Continuous reoptimization turns infrastructure into an adaptive system rather than a fixed architecture. The real test is maintaining stability under constant change.

One website went from 2 clicks a day to 200 . Not with more content. With better data. → Search Console opportunities → Reoptimization first → Real case studies → AI execution → Automated publishing Most people are targeting the wrong keywords.

SF-26 Barcelona spec - R07* Front wing - 1. New nose with actuator adjustment points in the nose. This follows a rule change in which teams, from Barcelona onwards, will be able to adjust not only the static incidence of the front wing flaps during a pit stop but also how much the actuator opens and closes. 2. Revised nose stay to have a longer chord. Other changes to the front wing in the thread. 3. Spanwise load redistribution reoptimization across the two upper/movable elements discussed previously. 4. No clear image, however the SLM linkage has been revised to reduce aerodynamic losses. Diffuser - 1. Revised diffuser trailing edge detailing. 2. Incidence of the diffuser winglet has been increased. 3. Keel section of the floor has been reduced. You are unlikely to find an image that shows this clearly. Slight optimization has taken place at the front of the floor, which includes the floorboard elements and floor leading edge/edge devices. All in all, a rather extensive update.

【報告】当研究室の椋木助教のarXiv論文が出版されました。 LLM-Based Porting of Optimized C to CUDA Through Deoptimization and Reoptimization arxiv.org/abs/2606.06063 #HPC_GENIE

Microsoft Just Automated the Part of Claude Everyone Is Still Doing by Hand. Most AI engineers write skill docs by hand. They guess at what instructions work, ship them, and iterate on instinct. Microsoft Research just published a paper showing why that ceiling is lower than it needs to be. SkillOpt treats the skill document the same way deep learning treats model weights. Not something you write and ship. Something you train. A separate optimizer model reads how the agent performed, then makes bounded edits to the skill doc. Add a line. Delete a line. Replace a phrase. Each edit only survives if it strictly improves the agent's score on a held-out validation set. If it makes things worse, it gets rejected. The agent itself never changes. Only the skill doc gets trained. That distinction matters. You are not retraining a model. You are optimizing the external text that tells a frozen model how to behave. Same discipline as gradient descent. Zero extra inference cost at deployment. The results across 6 benchmarks, 7 models, 3 execution harnesses: Best or tied on all 52 evaluated cells. On GPT-5.5: 23.5 points in direct chat over no skill 24.8 inside the Codex agentic loop 19.1 inside Claude Code Beats human-written skills, TextGrad, GEPA, and EvoSkill. The finding most people will miss: the optimized skill docs transfer across models, across execution environments, and to nearby benchmarks without any reoptimization. A skill trained once is a portable artifact. Not a one-off fix for a single agent. If you are building with Claude Code and writing CLAUDE.md files or skill docs by hand, this is the paper that explains why that process should eventually be automated. Paper: arxiv.org/abs/2605.23904 Code: aka.ms/SkillOpt

Buybacks have started No need to panic Refer all complaints to the HR department to be rescheduled for reoptimization

@karpathy could we treat LLM knowledge base like a world model that is permanently misspecified? Outside board games, every model of the real world is wrong. When I’m walking on the street, I just don’t have a good model of what people around me will do, and no amount of extra data or a wiki fixes that. So how about: given the wrong model or a wiki you already have, how should we use it? We assume that by using MPC on an already existing memory substrate like cognee the problem is solvable by reoptimization and planning on graphs and embeddings. LLMs help but are not the answer. The cross-referencing, the synthesis and the contradiction-flagging the graph encodes natively and it can be used by any agent.

Marvel Rivals needs another reoptimization update, cause even the bare MINIMUM specs requirement cant get you 30 frames.

