Aaron retweeted
day in the life of a banger boy part 40
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People underestimate how much of their personality is simply a collection of habits they never questioned.
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the only relationship that lack of communication won’t break is the one with your siblings.
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Kills me when people say they post for themselves, as if they can’t just go on their camera roll and see the pic “for themselves”. We’re inherently social creatures, we go mad in prolonged isolation, we crave attention and validation. It’s okay to just own that, it’s human even
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Aaron retweeted
ROI can make u kys
what did women do to make guys not put in effort anymore
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Aaron retweeted
So many abnormalities are happening in this country. Minimum wage is 70k, but a passport costs 250k. Minimum wage is 70k, but a local flight can cost 100k. Minimum wage is 70k, but a driver’s licence costs 45k. A year’s minimum wage is 840k, yet a room self-contained in central mainland can cost 1 million annually. Minimum wage is 70k, but transportation to work alone can cost 30k a month. Do we really have a government?
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Aaron retweeted
ILOME 🌺
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Aaron retweeted
if you don’t agree with yourself that you have skill issue, you’II never improve. stay true to yourself and see how fast you’ll improve my 5 cents y’all
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One of the easiest networking rules my parents taught me is: when your friends start something, become their first client.
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Aaron retweeted
Make the person wey I dey marry sha get friends because if na only me nobody go come the wedding.
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this una “God” wey dey punish una for the sins of una parents, wetin be the difference between him and devil?
you fit just dey on your own make God just remember the sins of your father. and that day no go funny for you.
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Aaron retweeted
Lose the girl Meet a better one Lose the money Make more Lose the job Find a better one Scarcity is a mindset
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One core job you need to do as an adult is to consciously train yourself not to be like your parents. And the first way to go about this is to admit that, just like every other human, they are flawed. The average African parent is judgemental, tribalistic, a people-pleaser, cares so much about what people who don’t matter or give a sh!t about you or them would say, and wants their children to be an extension of them. They want to continue living through you. They fail to understand that you are a person whose entire life is different from theirs. Someone who has to make choices and face the consequences of those choices alone. At first, you’ll think they mean well for you, but it is just them trying to live through you. African parents, a vast majority of them, don’t speak well about other tribes, especially when it comes to marriage. They think every tribe is flawed but theirs. They are not even subtle about it. And this makes you wonder if they really care about your happiness or some culture that is already outdated. When an African parent wants to give you marital advice, their concerns are basically where the person is from, their religion, and probably their age. They do not consider your happiness, which is the most concerning thing about marriage. I personally don’t think anyone should have a say in whom you spend the rest of your life with. Advice is very much welcome. But when you start drifting towards condemning your children’s CHOICES, it is no longer advice. And as someone who always says we should cut our parents some slack because it is their first time being parents, I now think that normalizing that isn’t good for accountability. I do not want to go into details about how religion has taken a toll on them and how it influences their decision-making in a bad way. The irony is, they go about parenting this way, then wonder why they are not friends with their grown-up children. They wonder why their children would rather maintain a long-distance relationship with them. They wonder why they can’t confide in them. They don’t even realize how judgemental they are. But maturing is realizing that African parents, especially, are very flawed, and it is your responsibility to do the work and not end up like them. Else, you’ll become the same thing you don’t like about their parenting, and that may affect your relationship with your kids in the future. To be a better adult, and a better parent, you must first of all, break the pattern.
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Aaron retweeted
Is there anyone in Nigeria 🇳🇬 that can beat me in Mortal Kombat?
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Aaron retweeted
Usually, I wouldn’t focus on a ticker until I check one thing: the volume bar, not the caption. $KII passed that test this week. Market cap's sitting around $25M, pushing toward $26M. That ratio doesn't usually show up on tokens nobody's trading. @KiiChainio has been showing up in more places lately, and the tape is starting to reflect it. I'm just telling you to open the chart yourself and look at what's actually happening on the screen right now, not what anyone's saying about it. $KII
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seek info.
