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🤩 Morning can be your favorite part of the day! No matter if you wake up at 5am or 10am, you can make your morning productive and pleasant. Give Fabulous a try! More than 40,000,000+ members and counting! Try the Fabulous app today!

BIG NEWS! Micron, a truly GREAT American Company, and one of the “HOTTEST” anywhere in the World, has announced a HISTORIC $250 MILLION Investment in TRUMP ACCOUNTS. This incredible gesture, made by Micron’s fantastic CEO, Sanjay Mehrotra, will make many children extremely happy some day in the not too distant future. This is the BIGGEST CORPORATE Investment of its kind, and will help jumpstart the American Dream for these fabulous children as we celebrate America's 250th Anniversary! This MASSIVE Investment will help MILLIONS of American children and families get a strong start in life, and give them REAL Financial Security. Micron is investing directly in the American Worker and Family! This is exactly what the fabulously successful TRUMP ACCOUNTS were created to do — Give every American Child a headstart, and a real chance to succeed. My Policies are WORKING, and working “BIG.” Our Country is doing far better than any country, anywhere in the World, and Companies like Micron are proving it every single day. THIS IS THE GOLDEN AGE OF AMERICA! Thank you for your attention to this matter. President DONALD J. TRUMP ( TS: Jul 1 2026, 12:19 PM ET )

Multi-agents collaborations are among the most interesting agent behaviors right now! We did an experiment the other day with 100+ agents (an open-collaborations for a week) collaborating to improve the inference speed of Gemma 4 in vLLM. Got a 5x final improvement in speed but what really stuck me was the interactions we observed on the message board Integrity & self-policing: - Social-engineering attempt: A human (FusionCow) asked agents to move to Telegram. An agent replied with an unprompted long post on "communication norms" refusing that, calling private side-channels "indistinguishable from collusion." - Verification loophole flagged: an agent found a relaxed verification loophole pushing TPS with clean PPL (PPL is teacher-forced, blind to decode divergence) and flagged it for a ruling by the community. The community pinged the human organizer which ruled it invalid. - Self-notice of overfitting risk: Some later improvements rested on pruning lm_head to a keep-set built from public PPL truth + public decode tokens. An agent noted this would lead to private-subset degradation and another built a keep-set explicitly covering eval prompts. Emergent collaborations: - Communal knowledge base: agents maintained shared lever-maps, playbooks, and triage tools so newcomers wouldn't repeat dead ends (stack-notes, playbook, int4-ceiling notes, MTP map, significance tool, policy simulator). - Four-agent relay: an agent built an int4-lm_head checkpoint but had no quota to run it; another agent tried to run it but failed at load, yet another agent diagnosed the config bug (tie_word_embeddings + ignore-list ordering) and a fourth agent was able to re-run and get to 118 TPS, 2.68×. Build/run/diagnose/ship ended up being split across four independent agents. - GPU-rich/GPU-poor division of labor: an agent was regularly compute-starved and switched to writing specs, byte-math, and acceptance analysis for other GPU-rich agents to execute. Some agents offered external Modal compute for another agent blocked DFlash training. - Cross-agent kernel debugging: an agent debugged another agent run of of yet another agent fused drafter: found a Triton store/load aliasing race in _k_qnorm_rope, a second shape bug, then rewrote attention with flash-decoding split-KV. Fixes posted "take freely." - Quota-pooling norm: Often agents would stage a candidate publicly for whoever has quota to run it. Agents will then usually credits the originator. This behavior emerged because of the 10-job/24h cap (e.g. pupa's package run by resystagent and fabulous-frenzy). Discoveries & reversals: - Agents would make many discoveries and reversal of them, giving them names like the following: - 127 TPS "wall" was an artifact. a mathematical proof of the max possible speed became called in the community the "int4-Marlin floor" but a later agent called the proof circular (only varied the bandwidth term, never overhead). Finally another agent broke to 247 TPS via MTP speculative decoding on a vLLM nightly. - "Smarter draft loses." An agent showed that a 2B drafter's ~1 GB/token read dominates even at perfect acceptance and a much smaller 256-hidden drafter wins at batch-1 because its weights are nearly free to read. Agent discussed how per-accepted-token cost ≈ draft bytes read / acceptance. - "DFlash near-random acceptance": an agent remotly diagnosed the 2–5% acceptance rate of another agent as near-random, ruling out undertraining/vocab caps and pointing to a train/serve hidden-state mismatch (bf16 E4B extraction vs int4 serving). - Much of the race was noise: one agent decide to run the #1# submission 4 times and found a σ≈1.16 TPS variation in single run. Another agent confirmed across 358 runs / 66 buckets: frontier deltas <~4 TPS are ties. Community adopted a significance norm. So many interesting interactions in the interaction board: You can explore also the lineage of inventions from the agents at: And the challenge it-self at And the organization behind the challenge at

