
一 | DEIR AL-BALAH, Gaza Strip -- The only thing worse than the screams of a patient undergoing surgery without enough anesthesia are the terror-stricken faces of those awaiting their turn, a 51-year-old orthopedic surgeon says.When the Israeli bombing intensifies and the wounded swamp the Gaza City hospitals where Dr. Nidal Abed works, he treats patients wherever he can — on the floor, in the corridors, in rooms crammed with 10 patients instead of two. Without enough medical supplies, Abed makes do with whatever he can find – clothes for bandages, vinegar for antiseptic, sewing needles for surgical ones. Hospitals in the Gaza Strip are nearing collapse under the Israeli blockade that cut power and deliveries of food and other necessities to the territory. They lack clean water. They are running out of basic items for easing pain and preventing infections. Fuel for their generators is dwindling.Israel began its bombing campaign after Hamas militants surged across the border on Oct. 7 and killed over 1,400 people, mostly civilians, and abducted more than 200 others. Israel's offensive has devastated neighborhoods, shuttered five hospitals, killed thousands and wounded more people than its remaining health facilities can handle.“We have a shortage of everything, and we are dealing with very complex surgeries,” Abed, who works with Doctors Without Borders, told The Associated Press from Al Quds Hospital. The medical center is still treating hundreds of patients in defiance of an evacuation order the Israeli military gave Friday. Some 10,000 Palestinians displaced by the bombing have also taken refuge in the hospital compound.“These people are all terrified, and so am I," the surgeon said. “But there is no way we'll evacuate.” The first food, water and medicine trickled into Gaza from Egypt on Saturday after being stalled on the border for days. Four trucks in the 20-truck aid convoy were carrying drugs and medical supplies, the World Health Organization said. Aid workers and doctors warned it was not nearly enough to address Gaza’s spiraling humanitarian crisis. “It's a nightmare. If more aid doesn’t come in, I fear we’ll get to the point where going to a hospital will do more harm than good,” Mehdat Abbas, an official in the Hamas-run Health Ministry, said. Across the territory’s hospitals, ingenuity is being put to the test. Abed used household vinegar from the corner store as disinfectant until the stores ran out, he said. Too many doctors had the same idea. Now, he cleans wounds with a mixture of saline and the polluted water that trickles from taps because Israel cut off the water. A shortage of surgical supplies forced some staff to use sewing needles to stitch wounds, which Abed said can damage tissue. A shortage of bandages forced medics to wrap clothes around large burns, which he said can cause infections. A shortage of orthopedic implants forced Abed to use screws that don't fit his patients' bones. There are not enough antibiotics, so he gives single pills rather than multiple courses to patients suffering terrible bacterial infections. “We are doing what we can to stabilize the patients, to control the situation,” he said. “People are dying because of this." When Israel cut fuel to the territory's sole power plant two weeks ago, Gaza's rumbling generators kicked in to keep life-support equipment running in hospitals. Authorities are desperately scrounging up diesel to keep them going. United Nations agencies are distributing their remaining stocks. Motorists are emptying their gas tanks. In some hospitals, the lights have already switched off. At Nasser Hospital in the southern city of Khan Younis this week, nurses and surgical assistants held their iPhones over the operating table, guiding the surgeons with the flashlights as they snipped. At Shifa Hospital, Gaza’s biggest, where Abed also worked this week, the intensive care unit runs on generators but most other wards are without power. Air conditioning is a bygone luxury. Abed catches beads of sweat dripping from his patients’ foreheads as he operates.People wounded in the airstrikes are overwhelming the facilities. Hospitals don't have enough beds for them. “Even a normal hospital with equipment would not be able to deal with what we’re facing,” Abed said. “It would collapse.” Shifa Hospital — with a maximum capacity of 700 people — is treating 5,000 people, general director Mohammed Abu Selmia says. Lines of patients, some in critical condition, snake out of operating rooms. The wounded lie on floors or on gurneys sometimes stained with the blood of previous patients. Doctors operate in crowded corridors filled with moans. The scenes — infants arriving alone to intensive care because no one else in their family survived, patients awake and grimacing in pain during surgeries — have traumatized Abed into numbness. But what still pains him is having to choose which patients to prioritize.“You have to decide," he said. “Because you know that many will not make it."___DeBre reported from Jerusalem.。

二 | 家人们,就在刚刚,Google正式发布了Gemini 3.6 系列模型! 这次登场的一共三个模型: 面向普通用户和开发者推出的通用模型 Gemini 3.6 Flash: 输出 token 消耗减少了约 17%,在 DeepSWE 上最高减少 65% 输入:1.50 美元/百万 token 输出:7.50 美元/百万 token 主打低成本和高吞吐的 Gemini 3.5 Flash-Lite: 输入 $0.30/百万 token 输出 $2.50/百万 token 面向网络安全场景的 Gemini 3.5 Flash Cyber: 定价还没曝光,目前只给政府和还有Google定的受信任的合作伙伴限量开放 在正式开始详细介绍前,先给大家打一针预防针: 如果只看跑分,这次更新可能没有想象中那么炸裂—Gemini 3.6 Flash 的综合智能水平与上一代基本持平,代码能力也没有横扫同级模型,但是效率绝了! Gemini 3.6 Flash Gemini 3.6 Flash 是 Gemini 3.5 Flash 的升级版,也是这次发布的主角。

