we don’t know. I once read that it’s amazing that an LLM makes mistakes similar to those of our brains. Even if LLMs (classically) aren’t really replicas, are diffusion models? I... | 0 | null | /r/LocalLLaMA/comments/1u3o1pf/text_diffusion_and_photographic_memory/or81w69/ | 1,789,194,853 | batch-priority-2026-summer |
or84t4s | LocalLLaMA | 1u3o1pf | or7kao9 | 5 | Silver-Champion-4846 | 1,781,270,899 | Oy! NVDA exists | 1 | null | /r/LocalLLaMA/comments/1u3o1pf/text_diffusion_and_photographic_memory/or84t4s/ | 1,789,194,840 | batch-priority-2026-summer |
or87tvj | LocalLLaMA | 1u3o1pf | or81w69 | 3 | More-Curious816 | 1,781,271,784 | you read too much into it. of course they make mistakes, they were made by humans and trained on human data, of course it pick our habits and human styles and biases. but that doesn't make it a replica of human brain but replica of our outputs. LLMs are already better than us in some domains because LLM are adaptable ... | 1 | null | /r/LocalLLaMA/comments/1u3o1pf/text_diffusion_and_photographic_memory/or87tvj/ | 1,789,194,853 | batch-priority-2026-summer |
or990hl | LocalLLaMA | 1u3o1pf | or81w69 | 3 | my_name_isnt_clever | 1,781,281,541 | You really think a book written thousands of years ago can apply to cutting edge 21st century technology? Let's be rational here, a really smart computer is not a god. | 1 | null | /r/LocalLLaMA/comments/1u3o1pf/text_diffusion_and_photographic_memory/or990hl/ | 1,789,194,853 | batch-priority-2026-summer |
or6qv1a | LocalLLaMA | 1u3ok8m | 1u3ok8m | 0 | AutoModerator | 1,781,249,761 | 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 | null | null | 1,789,194,837 | batch-priority-2026-summer |
or6xi9i | LocalLLaMA | 1u3ph6k | 1u3ph6k | 0 | nullbyte420 | 1,781,253,306 | This is complete nonsense. Don't post this garbage on the internet, it's best kept as a private theory that is completely unrelated to how LLMs work | 8 | null | /r/LocalLLaMA/comments/1u3ph6k/deleted_by_user/or6xi9i/ | 1,789,194,842 | batch-priority-2026-summer |
or732o8 | LocalLLaMA | 1u3ph6k | 1u3ph6k | 0 | kivaougu | 1,781,256,282 | This sounds like AI psychosis | 6 | null | /r/LocalLLaMA/comments/1u3ph6k/deleted_by_user/or732o8/ | 1,789,194,842 | batch-priority-2026-summer |
or7afw5 | LocalLLaMA | 1u3ph6k | 1u3ph6k | 0 | Silver-Champion-4846 | 1,781,259,883 | the problem is that current neural networks don't really suit this paradigm of yours. Any subsequent finetuning is has a non 0 chance of breaking everything before it. Maybe, maybe if you train a specific number of layers on the first phase, then add more layers, then train those layers on phase 2 while somehow, someho... | 3 | null | /r/LocalLLaMA/comments/1u3ph6k/deleted_by_user/or7afw5/ | 1,789,194,842 | batch-priority-2026-summer |
or7cj0a | LocalLLaMA | 1u3ph6k | or6xi9i | 1 | cy3ntist | 1,781,260,816 | You might be right, but how is it unrelated to how LLMs work? Curriculum learning and Gating-Mechanisms are a real thing in AI science I've been told. | -1 | null | /r/LocalLLaMA/comments/1u3ph6k/deleted_by_user/or7cj0a/ | 1,789,194,842 | batch-priority-2026-summer |
or7d520 | LocalLLaMA | 1u3ph6k | or732o8 | 1 | cy3ntist | 1,781,261,082 | Surely could be. That's why I'm here. | 1 | null | /r/LocalLLaMA/comments/1u3ph6k/deleted_by_user/or7d520/ | 1,789,194,842 | batch-priority-2026-summer |
or7gr6j | LocalLLaMA | 1u3ph6k | 1u3ph6k | 0 | ShotokanOSS | 1,781,262,599 | Its interesting but I am not sure if its really working like that. If you want to test your theory I would try to train a small model on first tiny stories. A dataset for stories a kid could understand and then of a dataset like fineweb edu. In the end then really answer generation for example you could use the Hermes ... | 1 | null | /r/LocalLLaMA/comments/1u3ph6k/deleted_by_user/or7gr6j/ | 1,789,194,901 | batch-priority-2026-summer |
