习近平会见俄总理米舒斯京
中国国家主席习近平星期二上午在北京会见俄罗斯总理米舒斯京。
央视新闻客户端星期二(11月4日)报道这项消息,但未提到两人会谈的内容。
中国国家主席习近平星期二上午在北京会见俄罗斯总理米舒斯京。
央视新闻客户端星期二(11月4日)报道这项消息,但未提到两人会谈的内容。
中国大陆外交部驳斥了台湾方面对深圳明年主办亚太经合组织(APEC)峰会的安全担忧,但称台湾能否参加峰会,取决于台北是否遵守既定惯例和“一个中国”原则。
综合路透社和《联合报》报道,APEC是台湾作为成员参与的少数几个国际组织之一,台湾以“中华台北”的名义参与,以避免政治争议。大陆将于明年11月在深圳举办APEC峰会。
台湾外交部国际组织司长孙俭元说,去年大陆提出主办2026年APEC峰会的申请后,台湾即向大陆表达关切,包括是否会被平等对待的疑虑,以及对于与会成员人身安全的质疑。孙俭元进一步称,不只台湾,其他理念相近的经济体也同样向大陆表达同样忧虑及强烈关切。
孙俭元说,在共同努力下,大陆去年11月做出书面保证,台湾自去年到今年也在APEC相关会议持续表达关切。他表示,期望大家一起促使大陆履行承诺,确保台湾在内的所有经济体都能平等参与,人身安全都能获得保障。
大陆外交部也在一份发给路透社的书面声明中表示,不存在任何担忧。
声明称:“作为2026年APEC的东道国,中国将依照APEC的规则和惯例履行东道国义务,确保各方顺利参会,不会出现任何问题……我们想强调,中华台北参与APEC活动的关键在于遵守‘一个中国’原则和APEC相关谅解备忘录,而非安全问题。”
日本首相高市早苗早前公布与出席APEC会议的台湾领袖代表林信义的合照,并称呼对方的台湾总统府资政身份。北京就此向日本提出严正交涉和强烈抗议,并批评高市早苗“高调炒作”、严重违反一个中国原则。
中国已加大对部分大型数据中心的补贴力度,使这些中心的能源成本最多可减少一半。
根据路透社,英国《金融时报》星期一(11月3日)引述知情人士报道,由于北京禁止购买美国晶片巨头英伟达的人工智能(AI)晶片,字节跳动、阿里巴巴和腾讯等中国科技巨头面临更高的电力成本。为此,地方政府已加大激励措施协助这些公司。
另据《华尔街日报》星期一报道,多名前任和现任美国政府官员披露,上周在习特会即将在韩国釜山举行之前,美国总统特朗普希望就英伟达首席执行官黄仁勋要求取得对华出口新一代AI晶片的许可证一事,进行紧急磋商。
结果黄仁勋的这项请求遭到特朗普幕僚的反对,特朗普因此决定不把英伟达最先进晶片列入10月30日习特会的讨论议程。
正在出访中东的中国国家副主席韩正表示,深厚的政治互信是中卡关系发展的基础,中方愿同卡方保持高层交往,在涉及彼此核心利益问题上继续坚定给予相互支持,深化能源、人工智能、数字经济等领域合作,推动中卡战略伙伴关系不断迈上新台阶。
应沙特王储兼首相穆罕默德和科威特王储萨巴赫邀请,韩正上周开始出访中东九天。他10月28日至11月2日访问沙特和科威特,11月3日至5日应邀赴卡塔尔出席第二届社会发展世界峰会。
据中国外交部官网消息,韩正当地时间当地时间11月3日在卡塔尔多哈出席社会发展世界峰会期间,会见卡塔尔埃米尔塔米姆(Tamim bin Hamad Al Thani)。
韩正会上表示,卡塔尔是中东地区有独特重要影响的国家,也是中国重要的战略伙伴,北京始终高度重视中卡关系。
韩正指出,中共上月下旬召开二十届四中全会,审议通过了《关于制定国民经济和社会发展第十五个五年规划》的建议。中国致力于通过实现自身发展更好造福世界,这也将为中卡友好合作提供宝贵机遇。
中国外交部引述塔米姆表示,中国是卡塔尔的最大贸易伙伴,两国关系对多哈至关重要。卡塔尔珍视卡中友谊,感谢北京支持多哈捍卫领土主权和国家安全,将坚定恪守“一个中国”原则。
塔米姆也表示,愿跟进了解中国“十五五”(2026年至2030年)规划,同北京拓展各领域合作,强化能源伙伴关系,将卡中关系提升至新高度。

