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  1. Israel’s last chance – Democracy and society

    One of the most revealing controversies in the Israeli election campaign did not take place in a television…
    #EuropeSays #Headlines #News #Europe #Europa #EU #Israel #backslding #Democracy #Elections #Isarel #Likud #MiddleEast #Nethanyahu #rightwing #Tragedy #War
    europesays.com/iran/343536/

  2. i'm very please to say that next week i'll be continuing the NEW VIDEO FEATURING IVY REESE EVERY WEEK schedule, sorry for the lapse

  3. Broligarchy would argue that it is good for open source because there are so many "contributions" but in the end it sucks the air from the system by not fostering collaboration and sucking the attention away from the projects which deserve it preventing human interaction to advance commons.

  4. CULT Recap Tecnodespoti

    Dalle macerie della democrazia rappresentativa all'avvento del capitalismo del controllo: come Musk, Thiel e Zuckerberg stanno riscrivendo le regole della sovranità globale.

    —> cultrecap.substack.com/p/cult-

    #CULTRecap #Musk #Thiel #Zuckerberg #democrazia

  5. 🟠 CVE-2026-116816 - High (7.8)

    llama.cpp b5899 before b10261 contains a heap out-of-bounds write vulnerability in llm_tokenizer_plamo2::build that allows attackers to corrupt heap memory via crafted GGUF models. Attackers can supply BYTE-typed token text like whose negative pa...

    🔗 thehackerwire.com/vulnerabilit

    #CVE #vulnerability #infosec #cybersecurity #security #Tenda #patchstack

  6. 🟠 CVE-2026-116843 - High (8.8)

    Mistral Vibe before 3.0.3 contains a remote code execution vulnerability that allows attackers to run commands by defining git filter drivers in an untrusted repository's .git/config. When started with --worktree, git worktree add applies .gitattr...

    🔗 thehackerwire.com/vulnerabilit

    #CVE #vulnerability #infosec #cybersecurity #security #Tenda #patchstack

  7. Albanese concedes $6m golf club grant in his electorate was not to contain ‘raw sewage’
    By Sarah Basford Canales and Kat Wong

    Grant part of $560m invitation-only scheme transparency advocates say largely funded projects in Labor-held seats

    theguardian.com/australia-news

    #AnthonyAlbanese #Australianews #Australianpolitics #TheGuardian #SarahBasfordCanales #KatWong

  8. “Addressing the climate crisis is really easy. Control the richest, curb their power, curb their emissions, and also tax their wealth.” theguardian.com/environment/20

  9. So close yet so far ☹️

    Devastation for Ryan Wood as he falls out of contention for the 2026 title 😔

    #RepcoSC #Supercars

  10. Semaglutide changes gut bacteria in rats beyond what eating less explains

    A controlled feeding experiment in male and female rats investigates whether changes in gut bacteria follow reduced eating…
    #NewsBeep #News #Science #Agonist #appetite #AU #Australia #Bacteria #Bacterial #Brain #Clostridium #diet #food #Gene #Glucagon #Glucagon-likePeptide-1 #Gut-BrainAxis #Metabolism #Microbiome #Physiology #Receptor #research #semaglutide
    newsbeep.com/au/942316/

  11. John Harbaugh backs Cam Skattebo, rips NFL for controversial flag: ‘That’s the way you’re supposed to run’ rawchili.com/nfl/1038168/ #Betting #Football #NewYorkGiants #NFL #OutkickSports #Sports

  12. One of the interesting things about using a chatbot is how naturally a conversation can continue.

    I can ask a question, provide additional information, refer to something mentioned earlier, and expect the assistant to understand what I mean.

    But while studying how chatbots work, I learned an important distinction:

    A continuous conversation is something the application must create. It is not automatically provided by every individual LLM call.

    What happens when I send a follow-up message?


    Imagine this conversation:

    User: My food hasn't arrived.

    Assistant: Would you like to wait or request a refund?

    User: I want a refund.

    The last message makes sense because of the earlier exchange.

    But what happens if the application sends only “I want a refund” to the model?

    The model may not have the information needed to understand the situation. The application needs to preserve the relevant conversation history and include it in the next request.

    This was my first important takeaway: the application is responsible for maintaining the conversation.

    Memory is not necessarily inside the model


    Suppose I tell a chatbot that my preferred programming language is Java.

    Later, I ask which language I prefer.

    It might seem that the model has permanently learned something about me.

    However, the application could have stored that preference, retrieved it when needed, and supplied it as context for the new request.

    The process could look like this:

    User Information
    ↓
    Application Memory
    ↓
    Retrieve Relevant Information
    ↓
    Add to Current Context
    ↓
    LLM Generates Response

    This is different from training the model and updating its learned parameters.

    That distinction changed how I think about chatbot memory. The user experience may look like persistent memory even when the application is retrieving stored information and passing it to the model.

    More context is not always better


    Another concept that stood out to me was the context window.

    A model can process only a limited amount of information in a given interaction.