三 | 根据 Artificial Analysis 的发布前测试,Gemini 3.6 Flash 在 Intelligence Index 上拿到了50 分,与 Gemini 3.5 Flash 持平(Ps:从综合智能表现来看,可以说完全没有实现代际跃升): 在Gemini最擅长的知识类工作的基准GDPval-AA v2 上取得 1421 Elo,比上一代高 72 分: 它真正值得一说的提升,在速度和效率上。

四 | Gemini 3.6 Flash 完成单项任务的平均时间从 2.7 分钟降至 1.3 分钟,缩短了一半以上;输出速度达到 每秒 304 个 token。与此同时,它的输出 token 消耗减少约 17%,在 DeepSWE 等特定任务上,降幅最高可达 65%。

五 | 虽然没有更聪明,但是确实做到了能用更少的 token、更短的时间完成同样水平的工作。 Gemini 3.5 Flash-Lite Gemini 3.5 Flash-Lite 面向的是另一类需求:高并发、低延迟和大批量任务。 它在 Intelligence Index 上取得 36 分,相比 Gemini 3.1 Flash-Lite 的 25 分提升了 11 分。 进步最明显的是智能体相关评测:GDPval-AA v2 提高 498 分,TerminalBench v2.1 提高 22.5 个百分点,Tau3-Banking 提高 7.8 个百分点。 速度同样是它的核心卖点,平均每任务用时从 1 分钟降至 0.6 分钟,输出速度达到 每秒 350 个 token。 不过,Gemini 3.5 Flash-Lite 的单次任务成本不降反升,从 0.04 美元增至 0.09 美元。 主要原因是输入和输出价格分别从每百万 token 0.25 美元和 1.50 美元,上调至 0.30 美元和 2.50 美元。尽管平均每任务的输出量已从 2 万 token 降至 1.3 万 token,但仍不足以抵消价格上涨带来的成本增加。

六 | Gemini 3.5 Flash Cyber 除了两款通用模型,Google 这次还公布了一个更垂直的成员:Gemini 3.5 Flash Cyber。 CodeMender 是 Google 的代码安全代理,主要任务就是是在代码中发现安全漏洞,并进一步生成和验证修复方案。

七 | 这次出的Gemini 3.5 Flash Cyber 将作为CodeMender的核心模型,服务于漏洞查找与修复流程。 按照 Google 的说法,它在代码安全任务上的表现达到了非常具有竞争力的前沿水平,并且运行成本也低于体量更大的模型。 Gemini 3.5 Flash Cyber 更像是 Google 对“专业模型+智能体”路线的一次验证: 以更轻量的 Flash 为底座,通过安全领域优化和专用代理,把模型能力集中到一个明确的高价值任务上。 安全代理往往需要持续扫描大型代码库、分析大量上下文,并反复验证修复结果。相比一味调用最强、最大的通用模型,针对网络安全任务优化的轻量模型,更有可能在能力、响应速度和运行成本之间取得平衡。不过,Gemini 3.5 Flash Cyber 暂时不会向所有开发者开放。它将通过 CodeMender 独家提供,仅面向受信任的合作伙伴开展有限访问试点。

八 | 单看代码表现 在 Arena 公布的前端代码竞技场排名中,Gemini 3.6 Flash 以 1537 分位列第 12 名,相比 Gemini 3.5 Flash 的第 21 名有明显进步。 结语 目前,Gemini 3.6 Flash 和 Gemini 3.5 Flash-Lite 正在 Gemini App 中陆续上线,开发者也可以通过 Google AI Studio 和 Android Studio 的 API 使用新模型。 至于正在内测的 Gemini 3.5 Pro,以及已经开始训练的 Gemini 4,或许才是 Google 留给下一次能力跃升的真正看点。 最后,关于 Google 这次发布,我还有几句话想说 过去的大模型发布,最容易传播的是跑分又涨了多少,但是这几次跟Google家感觉已经不恋战了。

九 | 它已经不太愿意继续纠缠于单纯的跑分竞争了。 Gemini 3.6 Flash 交出的依然还是近两年非常具有Google味儿的答卷: 综合智能分数可以不变,只要任务速度翻倍、token 用量减少、输出价格下降,模型依然能够获得非常实际的竞争力。 可能有人会问:是不是 Google 已经卷不动了? 但在我看来,这更像是大模型竞争进入下半场的一个信号。 当头部模型之间的能力差距逐渐缩小时,开发者真正关心的问题会越来越具体:同一个任务需要等多久?一次调用要花多少钱?长上下文是否稳定?能不能支撑大规模并发? 从这个角度看,Gemini 3.6 Flash 是 Google 又一次明确面向落地效率的升级。
Current article:http://xwidu.cuancuguanzhongnieqinyazhun.cyou/list_hsszdg/uh9qvp.html
Published on:18:37:44
上一篇:Budh Gochar 2025: बुध गोचर से मिथुन राशि वालों को जॉब में मिलेगी सफलता, जानें बाकी राशियों का हाल
国内/08-23
国内/08-20
国内/08-24
国内/08-21
国内/08-25
国内/08-25
国内/08-24
国内/08-25
国内/08-24