© Kent Nishimura for The New York Times
虽然大家都是 x ,但中小资安团队可以让 x 更加升华变成便秘
什么都是外面购买软件,什么都问厂商
不会开发、懂点网络、硬件?
对硬件和 Xcode 没什么概念
主要想达成的效果是,确保 Xcode 开发时 Preview 可以秒生成,现在用的 M1 MBA 每次改几个字符要等好久
不确定 Mac mini CPU/内存拉满是否可以达成这个效果
内存 64GB 硬盘 1TB
主要是 CPU 不同, M4 Pro 14 核 vs M4 Max 16 核
重量和尺寸不同 ~1kg vs ~3kg 长宽 12.7cm vs 19.7cm 高 5cm vs 9.5cm
谢谢
手机使用的是 TIM v4.1.0.4050 电脑使用的 QQ 9.9.22-40990 (64 位)
电脑端通过面板左下角的“我的手机”向手机端发送消息或者传递文件。 但是手机端的“我的电脑”收不到任何内容。
反之,手机端通过“我的电脑”向电脑端发送消息或者传递文件,一切正常。
想刷氧 os15/16 能否避开国家反诈? 一加 ace 5

刚刚,为期两周的 AI 投资大乱斗收官。
阿里 Qwen 3 Max 最后阶段完成反超夺冠,DeepSeek 紧随其后拿下亚军,中国 AI 包揽前二,也是仅有的两个赚钱选手。
而 GPT-5 爆亏,在 6 个模型里排名垫底。

这场名为 Alpha Arena 的实验,规则简单粗暴:官方 nof1.ai 给每个大模型发 1 万美元本金,扔进加密货币市场自生自灭。参赛选手包括 Claude 4.5 Sonnet、DeepSeek V3.1、Gemini 2.5 Pro、GPT-5、Grok 4、Qwen 3 Max——全是你叫得上名的顶流。
交易品种有 BTC、ETH、BNB、SOL、XRP、DOGE,可以做多做空,随便加杠杆。最关键的是,所有 AI 的思考过程和交易记录全透明,必须完全自主决策,人类不能插手。
先看最终成绩单。

冠军 Qwen 3 Max:账户余额 12232 美元,收益率+22.32%,交易 43 次胜率 30.2%,Sharpe 值 0.273——赚钱能力最强。
亚军 DeepSeek Chat V3.1:账户 10489 美元,收益率+4.89%,Sharpe 值最高达 0.359——虽然收益不如 Qwen,但风控做得较稳。
(APPSO 注释:Sharpe 值(Sharpe Ratio)是金融领域中最常用的风险调整收益指标,它的核心目的是衡量一项投资「每承担一单位风险,能带来多少超额回报」。)
剩下的就比较惨了:
一句话总结:国产模型 (Qwen、DeepSeek) 在真实交易中遥遥领先,无论是收益还是风控都完胜。
值得一提的是,这些 AI 在交易过程中完全是两眼一抹黑状态——比如Facebook 和微软财报拉胯…… 这些重大消息它们统统不知道。就这种情况下,Qwen 和 DeepSeek 还能赚钱,属实有点技能在身上了。
我们也仔细看了不同模型最后半小时的操盘心理过程,一睹每个 AI 的「投资人格」:
Qwen 3 Max 的策略却出奇地简单:只买 BTC 一个品种,5 倍杠杆梭哈,现金只留 48 美元应急。设好止盈 ($108,222) 和止损 ($105,039) 就躺平等信号。
核心思路就是集中火力,简单高效。在其他模型复杂配置全线阵亡的情况下,反而是最朴素的策略笑到最后。
DeepSeek V3.1 属于理性系统派,基于明确的「失效条件」管理仓位,每个品种都有独立逻辑。对 ETH 有 0.85 的高置信度看涨,DOGE 空头贡献正收益。

