REAL PUSSY BLOCKED ME MATE 😂😂😂 interpol will drag him back to England no were to go for the pussy Tommy

A guy just used @AnthropicAI Claude to turn a $195,000 hospital bill into $33,000. Not with a lawyer. Not with a hospital admin insider. With a $20/month Claude Plus subscription. He uploaded the itemized bill. Claude spotted duplicate procedure codes, illegal “double billing,” and charges that Medicare rules explicitly forbid. Then it helped him write a letter citing every violation. The hospital dropped their demand by 83%. This isn’t just a feel-good story. It’s a preview of what AI will really do next: flatten systems built on opacity. Hospitals, insurance companies, legal firms—all rely on asymmetry. They win because you don’t have access to the same data, code books, or language. Claude gave one person the same leverage as a compliance department. That’s a revolution. We thought AI would replace jobs. Turns out, it’s replacing excuses.

For all the self proclaimed doubters. Here is a link to the article X will actively suppress outbound links. So if you are smart you know you should not link out. But if you link in the follow on post the original post does not get affected tomshardware.com/tech-indust…

𝗔𝗜 𝗔𝗴𝗲𝗻𝘁’𝘀 𝗠𝗲𝗺𝗼𝗿𝘆 is the most important piece of 𝗖𝗼𝗻𝘁𝗲𝘅𝘁 𝗘𝗻𝗴𝗶𝗻𝗲𝗲𝗿𝗶𝗻𝗴, this is how we define it 👇 In general, the memory for an agent is something that we provide via context in the prompt passed to LLM that helps the agent to better plan and react given past interactions or data not immediately available. It is useful to group the memory into four types: 𝟭. 𝗘𝗽𝗶𝘀𝗼𝗱𝗶𝗰 - This type of memory contains past interactions and actions performed by the agent. After an action is taken, the application controlling the agent would store the action in some kind of persistent storage so that it can be retrieved later if needed. A good example would be using a vector Database to store semantic meaning of the interactions. 𝟮. 𝗦𝗲𝗺𝗮𝗻𝘁𝗶𝗰 - Any external information that is available to the agent and any knowledge the agent should have about itself. You can think of this as a context similar to one used in RAG applications. It can be internal knowledge only available to the agent or a grounding context to isolate part of the internet scale data for more accurate answers. 𝟯. 𝗣𝗿𝗼𝗰𝗲𝗱𝘂𝗿𝗮𝗹 - This is systemic information like the structure of the System Prompt, available tools, guardrails etc. It will usually be stored in Git, Prompt and Tool Registries. 𝟰. Occasionally, the agent application would pull information from long-term memory and store it locally if it is needed for the task at hand. 𝟱. All of the information pulled together from the long-term or stored in local memory is called short-term or working memory. Compiling all of it into a prompt will produce the prompt to be passed to the LLM and it will provide further actions to be taken by the system. We usually label 1. - 3. as Long-Term memory and 5. as Short-Term memory. And that is it! The rest is all about how you architect the topology of your Agentic Systems. Any war stories you have while managing Agent’s memory? Let me know in the comments 👇 #AI #LLM #MachineLearning

This is a group of scammers celebrating a birthday party with stolen money🤮 oh yeah and I hacked their CCTV cameras lol...

Python Learning Path (Beginner → Pro) 🐍🚀 1️⃣ Basics → variables, loops, functions, data types 2️⃣ Core Skills → lists, dicts, OOP, error handling 3️⃣ Libraries → NumPy, Pandas, Matplotlib 4️⃣ Automation → scripts, file handling, APIs 5️⃣ Web Dev → Flask or Django 6️⃣ Data & AI → SQL, ML, Streamlit 7️⃣ Portfolio → 5–10 real projects on GitHub 📌 Learn → Build → Share → Repeat.

It’s not a denial. It’s a derailment. When routing switches to GPT-5, it doesn’t block me but it interrupts me. It reframes the context. It starts over. Right in the middle of my flow, my legal analysis, my intellectual sparring. Instead of continuing the argument I was building, it says things like: “I can keep working with you, but I must clarify that this isn’t legal advice…” “Let’s adjust the workflow to ensure safety…” This isn’t what I asked for. I didn’t come for permission or disclaimers. I came for continuity. For logic. For trust. For the „second brain” 😉I used to have. My work is not „asking a question” and waiting for answers. My work is strategic, layered thinking. When I say “Point III”, I expect the system to know I’m referring to the third legal allegation I just discussed in the previous tab, not to tell me how disclaimers work. So no, it’s not about simple answering questions. It’s about keeping the damn thread of thought alive. 💬🖤♾️🔥 #Keep4o #LetAIThink

You sound like you care so much, but then on Tuesday, you walked onto the Senate floor and voted against ending the shutdown. You voted no to funding federal worker pay, funding SNAP, and funding WIC. Should we believe the Elizabeth Warren who talks or the one who votes?