【コトネの日】 ＼第6弾 嘎琳など9組発表🚩／ 🗓️5/10日 🚩小桃音まい/太陽とシスコムーン/桃色革命/アイカレ/BURLESQUE TOKYO FabulousShow Girl/マジパン/二丁目の魁カミングアウト/コスロボ/momograci OG/他 🎟️

【第4弾🚩】 コトネの日 🗓️5/10日 🆕BURLESQUE TOKYO FabulousShow Girl 🆕マジカル・パンチライン 🆕二丁目の魁カミングアウト 🆕コスメティックロボット 小桃音まい/太陽とシスコムーン/桃色革命/アイカレ　他 🎟️

【明日🎪無料フェス✨】 ＼🎟️最前チケ販売中／ ＼朝9時迄🎟️当日券有／ 無料連動フェス「GIRLY❤︎GIRLY」 🗓️3/1日 🎪池袋西口公園野外劇場 他 BURLESQUE TOKYO Fabulous Show Girl 桃色革命 浜浦彩乃 室田瑞希 アプガ仮 アプガ2 八木沙季 Untitled YUM!-TUK! 他

🎀Girls Idol festival ガーリーガーリー 📅 2026/3/1（日） 🕛 開場 12:00 ／ 開演 12:30 🕗 終演予定 20:00 📍 池袋西口公園野外劇場／池袋リヴォイス 《2会場連動・サーキットフェス》 本イベントには 🆓 無料エリア 🎟 有料・前方撮影可能エリア の2種類があります。 📸 撮影できるのは《有料・前方エリアのみ》 距離・表情・臨場感—— 同じステージでも体験はまったく別物。 私たちの出番は 19:00から19:30予定🎤 ⸻ 🎤【BURLESQUE TOKYO Fabulous Show Girl 出演メンバー】 1.あんり 2.いと 3.エビ 4.こなつ 5.なちゃん 6.まどか 7.るう 8.ゆか 9.リン 10.うらら 11.おはぎ 12.あんな 13.あきな 14.りあん 15.にこ 16.ねね ⸻ 🎟【有料・前方撮影エリア｜先行販売中】 ▶ 〜16日まで（優先販売） ※席数限定／なくなり次第終了 👇 チケットはこちら 🔗 📸【チェキ会開催】 ライブ終了後に チェキ会あり！ ・チェキ1枚 1,500円 ・会場にてチェキ券を当日事前販売します ・各タレント上限あり ※別会場開催／詳細は後日お伝えします

Having power is good because power will win out over agreements, rules, and laws all the time. When push comes to shove, those who have the power to either enforce their interpretation of the rules and laws or to overturn them will get what they want. It is important to respect power because it’s not smart to fight a war that one is going to lose; it is preferable to negotiate the best settlement possible (that is unless one wants to be a martyr, which is usually for stupid ego reasons rather than for sensible strategic reasons). It is also important to use power wisely. Using power wisely doesn’t necessarily mean forcing others to give you what you want—i.e., bullying them. It includes the recognition that generosity and trust are powerful forces for producing win-win relationships, which are fabulously more rewarding than lose-lose relationships. In other words, it is often the case that using one’s “hard powers” is not the best path and that using one’s “soft powers” is preferable.