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using AI for financial analysis is probably where knowing what the model can’t prove matters just as much as getting the calculation right. the comparison between the two Ling versions is interesting because the finance model caught gaps in the multi-step NVIDIA calculation and avoided making up an explanation for the change in other income. but the 37.00% vs 36.99% mistake is a good reminder that you still shouldn’t blindly trust the model with simple numbers either. using it more like an auditor for the complicated parts, then checking the important figures yourself, seems like a much safer workflow.
净利暴增 298%,谷歌是真赚钱,还是账面好看? 为了搞清这件事,我让两个 AI 查了同一份账。 一个是蚂蚁百灵刚发布的 Ling-3.0-flash-Fin,1240 亿总参数、每次只激活 51 亿的金融增强模型;另一个是它的 Ling-3.0-flash,没做金融增强的原版 题目是 Alphabet 2026 年第二季度财报 数据让它自己联网去找它提交给 SEC 的 8-K 原件 Fin 版先干了一件事:报出处。Exhibit 99.1,2026 年 7 月 22 日发布,用了合并利润表、分部结果、现金流量表三张,附 SEC 原文链接 两版都算出自由现金流 −58.55 亿美元。我去比财报原文的调节表,官方写的就是 $ (5,855)M,一分不差 净利暴增 298% 这件事,两版也都拆开了:增量 839.97 亿里,771 亿来自股权证券收益,占 91.8%;剔掉之后实际净利润 350.93 亿,同比只增 24.5%,EPS 从 9.11 掉回 2.85 到这里两版打了个平手 差别出在第二道题——英伟达。 我让它解释:营收环比涨 17.9%,净利润却只涨 2.3%,为什么 基模的账算到一半断了。毛利增 109.85 亿,减费用增 7.87 亿,营业利润增 101.98 亿,再减其他收益减少的 85.94 亿,得到 16.04 亿——然后直接跳到"净利润仅微增 13.67 亿"。中间差的 2.37 亿 Fin 版把这条链闭合了,还自己推出了我没给的两个数:上季度税前利润 699.03 亿、上季度所得税 115.82 亿。101.98 − 85.94 − 2.37 = 13.67,正好对上 同一道题里,基模还说"其他收益很可能是大规模出售国债的收益" 财报里没有国债这回事我去查现金流量表调节项:其他收益 77.73 亿里,77.71 亿是股权证券收益,是股票浮盈。Fin 版只写"非经营性收益回落",没往下猜 但 Fin 版也翻过车。 我另外拿一道自己构造的毛利率题测过(不是真实财报):20.79 ÷ 56.20 = 36.9929%,该保留 36.99%,它给了 37.00%;同一道题重跑一次,又给了 36.99%。这次反倒是基模算对了 两轮测下来,我改了用法:别拿它当计算器,简单算术自己按;拿它当勾稽员,多步推导和口径核对交给它,再验一遍关键节点 完整实测过程见下方视频。 测试条件:OpenRouter 通道,temperature 0.6(官方推荐值 1.0),每题只跑一次,样本很小。文中数字均可用财报原文复核: · Alphabet 2026Q2:sec.gov/Archives/edgar/data/… · NVIDIA FY2027Q2:nvidianews.nvidia.com/news/n… Ling-3.0-flash-Fin 已在OpenRouter 开启为期一个月的限时免费 API 调用 入口: inclusionAI/Ling-3.0-flash-Fin · Hugging Face Ling-3.0-flash-Fin 已经正式开源 凭借开放权重团队可以私密部署它,将其连接到搜索引擎、Python、数据库和电子表格 Hugging Face: inclusionAI/Ling-3.0-flash-Fin · Hugging Face ModelScope: Ling-3.0-flash-Fin · 模型库
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Aaron retweeted
I promised another giveaway, so I am giving away $200 SOL to 10 winners 1. Like + RT 2. Drop your wallets 3. Join my TG t.me/fergalpha Doing this much so more people can eat. Stay safe, and hopefully I can take you out of the trenches.
Dropping a 10-winner giveaway in 10 minutes Turn notifications on 🔔
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Aaron retweeted
Started one giveaway meaning I have to complete the 3 buy rule. Another one coming right up for ya ladies and gents… $100 Giveaway (2 x $50) 1. Follow @DonTheLizard and kick.com/TheTiltBros 2. RT 3. Tag 3 friends Winners picked in 24 hours :)
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