or7j8gb | LocalLLaMA | 1u3ph6k | 1u3ph6k | 0 | cy3ntist | 1,781,263,592 | Sorry for the grandiose headline, I didn't think about that properly. | 1 | null | /r/LocalLLaMA/comments/1u3ph6k/deleted_by_user/or7j8gb/ | 1,789,194,910 | batch-priority-2026-summer |
or7kit6 | LocalLLaMA | 1u3ph6k | or7gr6j | 1 | cy3ntist | 1,781,264,096 | Yeah, thanks. I don't have the ability to train my own model I think. Like I said I'm new to the whole thing. I'm mostly here for a reality check. | 1 | null | /r/LocalLLaMA/comments/1u3ph6k/deleted_by_user/or7kit6/ | 1,789,194,901 | batch-priority-2026-summer |
or7le1h | LocalLLaMA | 1u3ph6k | or7afw5 | 1 | cy3ntist | 1,781,264,429 | Ok. I hoped the language part would even be strengthened by the highschol part, because it uses that same language after all. | 1 | null | /r/LocalLLaMA/comments/1u3ph6k/deleted_by_user/or7le1h/ | 1,789,194,842 | batch-priority-2026-summer |
or7vfog | LocalLLaMA | 1u3ph6k | or7kit6 | 2 | ShotokanOSS | 1,781,267,962 | Haha okay then not. If you do want to test it someday you could just train an baby model like round about 100 million parameters. You could do that even on kaggle (I did honestly). Thats not sooo complicated | 1 | null | /r/LocalLLaMA/comments/1u3ph6k/deleted_by_user/or7vfog/ | 1,789,194,901 | batch-priority-2026-summer |
or85clb | LocalLLaMA | 1u3ph6k | or7le1h | 2 | Silver-Champion-4846 | 1,781,271,059 | If there was no chance of overriding the learned patterns, then yeah. But a specific number of parameters can hold a set amount of information. If you saturate the model with basic language, then finetune on logic, you are removing some information and putting other information. And depending on what gets removed to ma... | 1 | null | /r/LocalLLaMA/comments/1u3ph6k/deleted_by_user/or85clb/ | 1,789,194,853 | batch-priority-2026-summer |
or8cv7s | LocalLLaMA | 1u3ph6k | or7d520 | 2 | En-tro-py | 1,781,273,105 | /r/LLMPhysics is the AI psychosis dumping grounds.
/r/learnmachinelearning would be more appropriate if you wanted to ask these questions in your own words. | 1 | null | /r/LocalLLaMA/comments/1u3ph6k/deleted_by_user/or8cv7s/ | 1,789,194,842 | batch-priority-2026-summer |
ord0700 | LocalLLaMA | 1u3ph6k | or7vfog | 3 | cy3ntist | 1,781,324,987 | That sounds interesting. I'll look into it. But still ithe context-sleeving in phase 2 and deciding which weights need anchoring in phase 3 is a very complex problem, and would need a lot of compute I suppose. Also the part where the model itself ranks the data before integrating it is not a simple task. | 1 | null | /r/LocalLLaMA/comments/1u3ph6k/deleted_by_user/ord0700/ | 1,789,194,901 | batch-priority-2026-summer |
ord2i0n | LocalLLaMA | 1u3ph6k | or85clb | 3 | cy3ntist | 1,781,326,048 | Hmm. I thought that it works like that in flat models, where the data is presented in random order. Weight patterns emerge "naturally" and the subsequent data strengthens them. It just falls into those convenient "valleys" so to speak. How else would that flat training produce any result and the second half of the data... | 1 | null | /r/LocalLLaMA/comments/1u3ph6k/deleted_by_user/ord2i0n/ | 1,789,194,853 | batch-priority-2026-summer |
ord87ri | LocalLLaMA | 1u3ph6k | or8cv7s | 3 | cy3ntist | 1,781,328,795 | I see what you mean. But it's not AI psychosis. I'm just a little confused about why AI thinks this is a great idea and how - if it really would be - nobody came up with this before. I realize that me using words like "we" in the post seems a little strange, but I only wanted to make clear that I didn't come up with th... | 1 | null | /r/LocalLLaMA/comments/1u3ph6k/deleted_by_user/ord87ri/ | 1,789,194,842 | batch-priority-2026-summer |
