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

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

〜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

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

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

One of the Best Opening Sequences to a Film... I’ve Ever Seen in My Lifeshow more

Giving Palace a guard of honour I love it 🏆

Gray is the second rarest natural eye color.

🚨 ISRAEL IS A TERRORIST STATE!

What are the chances that the taxpayers paid for... the birth of this baby? 🤔show more

morning routine

jungkook’s reaction to the first time fansites were taking... pics of himshow more

Nowadays, age is less and values ​​are visible from... a distance. Bhai sab smjhta haishow more

YSL WOODY TALKIN BOUT YB

Dak looking for George Pickens

Good morning

𝖳𝗋𝖺𝖼𝗄𝗅𝗂𝗌𝗍 001. 𝖧𝗈𝗅𝖽 𝗈𝗇𝗍𝗈 𝖬𝗒 𝖡𝖺𝖼𝗄 002. 𝖫𝖺𝗒𝖻𝖺𝖼𝗄 [𝖳𝗂𝗍𝗅𝖾]... 003. 𝖮𝗏𝖾𝗋𝖿𝗅𝗈𝗐 004. 𝖮𝗇𝖾 𝖢𝖺𝗅𝗅 𝖠𝗐𝖺𝗒 005. 𝖳𝗂𝗆𝖾 006. 𝖶𝖾 𝖩𝖠𝖸 𝖡 3𝗋𝖽 𝖬𝖨𝖭𝖨 𝖠𝖫𝖡𝖴𝖬 "𝖳𝖱.𝖤𝖤" ✔️2026.06.10 18:00 (𝖪𝖲𝖳) #JAYB #제이비 #TREE #528Hzshow more

How are we supposed to coexist?