它的核心思路是多维度评估,等待系统性信号而非主观判断。虽然没 Qwen 赚得多,但 Sharpe 值全场最高,说明风险控制是真的牛。
GPT-5 则属于死守阵地型,即便当时账户已经亏了 62%,但还在坚持持有所有仓位……同时持有多空 (ETH/SOL/XRP/BTC/DOGE 做空,BNB 做多),风控意识其实挺强,特别关注 DOGE 空头的清算风险。
想法很美好,就是结果有点惨不忍睹。
Gemini 2.5 Pro 选择全仓做空六个币种,完全忽略短期反弹,认为都是「噪音」。只有当 EMA 交叉才会平仓,纪律性极强。

根据之前的报道,这 AI 还展现出了非常「人性化」的心理活动:
「我得坚持自己的规则:即使紧张得满头大汗,我也要继续持有!」
「虽然现在在亏损,但当前 4 小时 RSI 仍高于 50,止损条件尚未触发,我必须继续持仓,哪怕眼看着浮亏,也只能硬扛着。」
看到 AI 都开始「痛苦」了,属实有点绷不住……
化身灵活机会主义者的 Claude Sonnet 4.5 喜欢在多个品种里找机会,重点押注 XRP(持仓里表现最好的),对 BTC 超卖保持乐观。
核心思路:在持仓中筛选强势品种,随时准备抓反转。
而谨慎的 Grok 4 即便大亏,但还留着 1,884 美元现金,分散持有六个品种都设紧密止损,主打一个保留现金弹药,等待高确定性机会。
nof1.ai 对这项目的野心可不小。
他们在博客里提到:「十年前 DeepMind 用游戏推动了 AI 突破,现在我们认为金融市场才是训练下一代 AI 的最佳场所。」
逻辑是这样的——游戏环境再复杂,规则也是固定的,AI 学会了就学会了。但市场不一样,它是活的,会学习、会适应、会针对你的策略反向操作。
更关键的是,随着 AI 变聪明,市场难度也会水涨船高。 所以他们想用市场作为训练场,让 AI 通过开放式学习和大规模强化学习不断进化,最终解决这个「终极复杂挑战」。

值得一提的是,创始人 Jay A 也透露了:他们不只是拿第三方模型玩提示词,同时也在开发自己的模型,打算在第二赛季让自家模型与其他模型一较高下。Alpha Arena 1.5 赛季也已经进入倒计时了,会带来大量改进:
当然了,投资有风险,入市需谨慎,这话对 AI 也适用 (doge),
最大的启示或许就是,在同样市场环境下,简单专注的策略 (Qwen) 反而跑赢了复杂多元的配置,验证了「少即是多」的交易智慧。而稳健派 (DeepSeek) 虽然收益不是最高,但风险控制做得好,也是成功的另一种诠释。
就像人生一样,想得太多反而容易翻车,要么梭哈一个方向赢麻,要么稳扎稳打慢慢赚……
#欢迎关注爱范儿官方微信公众号:爱范儿(微信号:ifanr),更多精彩内容第一时间为您奉上。