If you're experiencing lag while playing on a mobile device, try running our reoptimization tool from the title menu. No game data will be deleted or redownloaded. Please also ensure your device meets system requirements. 🖥️ Details: shadowverse-wb.com/en/news/d… #ShadowverseWB

seeing people complain but I actually kinda like the firefly reoptimization.,.

firefly reoptimization lowkirkenuinely scared

You're saying it as if half of his stuff weren't still in the game even after optimizations, the models for example's sake are just retopologized ontop of Rox's models. The game has still left gameplay aside for a very long time even before reoptimization was planned.

watch they’ll have to ask for a reoptimization before he even comes out 😭

firefly reoptimization tonight mourning and celebrating at the same time the two wolves in me are trying to kill themselves one out of sadness and despair one out of joy.,. anywuays should I draw her to celemourn

🗞🇺🇸 Here is the Saturday, December 27, 2025 Edition of the National Security and Korean News Expert Commentary by our Editor-at-Large, Col. David Maxwell, Ret. (@DavidMaxwell161)! 🗞 ㅤㅤㅤ ㅤㅤㅤㅤ ㅤㅤㅤ ㅤㅤ Find our daily news every morning on our website or subscribe via these links to have the news sent straight to you!📬 ㅤㅤㅤㅤ ㅤㅤㅤㅤㅤㅤㅤㅤㅤㅤㅤㅤㅤㅤㅤ ㅤㅤㅤ ㅤㅤㅤㅤㅤㅤㅤㅤㅤㅤ ㅤ 12/27/25 ㅤㅤㅤㅤㅤㅤ ㅤㅤㅤㅤ ㅤㅤㅤ ㅤㅤㅤ 📰National Security News: conta.cc/3Y9YEGy ㅤㅤㅤㅤㅤ Note from Col. Maxwell: I will be on overseas travel the next 5 days so my message timing will be erratic. ㅤㅤㅤㅤㅤ 1. U.S. Strikes on Nigeria Targeted #IslamicState Camps With Missile Barrage 2. Trump’s Claims About #Nigeria Strike Belie a Complex Situation on the Ground 3. #Zelensky to Meet Trump on Closing Gaps in Draft #PeaceDeal 4. Here’s What Is in the 20-Point Peace Plan for Ukraine 5. #SaudiArabia Strikes #Yemeni Militia Backed by Rival Gulf Power U.A.E. 6. Opinion | #Ukraine’s New Concessions for Peace 7. #Chinese military simulated battles near #Mexico, #Cuba and Taiwan, CCTV report shows 8. #Taiwan Opposition Starts Long-Shot Bid to Impeach President 9. #AirForce abandons sweeping reoptimization as ##Army, Marines push forward with transformation efforts 10. Crisis Response as #Deterrence: Strategizing the Use of Elite Capabilities to Deter Adversary Aggression 11. #Frogmen and Fast Boats: The Future of #IrregularWarfare in the #MaritimeDomain 12. A Deeply Flawed Military Strategy (Book Review) 13. Forging the Framework: Evolving Law, Policy, and Doctrine for the U.S. Military’s Domestic Response 14. Keeping the #MarineCorps Amphibious 15. China: An Ally Waiting for #Russia’s Defeat? 16. Why #Russians haven’t risen up to stop the #UkraineWar 17. Archive Lawsuit Opens #VladimirPutin Memcons/Telcons 18. #Thailand, #Cambodia Agree Immediate Cease-Fire in Border Clashes 19. A Tiny Pacific Paradise Is Gaming the U.S.-China Rivalry Over Minerals 📰Korean News: conta.cc/3LkI7N1 ㅤㅤㅤㅤㅤ 1. N.K. leader Kim sends New Year’s message to #Putin, calls bilateral ties ‘precious common asset’ 2. Resettlement centers for N. Korean defectors to be integrated next year 3. U.S. lawmakers submit resolution decrying China’s actions against #Japan, reaffirming U.S. commitment to allies 4. Poll finds majority backs ‘peaceful two-state’ approach to #unification 5. Defense ministry dismisses general-level officer over #MartialLaw involvement 6. #KimJongUn highlights military agenda 7. #Philippines buys two #SouthKorean frigates in $600 million deal 8. #SouthKorea-U.S. nuclear submarine deal may progress 9. Lee to seek Beijing’s support on N. Korea, economic cooperation during January trip 10. Finding a #Trump–Kim Jong-un opening around an April U.S.–##China summit will be key 11. Progressives also call #disinformation law #unconstitutional 12. #Korea moves to end overseas adoptions by 2029 13. [Wang Son-taek] New missions for #Koreans in 2026

can we bully netease into fixing fireflys reoptimization please it’s so boring and lackluster 💔💔