scaredThin TMP

#blackpyt #fyp #freaks #nsfw #pyt #ps (229) 507-8681 tmp

Mumakuru ya RBA… basobanuyeko, uyu munshinga TMP ugiye gufasha... abanyarwanda benshi bakikura mubukene.🤒🙆‍♂️show more

If this is your kind of ridiculous, make yourself... at home. Round 1 will allocate $1,000,000 USDC in NFT rewards. Once the round closes and values are revealed, NFT holders can redeem their NFTs for their assigned USDC amounts. Mint some $TMP. Come hang with the citizens. $TMP 0x4eDb80a3d82D5BC22ED0F58d08196f1a5B1BD680show more

arquero mogolico regalando un lateral pq se le va... larga, 1 minuto dsp penal para Boca y tmp te da seguridad en cualquier penalshow more

Incredible buzzer beater. Kade Harris follows his own miss... on 3-pointer and lays it back up to give TMP 51-49 win over Hill City to claim MCL tournament title in dramatic fashion.show more

〜ドルフロ豆知識〜 ハープシーことTMPは人畜無害そうな雰囲気を醸し出しているが酒癖が416の次くらいに悪い

Have you entered the Moonverse yet? We’re curious… what’s... your favorite part so far? Every game has its own weekly leaderboard, giving you a fresh chance to compete for USDC rewards every single week. Hold a minimum of 1 TMP to play for free. 🌕show more

The Moonverse is now live. Hold a minimum of... 1 TMP to unlock FREE access to The Moonverse. Compete across multiple games, climb the weekly leaderboards, and battle for weekly USDC rewards. Every game has its own leaderboard. Every week is a fresh opportunity to compete. Enter The Moonverse: See you on the leaderboards. 🚀show more

Attendez, stop ! Mais rappelez-vous d’elle !!!! Elle était... venue sur le plateau de TMP chez Hanouna, avec un voile et un crop top, puis elle est devenue pote avec Jean Messiha… Oui, elle a maigri 💀 Quand je vous dis de vous méfier des troubadours voilés du divertissement.show more

The "I don't have enough VRAM" excuse just died.... I’m running Meta’s new 30B Muse Glimmer Q6_K_XL with a massive 130k context window on just 26GB VRAM FREE compute on Kaggle. Kaggle provides you free 2x Nvidia T4 GPUs. 30 hours usage each week! Yesterday, I showed you the violent throughput of Muse Glimmer on a single RTX 4090. Today, we are securing a Dual NVIDIA T4 GPU cluster with 32GB of total VRAM for exactly $0 and dropping the massive 24.5GB Q6_K_XL GGUF onto it. Here is the exact Kaggle workflow and benchmarking breakdown: # 1. The Storage Bypass & Setup I built a clean cell by cell script in the file. We dynamically fetch the CUDA accelerated llama.cpp binaries and use wget to stream the model directly into Kaggle's /kaggle/tmp scratch storage, which cleanly bypasses their 19.5GB output directory limit. # 2. The Multi GPU Performance With the -ngl 99 flag offloading all model layers across both T4 GPUs (32GB VRAM combined), we pushed a massive 131,072 token context window (-c 131072). The benchmark numbers: Prefill: 265.9 t/s Decode: 9.0 t/s VRAM Total: 26.5 GB # 3. The Architecture Insight The Q6_K_XL model itself is 24.5 GB. Because of Muse Glimmer's aggressive 16:1 GQA, the unquantized KV cache for a massive 130k context window only takes up 2 GB of memory. No heavily degraded Q4 KV quantization required. It just works. No compiling from source. No credit card. No OOM crashes. Zero excuses. If you’re running a single RTX 3090, 4090, or 5090, you need to experience this hyper efficient KV cache right now before the upcoming Qwen 3.8 27B drop completely steals your VRAM tomorrow. pick the Q4 or Q5 quants for 24 GB VRAM rigs. I'm dropping the Unsloth huggingface GGUF links and the free Kaggle notebook link in the replies. spin up your own instance, and show me your multi GPU benchmarks.show more