    An application might store hundreds or thousands of messages, but it does not necessarily need to send every message with every request.

    It can select recent messages, summarize older exchanges, or retrieve only information relevant to the current question.

    Why does this matter?

    Because repeatedly including a growing conversation can increase input token usage, which can affect cost and latency. It also consumes some of the model's available context capacity.

    The important design question is not simply:

    “How much context can I send?”

    It is:

    “Which information does the model actually need to answer this request well?”

    Streaming is a user-experience decision


    The lecture also connected next-token generation to streaming.

    Instead of waiting for an entire answer before showing anything, an application can display generated content progressively as it arrives.

    This can make an application feel more responsive, although it does not necessarily make the underlying model generate the complete response faster.

    It is another reminder that the experience users see depends on application design, not just model capabilities.

    And then there is hallucination


    A model can generate an answer that sounds convincing without the answer being factually correct.

    Fluent language and verified information are two different things.

    For a real application, this matters enormously.

    Imagine a support chatbot answering questions about an order. It should retrieve the actual order status rather than inventing one. If an action requires authorization, the application must enforce that authorization instead of trusting a prompt alone.

    Depending on the use case, retrieval, external APIs, tool calling, validation, guardrails, and evaluation can improve reliability.

    They reduce certain risks, but they do not guarantee that every answer will be correct.

    What I'm taking away as a software engineer


    I'm beginning to see chatbot engineering as more than sending prompts to a model.

    The application needs to manage conversation history, select context, retrieve relevant information, control access to tools, and handle responses appropriately.

    These are familiar software engineering concerns applied to a new kind of capability.

    My biggest takeaway from this lecture is:

    A good chatbot does not merely generate responses. Its application must provide the right context and manage those responses responsibly.

    As I continue studying Forward Deployed Engineering and Generative AI, I want to understand not only how models work, but also how to build reliable applications around them.#ai #llm #softwareengineering #software #coding #development #engineering #inclusive #community
    How Does a Chatbot Remember? The Engineering Behind Context and Memory

  13. JOINT STOCK COMPANY NATIONAL ATOMIC COMPANY KAZATOMPROM (KAP) Equity Price and Quote

    This website contains text, data, graphics, photographs, artworks, names, logos, trademarks and information (“Information”). some of which is…
    #EuropeSays #Britain #Europe #EU #LondonStockExchangeGroup #LSEG
    europesays.com/britain/152200/

  14. Doughty has 3 points, Kings continue strong road trip with win against Rangers nhl.com/news/los-angeles-kings Panarin has goal, assist for Los Angeles, which has won three of four since 0-4-2 start
    [email protected] #NHL

  15. Senators open 5-game road trip against slumping Golden Knights – Field Level Media – Professional sports content solutions rawchili.com/nhl/696351/ #GoldenKnights #GoldenKnights #Hockey #NHL #Vegas #VegasGoldenKnights #VegasGoldenKnights

  16. Semaglutide changes gut bacteria in rats beyond what eating less explains

    A controlled feeding experiment in male and female rats investigates whether changes in gut bacteria follow reduced eating…
    #NewsBeep #News #Science #Agonist #appetite #Bacteria #Bacterial #Brain #CA #Canada #Clostridium #Diet #Food #Gene #Glucagon #Glucagon-likePeptide-1 #gut-brainaxis #Metabolism #Microbiome #Physiology #Receptor #research #Semaglutide
    newsbeep.com/ca/947576/

  17. Spider-Man: Far From Home Becomes Global Apple TV Hit

    The landscape of streaming content continues to shift as platforms expand their libraries beyond original productions. Apple TV has recently seen a significant surge in viewership for licensed third-party titles, including a major Marvel blockbuster that has climbed the global charts....

    #AppleTV #JonWatts #Marvel #SpiderManFarFromHome #TomHolland

    themovieblog.com/2026/10/spide

  18. CW: Increasing levels of profanity

    were developing this thing, it was the AI Control Tower, but now, miraculously, it's the fucking Super Intelligence Control Tower?? Even if for no other reason at all, FUCK THAT. Fuck all that noise. Even if my company decides they need to implement this shit, I'm not touching it. No fucking way. 2/2

  19. ❗️ [ 🇪🇸 ESPAGNE ]

    🔸 D'autres images des violences qui ont touché Bilbao pour protester contre la venue d'un influenceur d'extrême droite. Au moins 14 personnes ont été arrêtées.

    #Spain #Bilbao #ExtremeDroite

  20. Butler vê o sentido global da vitória de Lula

    Brasil pode ser decisivo contra o colonialismo recrudescido de Trump, diz filósofa. Virada expressa mesmo desejo de futuro que move juventude na Europa, e revela a importância de buscar formas de democracia além das instituições e do liberalismo

    outraspalavras.net/pos-capital

  21. This #PoliticalCartoon by Michael de Adder shows how Elon Musk messing with #Starlink may have contributed to the deaths of innocent civilians in Ukraine:

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