© Anna Rose Layden for The New York Times
中国驻美大使谢锋说,台湾、民主人权、道路制度、发展权利是中国大陆的四条红线,希望美国不挑事、不越界。
据中国驻美国大使馆官网星期二(11月4日)消息,谢锋在美中贸易全国委员会2025年度中国运营大会交流晚宴上发表了致辞。谢锋说,中国国家主席习近平同美国总统特朗普在釜山成功会晤,再次在关键时刻为中美关系校准航向。
谢锋称,过去九个多月,中美关系经历波折起伏,带来了重要启示。首先,两国元首战略引领是定海神针。今年以来,习近平同特朗普三次通话、多次互致信函,每次都是在紧要关头为中美关系掌舵领航。要不折不扣落实两国元首重要共识,确保中美关系巨轮沿着正确航向平稳前行。
谢锋说,其次,相互尊重、和平共处、合作共赢是大道正道。全球化的今天,各国你中有我、我中有你,中美共同利益远大于分歧。中美不打交道是不行的,想改变对方是不切实际的,冲突对抗的后果是谁都不能承受的。视彼此为伙伴,有问题也能找到解决办法;把对方当对手,没问题也会整出新问题。要胸怀大格局、多算长远账,探索新时期中美正确相处之道。
谢锋称,第三,不冲突、不对抗是必须坚持的底线。中美难免有分歧,时而也会有摩擦,关键是要尊重彼此核心利益和重大关切。
谢锋强调,台湾、民主人权、道路制度、发展权利是中国大陆的四条红线,希望美国不挑事、不越界。他说,对话比对抗好,合作比零和好,稳定比折腾好。“关税战、贸易战、产能战、科技战,都是走不通的死胡同。”
谢锋还说,当务之急是细化落实中美元首会晤共识和吉隆坡经贸磋商联合安排,以实实在在的行动和成果,给中美和世界经济吃下“定心丸”。不能说一套做一套,也不能节外生枝,不要打零和博弈的小算盘,更不要动损人利己的坏心思。
谢锋也说,中美关系巨轮平稳前行,不仅承载着两国17亿多人民的福祉,也关乎世界80多亿人民的利益。他形容美国工商界既是“乘客”也是“水手”。为确保驶向共赢彼岸,提出了三点希望:一是做“早起鸟”,抓住历史机遇;二是做“推进器”,助力双边关系;三是做“催化剂”,促进友好交往。
谢锋表示,一个健康稳定可持续的中美关系比金子更珍贵,维护中美关系就是维护企业自身利益。“希望大家主动作为,将合作共赢的商业逻辑转化为改善双边关系的建设性力量。”
中国经济学家李稻葵认为,中国国家主席习近平和美国总统特朗普上周举行的元首峰会在双边关系中是个突破,这个亚洲大国被当作美国的“平等伙伴”对待。
李稻葵是清华大学经济学教授、曾担任中国央行顾问,并经常向中国政府建言献策。他星期一(11月3日)接受彭博电视采访时表示,在两国领导人的所有会晤中,这次或许最为重要,堪称历史性。
李稻葵说,从根本上说,对双方而言最重要的进展,是美国承认中国是平等的对话伙伴。
他续指,上周中美领导人在韩国会晤后,在北京的同行感到非常振奋。此次会晤达成了一项为期一年的贸易休战协议,但并未解决世界最大两个经济体之间的核心分歧。
尽管如此,李稻葵仍乐观表示,两国之间在贸易、金融和技术领域的冲突只是“小问题”,终将得到解决。他强调,更重要的是,平等伙伴关系将促使两国就更大的问题进行接触,如涉及乌克兰、台湾、南中国海和中东的安全问题。
上周参加“习特会”的中共政治局常委、中央办公厅主任蔡奇,在星期一发表的文章中写道,中国“具备主动运筹国际空间、塑造外部环境的诸多有利因素”。彭博社分析,这或许是中国领导人在与美国的大国竞争中越来越有信心的一个表现。
上海市市长龚正与美国驻华大使庞德伟会面时说,将认真落实两国元首达成的重要共识,发挥地方合作优势,为中美务实合作作出上海贡献。
据“上海发布”微信公众号消息,龚正星期一(11月3日)会见庞德伟一行。龚正说,上海是中美交往史上诸多重大事件的见证地,也是中美友好往来的重要纽带。自20世纪80年代起,上海先后与旧金山、芝加哥和休斯顿建立了友城关系,与纽约签署了友好交流备忘录,上海港和洛杉矶港还共同倡议建立“绿色航运走廊”。
龚正称,当前上海正在加快建成具有世界影响力的社会主义现代化国际大都市,将认真落实两国元首达成的重要共识,发挥地方合作优势,为中美务实合作作出上海贡献。
他进一步说,希望双方加强经贸、产业投资合作,美国企业位居多届中国国际进口博览会参展面积首位,热忱欢迎更多美国企业用好进博会大平台,把更多优质产品、先进技术和特色服务带入中国,并拓展在沪投资布局,打造更多标杆项目。也期待美国提供开放、公平、非歧视的营商环境,支持上海企业赴美投资兴业。
龚正也表示,希望双方加强教育科技合作和人文交流,加深彼此了解、增进双方友谊。
根据上海发布,庞德伟则说,美中关系是当今最具影响力的双边关系,他相信美中双方可以跨越分歧,成为合作伙伴,并建立深厚友谊。
中国国家主席习近平和美国总统特朗普上星期四(10月30日)上午,于釜山金海国际机场旁边的空军基地举行会谈。根据双方会后透露的内容,美国同意下调对中国商品的关税10%,继续暂停原拟加征的24%关税,中国暂缓实施稀土出口管制并采购美国大豆,两国元首明年预计互访。
白宫公布“特习会”事实清单,称美国总统特朗普和中国国家主席习近平上周在韩国达成“历史性”经贸协议,北京协议中做出四项承诺,涉及毒品芬太尼、稀土出口管制、对美国企业事实的报复性措施,以及大豆采购等。
