Mixing colors in cybersec

Joined August 2008
Replying to @nolimitsecu
@nolimitsecu toujours un plaisir de vous écouter en allant au boulot mais aussi toujours le même souci de niveau sonore à adapter manuellement (en voiture ou autre). Il y a un standard de normalisation ffmpeg-micro.com/blog/ffmpeg… 🙏🙏🙏
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J'écoute depuis TuneIn ou Spotify
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Replying to @MiniMax_AI
@MiniMax_AI M2.7 ♥️🤗?
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M2.7 open weights coming in ~2 weeks. still actively iterating just updated a new version on yesterday — noticeably better on OpenClaw.
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Here’s a more complete evaluation of GGUF variants of Qwen3.5 (models by @UnslothAI ), and it’s way better than I expected. - Qwen3.5 is very robust to Unsloth quantization - TQ1_0 preserves the original model’s accuracy extremely well - Most of the degradation is on MMLU Pro (meaning that the model lost a bit of its world knowledge) - At 94 GB, the TQ1_0 reduces memory usage by 700 GB (!) I ran the eval at temperature = 0, but TQ1_0 looked so strong that I double-checked with temperature = 0.6 and top_p = 0.95, and the results were more or less the same. Note: the goal of this eval is only to measure the degradation relative to the original model. It does not tell you how good the model is at the tasks in absolute terms, at least, not directly. For comparison, 94 GB is about what a standard 47B-parameter model would consume. That puts Qwen3.5 (TQ1_0) in “best model under 100 GB” territory.
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Any example of big companies that invested in inference hw instead of taking subs in any of the closed sota models? Good choice of open weights models now very good on coding. CAPEX just not the same if you plan on leveraging 80B MoE or those 500B+ beasts...
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Looks like there's a new contender in the 200B MoE space. Step-3.5-Flash from 上海阶跃星辰智能科技有限公司 aka Stepfun. Fantastic work of the llama.cpp community + stepfun initial PR. Llama.cpp support is fresh. Ubergarm IQ4_XS working like a charm.
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@StepFun_ai impressive 👏
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SSTIC 2025 ✅
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Your technical interview process is wrong. After building multiple engineering teams at Microsoft, VMware & Instacart, I've discovered what really predicts performance. Here are the 3 traits of the best engineers:
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Pwndoc1A : Pentest report Manager I'm sharing with a new pentest report manager (a fork of pwndoc) with new key features such as : - SSO Authentication - GenAI / AI powered - File Uploads - Charts - Vue 2.0 => 3.5 - ... #redteam #pentest github.com/AmadeusITGroup/pw…
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What's really the best option today for adding knowledge to a base model? Fine-tuning (and adding more than Q,V modules?) Would it be possible to full pretrain a super tiny model and add it as a MoE with a good base one? HW constraint Volta gen, 8x32GB VRAM
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@teknium any view on this?
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Mixtral 8x7B Q4_K_M GGUF on one Tesla V100 (CUDA 7.0 capabilities) prompt eval at 91 tok/sec and eval at 44 tok/sec. If willing to run the Q6_K on 2 GPUs prompt eval = eval = 36 tok/sec this kills a bit the game for long context #mixtral #llamacpp
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Any good open LLM to refer for text summary tasks? Best to fit in one consumer grade-ish GPU (less than 32GB VRAM) 34B+ highly quantized or something less than 7B? @teknium
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That feeling of spoiled energy when you come back to an ICE car and need to step on the brake to lower down your speed 🙄
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Twitter is closing its doors to hobby bots like this one. They tell us a week before this happens. There's been a lot of measured, well-mannered commentary from other makers of Twitter bots. I thought I'd share my uncensored thoughts instead. Fuck this. 1/?
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What about a dark version of #ChatGPT being offensive, divising people, maximizing hate with virtuosity. Why people impression (in a good sense) could not be swapped the opposite? This will bring interesting counter measures / detections mechanism I guess...
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What happens to a brand-new sensor? Try a week-in-the-life of a newly deployed @GreyNoiseIO sensor to discover what kinds of benign activity it sees in @hrbrmstr's latest blog: greynoise.io/blog/new-sensor…
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Яндекс is now Дзен. And interestingly if you access it from outside mother Russia you will get news in Ukrainian. GET parameter issue_tld=cc (country code) seems to be responsible for this "funny" feature.
LMFAO @Airbnb testing push notifications in PROD🥳