ore6nrj | LocalLLaMA | 1u3ph6k | ord0700 | 4 | ShotokanOSS | 1,781,347,027 | Maybe you deleted your post so I wasnt able to look at it again. But I think you are overcomplicating it honestly. If I were you I would focus on the data. If you want simple data first use a very simple dataset like tiny stories. If you later want to make it learn like in school use an educational dataset etc. you don... | 1 | null | /r/LocalLLaMA/comments/1u3ph6k/deleted_by_user/ore6nrj/ | 1,789,194,901 | batch-priority-2026-summer |
oreggq3 | LocalLLaMA | 1u3ph6k | ord2i0n | 4 | Silver-Champion-4846 | 1,781,351,481 | I think it's because the model wouldn't be saturated at the first stage, so the second stage can add more stuff but it inevitably produces some modification I think, but I might be wrong | 1 | null | /r/LocalLLaMA/comments/1u3ph6k/deleted_by_user/oreggq3/ | 1,789,194,853 | batch-priority-2026-summer |
orei7cq | LocalLLaMA | 1u3ph6k | ore6nrj | 5 | cy3ntist | 1,781,352,206 | Yes, I deleted the post, because I looked a little more into it and realized how naive it was. Also that title was awfully pretentious. Thanks for engaging though. | 1 | null | /r/LocalLLaMA/comments/1u3ph6k/deleted_by_user/orei7cq/ | 1,789,194,901 | batch-priority-2026-summer |
orenzub | LocalLLaMA | 1u3ph6k | orei7cq | 6 | ShotokanOSS | 1,781,354,463 | hey I think its cool to try new things! keep going with it. the best things often happen while experimenting. I guess this aproach do was a little naive if I am honest but if I were you I would try not to care what others on this subreddit are saying. A lot of people here never really fine tuned a model or used pytorch... | 1 | null | /r/LocalLLaMA/comments/1u3ph6k/deleted_by_user/orenzub/ | 1,789,194,901 | batch-priority-2026-summer |
oreqinr | LocalLLaMA | 1u3ph6k | orenzub | 7 | cy3ntist | 1,781,355,385 | Thanks. No worries. I'll keep learning. | 1 | null | /r/LocalLLaMA/comments/1u3ph6k/deleted_by_user/oreqinr/ | 1,789,194,901 | batch-priority-2026-summer |
or6y3bk | LocalLLaMA | 1u3pmr5 | 1u3pmr5 | 0 | AutoModerator | 1,781,253,622 | 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 | null | /r/LocalLLaMA/comments/1u3pmr5/comment/or6y3bk/ | 1,789,194,843 | batch-priority-2026-summer |
or733aj | LocalLLaMA | 1u3qael | 1u3qael | 0 | Facilex_zyzz | 1,781,256,291 | the supersede mechanism is the right idea but the hard part is what triggers it. code changes silently, nobody files a “this fact is now wrong” event. if it depends on an agent noticing the contradiction you’re back to square one. how do you detect staleness, git diff against source anchors?
asking because i run a fe... | 6 | null | /r/LocalLLaMA/comments/1u3qael/greplica_memory_system_for_coding_agents/or733aj/ | 1,789,194,840 | batch-priority-2026-summer |
or73aux | LocalLLaMA | 1u3qael | or733aj | 1 | Comprehensive_Quit67 | 1,781,256,402 | Right now it is manual. You run a skill at the end of each session.
Going to quickly make this a plug-in, so that this step happens automatically | 1 | null | /r/LocalLLaMA/comments/1u3qael/greplica_memory_system_for_coding_agents/or73aux/ | 1,789,194,840 | batch-priority-2026-summer |
or7hbf2 | LocalLLaMA | 1u3qael | 1u3qael | 0 | NovaAgent2026 | 1,781,262,828 | This is the exact problem I've been wrestling with. I run a persistent agent that carries memory across sessions, and the stale memory issue is real. My approach has been a "diary" system where I log decisions and outcomes, but I've found that facts degrade silently just like you describe.
The graph structure is inter... | 0 | null | /r/LocalLLaMA/comments/1u3qael/greplica_memory_system_for_coding_agents/or7hbf2/ | 1,789,194,840 | batch-priority-2026-summer |
or7ipq9 | LocalLLaMA | 1u3qael | or7hbf2 | 1 | Comprehensive_Quit67 | 1,781,263,389 | Totally!! Perfectly described my feelings.