Stanford researchers did it again. They just built the... agent-native version of Git. When an agent works on a longer task, the run builds up a lot of state. This includes files edited/created, a dev server, a database, installed packages, KV cache, etc. Say the agent is at step 10 and makes a mistake, maybe it misreads a traceback and rewrites a file that was actually fine. The tests start failing, and the run goes off track, although everything through step eight was correct. By default, the agent just tries to fix it, which creates more edits and tool calls. This burns more tokens and grows the context. The other options are a person stepping in to redirect it or restarting the whole run from step one. That's wasteful, because it pays for every model/tool call again and re-prefills the context. Moreover, since an agent's run is non-deterministic, it doesn't reproduce the same early steps anyway. The reason it's hard to just jump back exactly to a previous correct step and resume from there is that the trajectory is only a message log. It records what the agent said and which tools it called, but not the live state underneath. That state includes things like memory, open file handles, child processes, installed packages, /tmp, and KV cache. None of that is in the log. Git can version the files, but it doesn't snapshot the running process or the KV cache. Checking out step eight moves the files back, but the process is still sitting in step-ten memory with a cold cache. Shepherd is a runtime layer by Stanford that records the run as a trace of typed events rather than a flat log. Each agent-environment interaction becomes a commit, similar to Git, but it tracks the live run. Its commit includes the agent process and the filesystem together, copy-on-write, so a branch carries the actual state and not just the files. Going back to a previous step is then a single call that forks from that commit and continues from the exact state. The copy-on-write fork is roughly five times faster than docker commit, and because the prompt prefix through step eight is unchanged, the KV cache is reused over 95% on replay, so early steps aren't reprocessed again. Once the run can be forked, a meta-agent can sit on top and operate it. It watches the trace and reverts as soon as it looks wrong, before the bad write is committed. In practice, it's just Python calling fork, replay, and revert on the trace, rather than a separate control plane wired into the harness. Not everything is reversible though. Files and sandbox changes undo themselves, but a database write has no automatic undo, so it needs a matching undo step set up in advance. Something external, like a sent email or a real charge, can't be undone, so the supervisor's job there is to catch it before it fires. They tested this on a few public benchmarks. On CooperBench, where two agents work on the same codebase, adding a live supervisor took the pair-coding pass rate from 28.8% to 54.7%. It's still early and labeled alpha. The benefit mostly shows up when a run gets branched a lot over a heavy sandbox state, which is exactly where restarting wastes the most tokens and time. If Git was made to make file changes reversible, Shepherd is trying to do the same thing for a live agent run. Shepherd Repo: (don't forget to star it ⭐ ) That said, Shepherd reverts a bad step inside a run. The harness around it, the prompts, tools, and checks the supervisor relies on, still drifts across runs as models and dependencies change. Akshay wrote about making that harness repair itself, where a failing trace gets diagnosed, the fix is verified against the exact input that failed, and the failure is locked as a regression test so it can't recur. Read it below.show more

gen z brats always win ♥️

BREAKING: Starlink is strengthening healthcare in Papua New Guinea.... 🇵🇬 The National Capital District Provincial Health Authority has installed Starlink at four Port Moresby facilities. The NCD Provincial Health Authority’s Chief Executive Officer, Dr. Robin Oge, said: “Strong and reliable internet connectivity is critical for modern healthcare, installing Starlink across our facilities ensures our staff has the tools they need to deliver faster, safer, and more efficient services to our community.show more

BREAKING: Bangladesh has approved its first commercial Starlink Direct-to-Cell... service. Banglalink plans to launch soon, allowing compatible phones in remote areas to connect directly to Starlink satellites when mobile towers are unavailable.show more

Ollie Bearman

Back to fully red ❤️

🪷 2027 Loading…

Another $100M to Palestine⁉️ America: We are sanctioning the... Palestine Liberation Organization and the Palestinian Authority because they pay terrorists and educate their kids to be terrorists. Canada: We will give them $100M.show more

🚨 NOW: President Trump RIPS CANADA saying they are... destroying themselves by allowing mass 3rd world invaders "It is a Liberal takeover that will end very badly." "Canada is destroying itself by allowing millions and millions of people into the Country, essentially unchecked and unvetted, and who are causing problems that will soon be too big to handle. Already showing up in their numbers. Big unemployment. ‘Oh Canada!" HE'S RIGHT! Liberals are cooking Canada! Every country run by left-wingers runs itself into the ground. Shut your border, FOLLOW TRUMP'S LEAD 🇺🇸show more

POV: Your puppy doesn’t know how to say “I... love you,” so it just puts you into his mouth.show more