reddit

<!-- SC_OFF --><div class="md"><p>I don't think anyone should quantize the KV with DS4F. I checked the the quality impact (PPL, KLD, Same TopP) for swhitching from BF16 KV to Q8 KV, and it appears significant. Very much in contrast to Qwen 397B.</p> <p>Here are the results for DS

<table> <tr><td> <a href="https://www.reddit.com/r/LocalLLaMA/comments/1vduej3/chinas_dfsx_offers_2x_the_memory_bandwidth_of/"> <img alt="China’s DFSX Offers 2x The Memory Bandwidth Of NVIDIA’s GB200" src="https://external-preview.redd.it/N35gG6BXE7KO_z--xz3yZoIwvPDI6Ue7WgGUhk2Sk

<table> <tr><td> <a href="https://www.reddit.com/r/LocalLLaMA/comments/1vdt1i2/psa_llamaapp_mac_app_and_llama_serve_from_llamacpp/"> <img alt="PSA: llama.app, Mac app and llama serve from llama.cpp" src="https://preview.redd.it/wsd56hjsu0hh1.png?width=320&amp;crop=smart&amp;auto=

<!-- SC_OFF --><div class="md"><p><strong><em>Updated release (August 2026).</em></strong> <em>This is a new checkpoint that supersedes the earlier version of this repository. The weights have changed, not only the config, so if you downloaded a previous copy please re-download t

<table> <tr><td> <a href="https://www.reddit.com/r/LocalLLaMA/comments/1vdrb0y/parlor_v2_besteffort_fully_local_gptlive_clone_on/"> <img alt="Parlor v2: best-effort fully local GPT-Live clone on an M3 Pro" src="https://external-preview.redd.it/enQ4YW5hemVrMGhoMSv5rq9UCpAAwLkx5qlX

<!-- SC_OFF --><div class="md"><p>I decided to test a few questions against DeepSeek-V4-Flash-0731. Locally, I was running Unsloth's UD-Q2_K_XL quant. After I saw the surprising shape of the results, I tested against DeepSeek's official API to confirm that I didn't do anything wr

<table> <tr><td> <a href="https://www.reddit.com/r/LocalLLaMA/comments/1vdq8en/deepseekv4flash0731_surpasses_fable5_sol_kimik3/"> <img alt="DeepSeek-V4-Flash-0731: surpasses Fable-5, Sol &amp; Kimi-K3 on Chess Benchmark" src="https://preview.redd.it/vvoei0u5d0hh1.png?width=640&am

<table> <tr><td> <a href="https://www.reddit.com/r/LocalLLaMA/comments/1vdn7zl/all_qwen_model_oneshots_1109_outputs_to_look_at/"> <img alt="All Qwen model oneshots: 1109 outputs to look at and compare!" src="https://preview.redd.it/vj7p7960szgh1.png?width=140&amp;height=108&amp;a

<table> <tr><td> <a href="https://www.reddit.com/r/LocalLLaMA/comments/1vdmfmi/are_you_ready_for_le_chaton_fat_or_still_wasting/"> <img alt="Are you ready for Le Chaton FAT or still wasting money on GPUs?" src="https://preview.redd.it/pz3xple3lzgh1.jpeg?width=640&amp;crop=smart&a

<table> <tr><td> <a href="https://www.reddit.com/r/LocalLLaMA/comments/1vdld4v/deepseekv4flash0731_dwarfstar_on_mac/"> <img alt="Deepseek-V4-Flash-0731 Dwarfstar on Mac" src="https://preview.redd.it/qo4d4x9efzgh1.png?width=640&amp;crop=smart&amp;auto=webp&amp;s=de2dd36d78d9f0b441

<!-- SC_OFF --><div class="md"><p>I let Gemma4-31b run on my laptop for like almost a day using a heavily altered pi to do a deep dive on our beloved Llama tangentially related Subreddit, and this was the conclusion. </p> <p>Feels pretty accurate. Kind funny to let a small LLM lo

<table> <tr><td> <a href="https://www.reddit.com/r/hardware/comments/1vdhpqn/xbox_officially_confirms_200_europe_price_hike/"> <img alt="Xbox Officially Confirms €200 Europe Price Hike For Series X" src="https://external-preview.redd.it/6YIbz7UNdX1cXr9Ymi7IFdJOejQcyKajvg-tTgy96FQ

<table> <tr><td> <a href="https://www.reddit.com/r/LocalLLaMA/comments/1vdhgq9/llamacpp_just_added_mtp_dspark_support_for/"> <img alt="llama.cpp just added MTP / DSpark support for DeepSeek V4 Flash" src="https://external-preview.redd.it/jdXph3H8kb4oPAEYCPR0Asz_PpfpnBORvgt2dXIYfU