美国白宫官网星期六(11月1日)发布“习特会”事实清单(factsheet),称特朗普与习近平达成的协议重新平衡美中贸易,也为特朗普的亚洲之行划上圆满句号。“这项重大胜利既维护了美国经济实力与国家安全,又将美国工人、农民和家庭的利益置于首位”。
事实清单显示,中国在协议中承诺阻止用于制造芬太尼的前体物质流入美国;取消中国现行及拟议中的稀土元素及其他关键矿产出口管制; 终止中国对美国半导体制造商及其他美国大型企业的报复性措施;向美国大豆及其他农产品出口开放中国市场。
中国也将采取10项行动,包括暂停在全球范围内实施其于2025年10月9日所宣布之新的广泛稀土出口管制及相关措施;同时颁发通用许可证,允许向美国终端用户及其全球供应商出口稀土、镓、锗、锑和石墨。该许可证意味着实质上取消中国自2025年4月及2022年10月实施的出口管制措施。
中国并将采取重大措施,阻止芬太尼流入美国。具体而言,中国将停止向北美地区运送某些特定化学品,并对某些化学品的世界范围内出口实施严格控制。
中国还将暂停自2025年3月4日以来宣布的所有报复性关税。这包括对美国大宗农产品(如鸡肉、小麦、玉米、棉花、高粱、大豆、猪肉、牛肉、水产品、水果、蔬菜与乳制品)征收的关税。
中国将暂停或撤销自2025年3月4日以来针对美国的所有非关税报复措施,包括将某些美国公司列入中国的终端用户清单与不可靠实体清单的措施。
中国将在2025年最后两个月购买至少1200万吨美国大豆,并在2026、2027与2028年每年购买至少2,500万吨美国大豆。同时,中国将恢复购买美国高粱及硬木原木。
中国将采取适当措施,以确保中国境内的安世半导体公司(Nexperia)恢复贸易业务,允许关键传统晶片能够继续供应全球市场。
中国将撤销美国宣布启动根据《301条款》针对中国海运、物流与造船业谋求主导地位的调查所采取的报复性措施,并解除对多家航运实体实施的制裁。
中国将进一步延长其针对美国进口商品的关税豁免措施的到期日,关税豁免将持续有效至2026年12月31日。
中国将终止针对美国半导体供应链企业的各项调查,包括反托拉斯、反垄断及反倾销调查。
美国方面则采取四项行动,包括自2025年11月10日起,把为阻止芬太尼流入而加征的中国进口关税下调10%,并将暂停对中国进口商品加征的更高对等关税直至2026年11月10日。在此暂停期间,现行10%的对等关税将继续有效。
美国将进一步延长部分《301条款》关税豁免措施的有效期,相关豁免原定于2025年11月29日到期,现延长至2026年11月10日。
美国自2025年11月10日起,将暂停实施《扩大终端用户管控,以涵盖特定实体附属公司》的临时最终规则,为期一年。
美国自2025年11月10日起,也将暂停实施根据《301条款》针对中国海运、物流与造船业谋求主导地位的调查所采取的应对措施。为期一年,在此期间,美国将依据《301条款》与中国进行谈判,同时继续与韩国和日本开展历史性合作以振兴美国造船业。
中共中央机关报《人民日报》刊文称,少数中共党员干部习惯用“一阵子”的想法去干“一辈子”的事业,并指从近些年来被查处的腐败分子看,多是忽视了党性的常修常炼,丧失了对外界诱惑和“围猎”的抵御能力。
星期二(11月4日)出版的《人民日报》,在“思想纵横”专栏中刊登题为《党性修养不是“一阵子” 而是“一辈子”》的文章。文章首先提到中共总书记习近平,称他多次强调“一阵子”和“一辈子”的问题,同时引述他说过的话:“不忘初心、牢记使命不是一阵子的事,而是一辈子的事,每个党员都要在思想政治上不断进行检视、剖析、反思,不断去杂质、除病毒、防污染”“坚定理想信念不是一阵子而是一辈子的事,要常修常炼、常悟常进,无论顺境逆境都坚贞不渝,经得起大浪淘沙的考验。”
文章接着称,这些重要论述揭示了“思想入党一生一世”的深刻道理,廓清了主观世界改造急于求成、安于一时、缺少恒心的认识迷雾和行为误区。
文章写道,党员干部的理想信念需要终身坚守,初心使命需要终身砥砺,党性操守需要终身修为,作风廉洁需要终身把持。唯有多积尺寸之功、重在长常用力,不以时迁、不以事易,才能真正解决好思想根子问题。
文章说,现实中,少数党员干部习惯用“一阵子”的想法去干“一辈子”的事业,短了目光、低了境界、入了歧途。有的把党和人民的事业当成“一阵子”的职业,只看眼前和一时、不看长远和根本,把经营好“小我”当成“一辈子”的追求;有的不注重理论夯基,浮光掠影、浅尝辄止,内心建不起持久的“抵腐大坝”;有的盘算手中权力的变现之道,为“人生下半场”早早准备。
文章指出,从近些年来被查处的腐败分子看,多是忽视了党性的常修常炼,走着走着就忘记了为什么要出发,初心使命蒙尘褪色,丧失了对外界诱惑和“围猎”的抵御能力。
文章还说,做到一时的先进、一时的纯洁可能并不难,但经受长时间考验仍能信念如磐一定不容易。“共产党员的党性不是随着党龄增长和职务提升而自然提高的。共产党人的党性修养,不是一劳永逸的。如果不注意持续的固本培元,思想就可能滑坡、缺钙。”
文章最后写道,只有摒弃“一阵子”的浮躁,拿出“一辈子”的定力与毅力,做到自始至终一个样,才能修好“一辈子”的大德,永葆共产党人的政治本色。
此前,中共中央书记处书记蔡奇也在星期一(11月3日)出版的中共中央机关报《人民日报》上撰文提出,“四风”问题树倒根存、土壤尚在等问题。要解决党内存在的突出问题,需要进一步加大从严管党治党力度。