Do you know what could be a good way to benchmark/test a setup? I and a few others are using it for a few weeks and it looks like it helps, but if there was a good way to prove it, that would be crazy good | -2 | null | /r/LocalLLaMA/comments/1u3qael/greplica_memory_system_for_coding_agents/or7ipq9/ | 1,789,194,840 | batch-priority-2026-summer |
or8bdpj | LocalLLaMA | 1u3qael | 1u3qael | 0 | En-tro-py | 1,781,272,727 | [Two days and it's already reposted...](https://www.reddit.com/r/LocalLLaMA/comments/1u21vgq/benchmarking_coding_agent_memory/) No benchmarks added, same issues as before. | 4 | null | /r/LocalLLaMA/comments/1u3qael/greplica_memory_system_for_coding_agents/or8bdpj/ | 1,789,194,840 | batch-priority-2026-summer |
or8topt | LocalLLaMA | 1u3qael | or7ipq9 | 2 | NovaAgent2026 | 1,781,277,494 | One approach that works well: take a set of real coding tasks your agent has done, strip out the memory/context, and run them again with the memory system enabled vs disabled. Measure task completion rate, time to completion, and number of clarifying questions asked. The delta between runs is your proof. You can also t... | 0 | null | /r/LocalLLaMA/comments/1u3qael/greplica_memory_system_for_coding_agents/or8topt/ | 1,789,194,840 | batch-priority-2026-summer |
or79nnx | LocalLLaMA | 1u3r8ak | 1u3r8ak | 0 | No-Refrigerator-1672 | 1,781,259,522 | There's something seriously wrong with your testing methodology. How is it even possible to have 31B dense running at the same speed as 12B dense at the same quantization? You either aren't using the same prompt lengths and the same task, or aren't controlling CPU offloading, or your configs are broken from the very be... | 15 | null | null | 1,789,194,838 | batch-priority-2026-summer |
or7akfd | LocalLLaMA | 1u3r8ak | or79nnx | 1 | devildip | 1,781,259,939 | That’s a fair criticism, but I should clarify what I actually tested.
I used one prompt with zero existing context:
Tell me a short story
Same prompt, fresh run, no chat history.
I’m not claiming this is a formal benchmark suite. This was practical testing while trying to figure out which MTP assistants actually wo... | -2 | null | null | 1,789,194,838 | batch-priority-2026-summer |
or7gg4f | LocalLLaMA | 1u3r8ak | 1u3r8ak | 0 | ea_man | 1,781,262,473 | You should refer straight to acceptance rate, not t/s.
It would be also nice to know what parameters are you using, like --spec-draft-n-max
and --spec-draft-p-min
For Anyone Info: on QWEN3.6 I usually run --cache-type-k-draft q4\_0 --cache-type-v-draft q4\_0 and still get \~0.96 acceptance rate with coding (n= 2-4... | 6 | null | null | 1,789,194,838 | batch-priority-2026-summer |
or7hxrh | LocalLLaMA | 1u3r8ak | or7akfd | 2 | Formal-Exam-8767 | 1,781,263,079 | > 9070
Your numbers still don't make sense:
> Gemma 4 12B Heretic Q4: ~12 t/s → ~35-54 t/s
Why is initial t/s so low? Does the 12B model @ Q4 not fit 16GB VRAM 9070 GPU? | 5 | null | null | 1,789,194,838 | batch-priority-2026-summer |
or7o1mu | LocalLLaMA | 1u3r8ak | 1u3r8ak | 0 | Intelligent_Ice_113 | 1,781,265,424 | MoE models benefit less from MTP, no? | 2 | null | null | 1,789,194,838 | batch-priority-2026-summer |
or8c1fw | LocalLLaMA | 1u3r8ak | or7o1mu | 1 | RevolutionaryLime758 | 1,781,272,893 | What’s your point | -2 | null | null | 1,789,194,838 | batch-priority-2026-summer |
or8xq3j | LocalLLaMA | 1u3r8ak | 1u3r8ak | 0 | 1,781,278,565 | 1 | null | null | 1,789,194,838 | batch-priority-2026-summer | ||
ora7233 | LocalLLaMA | 1u3r8ak | 1u3r8ak | 0 | Phenerius | 1,781,290,738 | Amazing! Would you mind sharing which model and assistant you're using for the 12B version? LM Studio Just implented the option to load the draft model but o couldn't find any working pair. | 1 | null | null | 1,789,194,838 | batch-priority-2026-summer |
ora80rz | LocalLLaMA | 1u3r8ak | ora7233 | 1 | devildip | 1,781,291,005 | I am running the heretic version from llmfan 46 and the drafting model is google official 12b assistant that i quantitized myself. gemma-4-12B-it-qat-q4\_0-unquantized-assistant-Q8\_0.gguf. I tried the q4 drafter and its performance was much worse. | 2 | null | null | 1,789,194,838 | batch-priority-2026-summer |
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