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So, I came across some news on Zhito Finance. The global AI tech industry is booming, and almost all the infrastructure supporting it is growing fast. Major Wall Street players like Goldman Sachs, Morgan Stanley, and JPMorgan are even restructuring their TMT (Tech, Media, and Telecom) investment banking teams. Goldman Sachs just released a field report on the AI computing power supply chain in Asia. They expect demand for AI server clusters to keep growing strongly through 2026. The demand for optical network equipment is also super high, and while DRAM storage chip supply is still growing slowly, demand is far outstripping supply. Now, Nvidia’s stock has been climbing like crazy, and th...

Hey everyone, I've been working on a Python library called **PromptManager** and wanted to share it with the community. **The problem I was trying to solve:** Working on production LLM applications, I kept running into the same issues: * Prompts getting bloated with unnecessary tokens * No systematic way to improve prompt quality * Injection attacks slipping through * Managing prompt versions across deployments So I built a toolkit to handle all of this. **What it does:** * **Compression** \- Reduces token count by 30-70% while preserving semantic meaning. Multiple strategies (lexical, statistical, code-aware, hybrid). * **Enhancement** \- Analyzes and improves prompt structure/c...

Ross Hudson, U.S. Army PFC, 1945 The fire was small and mean, tucked deep inside the mouth of a shallow cave. I kept it low on purpose. Just enough to warm my hands and dry the damp from my clothes.  I sat with my back against the stone listening to the forest outside. I tried not to think about how I got here. That never worked. I remember the pain. It stabbed my thigh with a crude piece of metal and dragged me like scrap. Not like any predator, more like a machine that only knew direction. I remember roots tearing at my clothes, and the wheezing sound it made as it ran. Its multiple limbs, long and short, steel and bamboo, skittered and crawled unevenly, propelling us throu...

The Dordogne River drifts through France like a slow moving secret, curling past limestone cliffs, medieval villages, and castles that look engineered for daydreams. This is a place where time loosens its grip and adventure slips in quietly, often by canoe. Gliding along the river is the best action adventure here, a gentle but thrilling journey beneath stone bridges and fortified towns where church bells echo off the water. Paddlers pass honey colored villages such as La Roque Gageac and Beynac, their reflections wobbling in the current like old postcards brought to life. The river is calm enough for beginners yet long and scenic enough to feel earned, especially when the sun starts to drop...

So, I have owned a lot of cats in the past, and I do feel like I have generally decent knowledge about cats. At the end of summer this year, I adopted two cats from my local shelter. They did have different foster homes and I was told from their foster families that both were used to other cats, so I thought I was off to a good start. I keep them separated, and one of them has always been affectionate, loves to play, cuddle, etc. Note: I did not expect that at all form a sheltered cat, so the other cats behaviour is more what I expected. What makes me sad and a bit "scared" for her is that while I have seen progress, idk if there's anything I can do to make it better, or what...

**The Second Level**     In death again reborn, Freshy opened his eyes.    Afore him, Sally crouched—unbroken, yet indignant. “You *******!” she cried, upon noticing him conscious. “Tossin’ me in front of an elephant…what the **** was that?”   Freshy nearly apologized, and then caught himself. “Nah, girl, don’t try playin’ that game. Who done killed whom to begin with? Now we’re almost even.”   “What?” she gasped. “No way, man. Screw you. What I did, I did out of love. It was beautiful, and you know it. What you just did, that was straight up cowardly. Seriously, I should kick your *** right now.”   “Try it, *****.”   Sally threw a jab...

Hello everyone, This is my first post in this community and on Reddit in general. # DISCLAIMER **This part is just a general introduction of myself to the sub. If you only care about the ICAR16 part, jump directly to the “ICAR16” section.** Basically, during the last week I’ve lost most of my free time obsessing over IQ tests. I don’t really know why. It’s something that seems to happen every few years, like a sanity check for my brain after a frenetic period of life. As a general background, I’m from Spain. When I was 16, I was tested with a battery called **BADyG M**, and I obtained a score of **131** (I don’t even remember whether it was called Global Capacity Index or...

# Hey everyone, I've been working on a Python library called **PromptManager** and wanted to share it with the community. **The problem I was trying to solve:** Working on production LLM applications, I kept running into the same issues: * Prompts getting bloated with unnecessary tokens * No systematic way to improve prompt quality * Injection attacks slipping through * Managing prompt versions across deployments So I built a toolkit to handle all of this. **What it does:** * **Compression** \- Reduces token count by 30-70% while preserving semantic meaning. Multiple strategies (lexical, statistical, code-aware, hybrid). * **Enhancement** \- Analyzes and improves prompt structure...

**The Second Level**     In death again reborn, Freshy opened his eyes.    Afore him, Sally crouched—unbroken, yet indignant. “You *******!” she cried, upon noticing him conscious. “Tossin’ me in front of an elephant…what the **** was that?”   Freshy nearly apologized, and then caught himself. “Nah, girl, don’t try playin’ that game. Who done killed whom to begin with? Now we’re almost even.”   “What?” she gasped. “No way, man. Screw you. What I did, I did out of love. It was beautiful, and you know it. What you just did, that was straight up cowardly. Seriously, I should kick your *** right now.”   “Try it, *****.”   Sally threw a jab...

女婴回来了，带回了她射下的一只鹰和一条蛇。 小龙女迷惑地问：“你射它干啥？也没什么肉！？” 女婴回答：“它叼着这条活着的毒蛇在天上飞。我怕这只毒蛇掉下来，就在咱这里活下来了。人们不注意时就可能被咬伤了。来，今天我给你们俩做 ‘龙凤斗’。” 小龙女说：“我不同意！” Heroine came back with an eagle and a snake she had shot down. Little Dragoness said in confusion: "Why did you shoot it? There is no meat!?" Heroine replied: "It was flying in the sky with this living venomous snake in its mouth. I was afraid that the venomous snake would fall and survive...