<!-- SC_OFF --><div class="md"><p><a href="https://huggingface.co/tsfrm/vacuum-16t">https://huggingface.co/tsfrm/vacuum-16t</a></p> <p>A 16.5-trillion-parameter model that contains nothing. This model is just a ████ you to the labs and companies who say that &quot;haha I have the

&#32; submitted by &#32; <a href="https://www.reddit.com/user/WPHero"> /u/WPHero </a> <br /> <span><a href="https://www.digitalcitizen.life/exclusive-this-is-the-lenovo-googlebook-15-and-it-changes-what-a-laptop-looks-like/">[link]</a></span> &#32; <span><a href="https://www.redd

<table> <tr><td> <a href="https://www.reddit.com/r/hardware/comments/1vddero/10_years_later_what_can_the_titan_x_and_gtx_1080/"> <img alt="10 years later: What can the Titan X and GTX 1080 Ti still do?" src="https://external-preview.redd.it/d91pnRrd7S9d3uhOMgodZQ4FTMiQHnCJDchW-r9

<!-- SC_OFF --><div class="md"><p>🚀 Check out OpticAlpha on Launch <a href="https://trylaunch.ai/launch/opticalpha">https://trylaunch.ai/launch/opticalpha</a></p> <p>feedback welcome</p> </div><!-- SC_ON --> &#32; submitted by &#32; <a href="https://www.reddit.com/user/OpticAlph

<table> <tr><td> <a href="https://www.reddit.com/r/SaaS/comments/1vdc319/replace_your_scattered_bookmark_tabs_with/"> <img alt="Replace your scattered bookmark tabs with interconnected UI and image tools" src="https://preview.redd.it/9x6jpniy4xgh1.jpeg?width=640&amp;crop=smart&am

<!-- SC_OFF --><div class="md"><p>A lot of SaaS founders are using AI to ship faster, so here’s a simple checklist I’ve found useful before pushing a new feature live:</p> <p>- Make sure server-only keys are not used in frontend code</p> <p>- Review auth flows, especially signup,

<!-- SC_OFF --><div class="md"><p>TLDR: If your app accesses sensitive Gmail data, Google requires a <strong>CASA (Cloud Application Security Assessment)</strong> before users can use it at scale.</p> <p>Nobody writes about this, so here are our dates and numbers while they're fr

<!-- SC_OFF --><div class="md"><p>Polar just raised $5.7M. They do not disclose revenue. No ARR, no growth rate, no logos.</p> <p>The line that carried the round was in their own launch post, easy to skim past: one company saved 25+ hours per person per week and also cancelled th

<!-- SC_OFF --><div class="md"><p>I am consistently sending mails daily it’s over a month and experimenting and sending consistently but no replies and no results I am researching about my startup can somebody help with any tips like to get any result. </p> </div><!-- SC_ON --> &

<!-- SC_OFF --><div class="md"><p>[ Removed by Reddit on account of violating the <a href="/help/contentpolicy">content policy</a>. ]</p> </div><!-- SC_ON --> &#32; submitted by &#32; <a href="https://www.reddit.com/user/cam-douglas"> /u/cam-douglas </a> <br /> <span><a href="htt

<!-- SC_OFF --><div class="md"><p>I would like to know what is the best gateway from the list below:</p> <ul> <li>Polar</li> <li>DodoPayments</li> <li>Lemon Squeezy</li> <li>Whop</li> </ul> <p>Or even if there any better option it would be best because I'm running payment integra

<table> <tr><td> <a href="https://www.reddit.com/r/hardware/comments/1vd9axw/startup_swaps_costly_ai_gpus_for_arm_cores_and_up/"> <img alt="Startup swaps costly AI GPUs for Arm cores and up to 128TB of 'cheap' LPDDR6 RAM instead of expensive HBM to smash through the memory wall"

<!-- SC_OFF --><div class="md"><p>Basically what did you use to vibe create your demo video? Or did you hire someone to create a high end motion graphics? Or did you just screen record it.</p> <p>And if you can, share your demos.</p> </div><!-- SC_ON --> &#32; submitted by &#32;

<!-- SC_OFF --><div class="md"><p>I run three small products. This morning one of them showed a sudden authority score drop, so I went digging in the backlink report instead of assuming it was noise.</p> <p>Found six new backlinks from six different domains, all first seen the sa

<table> <tr><td> <a href="https://www.reddit.com/r/hardware/comments/1vd8phq/absurd_gpu_pricing_update_mid2026_edition/"> <img alt="Absurd GPU Pricing Update: Mid-2026 Edition" src="https://external-preview.redd.it/ywXpyME3sg5IJ7YgElVxGid5ZHAfoLuOeek7uWaPG54.jpeg?width=640&amp;cr

<!-- SC_OFF --><div class="md"><p>Bunch of us are CS students and new grads all grinding applications at the same time. </p> <p>We started as a chat where we'd send each other postings and critque each other's resumes. Then we got tired of &quot;looks good bro&quot; and just buil