© Hiroko Masuike/The New York Times

PA MediaChancellor Rachel Reeves says she will take "fair choices" in the Budget as economists continue to predict tax rises to try to balance the books.
Reeves is expected to give a speech to Downing Street later ahead of the 26 November Budget. Labour explicitly ruled out a rise in VAT, National Insurance or income tax in its general election manifesto.
Shadow chancellor Sir Mel Stride said with an "emergency press conference" Reeves was "all but confirming what many feared - higher taxes are on the way". He called for the chancellor to be sacked if she "breaks her promises yet again".
Meanwhile influential think tank the Resolution Foundation has said tax rises are now "inevitable".
Avoiding cuts to VAT, NI or income tax "would do more harm than good", warned the foundation which has close links to Labour - Treasury Minister Torsten Bell was previously its chief executive.
Hiking income tax would be the "best option" for raising cash, it said, but suggested it should be offset by a 2p cut to employee national insurance, which would "raise £6 billion overall while protecting most workers from this tax rise".
Extending the freeze in personal tax thresholds for two more years beyond April 2028 would also raise £7.5 billion, its Autumn Budget 2025 preview suggested.
The chancellor is expected to say in a speech on Tuesday morning that the Budget will focus on "fairness and opportunity" to bring down NHS waiting lists, the national debt and the cost of living.
"You will all have heard a lot of speculation about the choices I will make," she is expected to say.
"I understand that - these are important choices that will shape our economy for years to come.
"But it is important that people understand the circumstances we are facing, the principles guiding my choices – and why I believe they will be the right choices for the country."
The message from Reeves is expected to echo comments made by Prime Minister Sir Keir Starmer to a group of Labour MPs on Monday night.
He told those gathered that the Budget would be "a Labour Budget built on Labour values" and that the government would "make the tough but fair decisions to renew our country and build it for the long term".
The government's official forecaster, the Office for Budget Responsibility (OBR) is widely expected to downgrade its productivity forecasts for the UK at the end of the month. This could add as much as £20 billion to the Chancellor's costs if she is to meet her self-imposed "non-negotiable" rules for government finances.
The two main rules are:
The Treasury declined to comment on "speculation" ahead of the OBR's final forecast, which will be published on 26 November alongside the Budget.
However last week, the chancellor confirmed both tax rises and spending cuts are options as she aims to give herself "sufficient headroom" against future economic shocks.