Hey everyone, I've been working on a Python library called **PromptManager** and wanted to share it with the community. **The problem I was trying to solve:** Working on production LLM applications, I kept running into the same issues: * Prompts getting bloated with unnecessary tokens * No systematic way to improve prompt quality * Injection attacks slipping through * Managing prompt versions across deployments So I built a toolkit to handle all of this. **What it does:** * **Compression** \- Reduces token count by 30-70% while preserving semantic meaning. Multiple strategies (lexical, statistical, code-aware, hybrid). * **Enhancement** \- Analyzes and improves prompt structure/c...

Hey everyone, I've been working on a Python library called **PromptManager** and wanted to share it with the community. **The problem I was trying to solve:** Working on production LLM applications, I kept running into the same issues: * Prompts getting bloated with unnecessary tokens * No systematic way to improve prompt quality * Injection attacks slipping through * Managing prompt versions across deployments So I built a toolkit to handle all of this. **What it does:** * **Compression** \- Reduces token count by 30-70% while preserving semantic meaning. Multiple strategies (lexical, statistical, code-aware, hybrid). * **Enhancement** \- Analyzes and improves prompt structure/c...

I’m local to Rishikesh and see a lot of travelers rushing through places or missing the simple things, so thought I’ll share how I’d honestly suggest experiencing the city. Rishikesh aaye ho to rafting ek baar to banti hi hai. Morning slots better hote hain — crowd kam, flow acha. Cafes ke liye: Om Freedom Café aur Ganga View Café achhe hain. Agar less crowd + good taste + view chahiye to Good Times Café kaafi underrated hai. Street food simple rakho — Darjeeling momos aur noodles kaafi satisfying hote hain. Shaam ko chai bun maska bhi try karna, chhoti si cheez hai par vibe ban jaati hai. Late night Ganga side walk bhi achha lagta hai — kaafi peaceful hota hai, bas shor k...

For years, I kept searching for the [**best IPTV service provider**](https://tvworldwide.shop/) that could actually stay stable long-term. Most IPTV services I tried followed the same cycle: great quality at first, then buffering, missing channels, and sudden outages—especially during live sports. That changed when I started using [**TVWorldwide**](https://tvworldwide.shop/) **IPTV**. # First Impressions: Fast, Clean, and Stable From the first login, everything felt smoother. Channels opened instantly, streams stayed clear, and the overall performance was noticeably better than what I was used to. No freezing during live matches. No lag when switching channels. No quality drops d...

Hey! In the past few days I have realized that I'm putting my life here on pause, because I wan to pursuit another one in my dr. I noticed that whenever I want to do something, like for example eating out, or visiting new places, I just don't do it. I would love to do my plans here too, but then I remember that it would be sooo much better if I was doing this in my dr. Going to china in my dr to try authentic chinese food sounds soo much better than going to the other half of my city to try out the new chinese restaurant. I'm shifting to my waiting room, hopefully soon. Which is a really similiar reality to this one, so I could do everything there (without financial, time li...

CW- Self harm, trypophobia, child violence I guess I’m writing this to put my mind at ease… I’ve never written in any sort of journal before, but I guess now there’s some sort of record of what happened to me at least. That is if there’s anyone left to read this. Last year the clouds came. Humanity gazed upward as dense red formations accumulated above us. Immediately, people took it as a sign of the end times but were quickly dismissed as the rain the clouds produced didn’t have any distinguishing qualities. It was just rain. No blood fell from the sky, no acid, and no concoction turning us into horrible monsters from a 1980’s horror flick. The rain seemed to be harmless, a...

Hi all, I need help with what to do. So my boyfriend and I moved into this rental house august of this year. I started seeing this cat zoom across the yard daily, then one day it stopped when it saw me and i put some ham out to see if she would eat it and as soon as i went inside she slowly came up and ate it! I eventually realized she had been living underneath a shed thats in our backyard. I also noticed her ear was tipped (TNR) so i assumed shes feral. So i made it a priority to feed her daily. Took 4-5 weeks before she let us touch her and around halloween time we decided to get her a cat tower and a house for the patio. She immediately loved the house and scratches at her tower and rel...

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This is part rant, part genuine request for help. Around 2013–14, I bought an SF-400 kitchen weighing scale. Nothing premium, nothing fancy. It worked reliably for years with no accuracy or stability issues. Recently, I tried to replace it, and things went downhill fast. I bought an SF-400 again. The first unit was defective and had to be returned. The replacement worked initially, then **stopped working within 7 days**, right after the return period ended. Thinking this might just be bad luck, I switched to **Amazon Basics**, assuming a bigger brand would mean better quality control. That assumption was wrong. **Problems with Amazon Basics:** 1. **Increment accuracy is poor** ...

I never planned to write a review about an IPTV service, but after years of dealing with unstable streams and wasted subscriptions, [**TVWorldwide** ](https://tvworldwide.shop/)genuinely surprised me. Like many people searching for the **best IPTV service provider**, I tried multiple options. Most of them worked fine for a few days, then started buffering, losing channels, or going offline during live events. It became frustrating and time-consuming. Everything changed once I moved to TVWorldwide. # The Difference You Notice Immediately From the very first use, the platform felt smoother and more reliable. Channels opened fast, the interface responded quickly, and the picture quality sta...