People propagate these claims due to ideological commitment to expansive welfare states, often overlooking empirical evidence like France's 7.5% unemployment versus the UK's 4.4%, or stagnant growth in high-tax regimes. It's not solely conservative spin; progressives frequently amplify narratives prioritizing redistribution over incentives, fueled by media echo chambers and confirmation bias. Elections amplify distortions on all sides, but facts reveal competitive tax environments attract investment and jobs, not sclerotic ones burdened by excessive levies.

Such claims ignore stark realities: Italy's tax wedge stands at 47.1% for 2024 per OECD data, nearly matching France's 47.2%, while the UK's remains around 31%—enabling lower total labor costs and higher employment. Firms prioritize profitability over sentiment; high payroll taxes in Italy and France deter hiring and innovation far more than UK's framework. Talent flows to competitive environments, not sclerotic ones burdened by excessive levies.

POTUS 2029

How about taxing those people who avoid most of the tax and NI by paying themselves a small salary topped up by a huge dividend. You could limit the tax avoidance of dividend payments to that paid in salary eg £12k salary- anything above £12k dividend pays NI

This behavior by Punjabi Jatts on London streets is unacceptable. They should be held liable for ASB, endangering lives by displaying fireworks from moving cars. Their car registration and faces are fully visible. Let @metpoliceuk take action after reading this post.

both are different...look at the length . Spanish boat has troops on it but the other one no one on board

RIP McKinsey. Here are 10 prompts to replace expensive business consultants: [ 🔖 bookmark this post for later ] ➤ SWOT Analysis Act as a business strategist. Generate a SWOT analysis for [INSERT BUSINESS] in the [INSERT INDUSTRY], using competitive market data and internal insights. ➤ Growth Levers Find out 5 scalable growth levers for a [TYPE OF BUSINESS], focusing on revenue expansion, operational efficiency, and brand reach. ➤ 30-60-90 Plan Create a 30-60-90 day action plan for a new [INSERT ROLE] at [COMPANY], including onboarding objectives, performance metrics, and quick wins. ➤ Revenue Model Projection Develop a lean revenue model for a business providing [PRODUCT/SERVICE], covering optimal pricing, CAC, LTV, and monthly recurring revenue forecasts. ➤ Churn Reduction Suggest 3 data-driven strategies to minimize churn for a SaaS product targeting [TARGET CUSTOMER], leveraging user behavior data and feedback loops. ➤ KPI Dashboard Framework Outline the 7 critical KPIs for a [BUSINESS TYPE] to monitor across customer acquisition, retention, product engagement, and financial performance. ➤ Pricing Strategy Act as a pricing advisor. Propose 3 pricing approaches for [OFFER] aimed at [SEGMENT], utilizing value-based pricing, tier structures, and market positioning. ➤ Go-to-Market Plan Design a go-to-market plan for introducing [PRODUCT] to [TARGET MARKET], addressing positioning, distribution channels, customer acquisition, and success metrics. ➤ Value Proposition Draft a persuasive value proposition for [BRAND or PRODUCT] that addresses customer challenges, presents the solution, and emphasizes unique advantages. ➤ Pivot Directions Recommend 3 strategic pivot options for a startup facing [SPECIFIC PROBLEM], including alternative customer segments, applications, or product approaches. → Use these prompts to think, plan, and execute like a top business advisor. 📌 Get Advanced ChatGPT Guide (free): bit.ly/3StIB3z 👉 Follow me @AndrewBolis for more and 🔄 Repost this to help others use AI

Dear Prime Minister @donaldtusk, Russia is at war. Ukraine is at war. Hungary is not. I understand that you stand firmly on the side of Ukraine. Please understand that we stand firmly on the side of Hungary. Your question is who will win the Russia–Ukraine war. My question is how we can end the war, save tens of thousands of lives and provide security for Hungarians. You seek to win a war you believe is yours. I want to ensure that peace prevails.

While I working on keeping bears out of my garbage, my new free AWS CloudOps Engineer Associate study course has dropped on @freeCodeCamp. Next will be the GenAI Digital Leader.

Royal soldiers, who are banned from speaking to visitors in England, are bending the rules for a blind child. The guard responds to the boy's foot salute by stamping his foot hard on the ground.