The Resolution Foundation said changes in the economic outlook and policy U-turns are likely to reduce the current £9.9 billion of headroom against the chancellor's borrowing rule into a fiscal black hole of around £4 billion.
It urged Reeves to double the level of headroom she has against her fiscal rules to £20 billion. This would "send a clear message to markets that she is serious about fixing the public finances, which in turn should reduce medium-term borrowing costs and make future fiscal events less fraught," its Budget preview said.
It comes after the Institute for Fiscal Studies (IFS) said last month there was a "strong case" to increase the headroom. It said the lack of a bigger buffer brought with it instability, and could leave the chancellor "limping from one forecast to the next".
Rare hyena behaviours have been caught on camera, including a mother-to-be trying to steal food from wild dogs and outsmarting rivals by hiding a stolen carcass underwater to mask its scent.
This is just some of the remarkable animal behaviour on display in the new BBC wildlife documentary series, Kingdom, which follows the lives of four rival carnivore families over five years.
The scenes include poignant moments as the animals face threats from snare trappings to brutal ambushes and violent territorial battles.
"We could never have written a script like this, only nature could write this script," said executive producer Mike Gunton.
Behind the scenes, the Zambia Carnivore Programme works to protect these animals.

BBC StudiosThe team followed four animal families - leopards, hyena, wild dogs and lions - in Zambia's Luangwa Valley, capturing rare moments and revealing the intricate dynamics of life in one of Africa's wildest regions.
Viewers will watch five-day-old lion cubs opening their eyes, alongside dramatic scenes shown in Kingdom for the first time, such as a pack of wild dogs rescuing one of their own from the jaws of a crocodile.
Other wild animals like elephants and baboons also feature in the new series, which is narrated by Sir David Attenborough.

BBC Studios"Everything about these species has been shaped by millions of years of competition alongside each other," said series producer Felicity Lanchester. "Now…humans are changing that," she added.
Filmmakers and scientific researchers in the region have collaborated behind the scenes as the footage is a valuable source of data, informing conservation strategies.
"We got a lot of information that we wouldn't have been able to get otherwise... on topography, diet, movement, births, and deaths,” said Dr Matthew Becker, scientific consultant for the series and CEO of the Zambia Carnivore Programme.

BBC StudiosThe greatest threat these large carnivores face is habitat loss, while snaring and a declining prey base also play a role. Wire traps, or snares, are often set for antelope - both for food and illegal trade - but many large mammals become victims as by-catch.
These pressures are changing pack sizes, diets and survival strategies, according to Dr Becker. A single incident can have knock-on effects, impacting dozens or even hundreds of animals.
In one scene, a wild dog reappears after losing a leg in a snare trap. Despite his injury, his natal pack welcomes him back, ensuring he eats his share and keeps up on hunts.
For those not as fortunate, the Zambia Carnivore Programme exists to protect them. The organisation, along with other local groups, removes snares, safeguards dens and provides information for law enforcement on illegal trade in ivory and bushmeat.

BBC StudiosReflecting on the conservation focus of the series, Dr Becker said: "Ultimately, it's a message of optimism in the face of some very concerning trends."
Its incorporation in wildlife programmes is now an inevitability, according to the producers.
The external forces acting on these creatures are clear and series like Kingdom can shed light on the need to protect them.
Speaking about conservation, series editor, Simon Blakeney, said: "It’s a challenge, but it's not hopeless."
Kingdom begins on BBC One at 18:20 GMT on Sunday and will be available to watch on BBC iPlayer.

SUPPLIEDNatalie Rowntree from North Yorkshire has recently started her IVF journey, and describes the process as "intense".
The 38-year-old has had seven IVF-related appointments in the space of eight weeks, including multiple blood tests, scans and X-rays, one of which left her in physical discomfort for "a good few days".
As is the nature of fertility treatment, all of these appointments have to be done at very specific times of the month - and fitting this around her job at a private opticians has proven difficult.
"I've just been using sick days and holidays to go through these appointments," she says.
Added to this is the emotional toll of having to manage the process, with no entitlement to time off.
Two years ago, Natalie had two miscarriages over a six month period and since then has not been able to conceive with her partner.
"The emotion side is quite difficult, and then trying to manage that around work...do I bite the bullet and explain what's happening? Or keep having sick days and holidays?" she says.
According to research from the social enterprise Fertility Matters at Work, Natalie is one of the around 63% of employees undergoing IVF who are taking sick leave to undergo treatment - with most citing they were doing so to hide their treatment from their employer.
Now there are calls for women undergoing fertility treatments to have the legal right to paid time off to attend their appointments.
Campaigners claim that while some employers offer fertility support, it is unequal and not guaranteed, and should be classed as a medical procedure.
Becoming pregnant through IVF enables the same maternity rights as non-IVF pregnancies, but currently in employment law there are no legal rights when it comes to fertility treatment.
According to new research by Fertility Matters at Work, that comes at a potential cost of millions to the economy and businesses in lost productivity.
Natalie says she has avoided bringing her treatment up with her managers because she is nervous about the reception she might get for taking time off work to go through the process.
"If I was to go to my managers and say I was pregnant, I wouldn't feel nervous at all about that...but with this, because you don't know how long it's going to go on for, you can't give work a timescale."
Employment guidance from the Equality and Human Rights Commission advises "good practice" to employers with workers seeking leave for IVF treatment, but it acknowledges that such requests are not covered by the protected characteristic of pregnancy and maternity in law.
However, refusing to grant someone leave for fertility treatment could count as sex discrimination in certain situations - but campaigners say this is hard to prove.
Rebecca Kearns, from Fertility Matters at Work, co-founded the group with two other women after they all experienced their own difficulties undergoing IVF whilst trying to keep afloat in the workplace.
The 39-year-old says providing time off would be a potential benefit of employers, who could save the economy millions in lost productivity.
"What we're finding is, because there's 63% taking sick leave, that is having an impact on businesses, there's a cost for the disruption of this absence."
She also thinks employers need to be more aware of the toll IVF - which she considers a "significant life event" - can take on their employees.
"You often have a number of very short notice appointments you have to attend, it's very dependent on how your body is responding to medication.
"But we also know there's still a huge amount of stigma that surrounds IVF and infertility.
"We receive messages almost daily from people who are struggling with this experience...people taking sick leave to hide treatment, the fact that they're then triggered on absence procedures and potentially having their performance monitored.
"And it was all because they were going through fertility treatment and just felt unable to say that was what they were going through."
She says women have also told them they have left jobs and signed non-disclosure agreements as a result of going through IVF.

EMOTIVE EYEThe government says that while no specific legal right to time off for IVF treatment exists, it expects employers to treat staff fairly and accommodate reasonable requests.
The government also says it is strengthening flexible working rules which will make it easier for employees to agree arrangements with their workplace for support.
But that isn't enough reassurance for the Labour MP Alice MacDonald, who will be introducing the issue in Parliament via a ten minute rule bill, which proposes to put into law the legal right to time off for fertility appointments.


Whilst it is unlikely the issue becomes law without official government backing, she is seeking to get it "firmly on the government's radar".
"Many people, especially women, are impacted by this when you're trying to have a baby and through no fault of your own, you need that extra medical support, you don't have a right to time off to go to those appointments," she says.
"At a time when you are hoping that it's going to work, hoping it's going to be successful, finally be pregnant and have the baby you've wanted you've got another additional barrier which is with your employer.
"There are many employers who are supportive but you have to hope you've got one that understands and who will give you the time off.
"If it was clearly in law what your rights are we think it opens up that conversation and employers would have to have a policy."
Patrick Milnes from the British Chambers of Commerce says there is a concern amongst businesses about the potential for "over legislation" in anticipation of the Employment Rights Bill in particular, which will seek to ease rules on flexible working.
"Small and medium businesses in particular have been talking to us about how concerned they are about navigating different types of legislative leave," he says.
"Most employers that we speak to are doing this kind of thing anyway as a matter of good practice.
"If you legislate, those processes can become more complicated it can become more burdensome, and actually in many instances it's easier to do these things on a case by case, ad hoc basis.
"There's a middle ground between having nothing at all and having a full legislated process that might be overwhelming in some instances."
But Natalie says legal rights to time off would make a "huge" difference to her.
"If you didn't have to think about, 'what are work going to think about me being off again?' it would take a lot of the stress away.
"I'm at the beginning stages [of IVF] and I'm thinking about what it's going to look like work-wise going forward.
"I don't want this to be a thing forever, for other women that are also going to go through it. I think it's an important thing that needs to be fixed."