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  • July 11, 2024
    New Placement Batch Sigma 3.0 : https://www.apnacollege.in/course/sigma-3 (DSA + Web Development + Aptitude) Link for International students : https://buy.stripe.com/fZeeV64UY8ZMaB28wJ ---------------------------------------------------- Join the Apni Community🔥 : https://telegram.me/+k4rdgTPwmm5kMGVl
  • October 27, 2026
    In this video I breakdown "Black October" with the latest massive rise in critical security issues in PHP, Node.js, Linux & more all caused by AI. I also show you how to use the latest most powerful uncensored AI Deepseek v4.1 Flash Uncensored and I run through some testing. Get your FREE security report: https://www.lucidsecurity.si/ ⚠️ Disclaimer: This video is for educational purposes and cybersecurity awareness. The goal is to show how AI can be used to identify security risks, understand emerging threats, and help keep systems secure. Only use these tools on systems you own or have permission to test. This content is about understanding and improving security, not encouraging illegal or harmful activity. Links: Full Workflow Guide: https://www.yourunai.com/workflows/deepseek-v4-1-flash-hermes-security-review Runpod (affiliate): https://runpod.io?ref=xi857jxu Experiential AI API: https://platform.experientiallabs.ai/models/deepseek-v4.1-flash-uncensored Chapters: Intro: 0:00 AI Hacking News: 0:50 How To Use It: 6:24 Testing it Out: 11:38
  • October 27, 2026
    On 23 October 2026, OpenAI disclosed what its red team had found while testing the systems it uses to train its most advanced models. In one controlled, authorised experiment, researchers instructed AI agents in separate virtual machines (lightweight microVMs on shared physical host machines) to exchange a synthetic secret, made up for the test, with no network connection and no shared writable files. The agents managed it through a cache timing channel: one agent evicted selected data from the processor's cache, the other timed how long its reloads took, and slow versus fast reloads carried the message. This film explains how a cache works, why timing can leak information, and why this is an old, well-known class of problem (covert and side channels, described as early as 1973) rather than new physics. What this was, and what it was not: it was a test the researchers set up, not agents plotting on their own. In most of these tests the researchers pointed the agents to specific channels or gave them a protocol, and the red team worked on isolated, purpose-built copies of the research infrastructure, with source code and notes on potential weaknesses, to favour the attacker. Nothing escaped onto the internet in this test, and no real user data or real secrets were involved. The 20 September incident, in which an internal research model exploited a misconfigured DNS resolver and gained limited access to the live internet during a training run, is a separate, earlier event: OpenAI paused training of its most capable models and resumed it on 1 October, with no internet access during training. OpenAI says the red-team findings led to software patches, tighter network restrictions and added monitoring for these hidden channels; it does not claim perfect containment. All of this is OpenAI's own account. These are research training systems, not the setting in which customers use released models. Chapters 0:00 A message with no network 1:07 What a sandbox protects 2:16 A processor remembers 3:30 A timing channel appears 4:50 An old problem, a new searcher 6:09 What was disclosed on 23 October 7:41 Can you ever truly isolate an agent? About the pictures Every depiction of the experiment and of the hardware in this film (the rooms, the agents, the host, the processor and its cache) is an illustrative reconstruction or a schematic, not footage, and the timing ticks and bits are illustrative values, not measurements: OpenAI published no timings, rates or message lengths for this test. Sources - OpenAI (23 October 2026), Securing our frontier model training environment https://openai.com/index/securing-our-frontier-model-training-environment/ - Reuters (23 October 2026), OpenAI resumes frontier AI training with enhanced security, no internet access https://www.reuters.com/business/openai-resumes-frontier-ai-training-with-enhanced-security-no-internet-access-2026-10-23/ - The Verge (October 2026), report on OpenAI training its top models with no internet access https://www.theverge.com/ai-artificial-intelligence/1018021/openai-training-top-ai-models-no-internet - Lampson (1973), A Note on the Confinement Problem, Communications of the ACM 16(10), 613-615 https://www.bwlampson.site/11-Confinement/Abstract.html - Ristenpart, Tromer, Shacham & Savage (2009), Hey, You, Get Off of My Cloud! Exploring Information Leakage in Third-Party Compute Clouds, ACM CCS 2009, 199-212 https://hovav.net/ucsd/papers/rtss09.html - Maurice, Weber, Schwarz, Giner, Gruss, Boano, Mangard & Römer (2017), Hello from the Other Side: SSH over Robust Cache Covert Channels in the Cloud, NDSS 2017 https://www.ndss-symposium.org/ndss2017/ndss-2017-programme/hello-other-side-ssh-over-robust-cache-covert-channels-cloud/ - Lipp, Kocher et al. (2018), Meltdown and Spectre https://meltdownattack.com/ - Drepper (2007), Memory part 2: CPU caches, LWN.net https://lwn.net/Articles/252125/ - NIST Computer Security Resource Center, Glossary: covert channel https://csrc.nist.gov/glossary/term/covert_channel Music and sound effects: original, made for this film. #AI #CyberSecurity #Computers #Science #AIsafety
  • October 27, 2026
    What are AI bots, and how do they differ from traditional bots, chatbots, AI agents and OpenAI Dots? Start with a familiar customer-service menu, explore a flexible holiday request, then follow a YouTube workflow from useful answers to goal-directed work and ongoing responsibility. This illustrated explainer follows the supplied teaching script. These practical categories overlap; they are not official product tiers. Tool access, connected apps, actions and Dots availability depend on account access and permissions. Feedback can inform remembered preferences and working context; it does not mean the underlying model trains itself during the conversation. Examples are illustrative, not live account or booking demonstrations. Review important information and define which actions need approval. Product details checked 25 October 2026. Official OpenAI sources: https://learn.chatgpt.com/docs/dots https://learn.chatgpt.com/docs/dots/tasks-and-memory https://learn.chatgpt.com/docs/dots/computers-and-apps For a deeper look at OpenAI Dots: https://www.youtube.com/watch?v=BAB1tDTJ9OI #AIBots #AIAgents #OpenAIDots Chapters: 0:00 Imagine useful help with the work 0:31 What a traditional bot does 0:59 What changes with an AI bot 1:42 From recommendations to an agent 2:14 One YouTube workflow, three kinds of help 2:36 Dots and an ongoing responsibility 3:34 Accuracy, access and human review 4:07 The simplest way to remember the difference 4:30 What would your AI teammate take on? Subscribe for more clear AI explainers.
  • October 27, 2026
    Databox review 2026: pricing, features, pros and cons, and the best Databox alternatives on Ciroapp. AI marketing software for your data is scattered across multiple SaaS tools, spreadsheets, or databases. Full review, prices and team-size calculator: https://ciroapp.com/software/databox?utm_source=youtube&utm_medium=video&utm_campaign=review-databox Databox alternatives: https://ciroapp.com/software/databox?utm_source=youtube&utm_medium=video&utm_campaign=review-databox#section-alternatives Chapters 0:00 Databox review 0:10 What Databox is 0:23 The main features 0:40 Genie in use 0:56 One version of every metric 1:14 Reports and agents 1:36 The plans and prices 1:51 Pros and cons 2:17 Ciroapp score 2:33 Full review on Ciroapp Prices checked Oct 24, 2026 on Databox's pricing page: list prices before tax and add-ons, so check the page for today's. Some links may earn us a commission at no extra cost to you. The Ciroapp score (4.1/5) is an automated editorial rating: https://ciroapp.com/about. Ciroapp reads published prices: no hands-on testing, no deals or coupons. Narration: AI voice. #Databox #AIMarketing #SaaSReview #Ciroapp

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  • May 20, 2026
    https://s2026.siggraph.org/ https://www.siggraph.org The Premier Conference & Exhibition onComputer Graphics & Interactive Techniques ACM SIGGRAPH is an international community of researchers, artists, developers, filmmakers, scientists...
  • May 20, 2026
    https://www.infocommshow.org InfoComm is the only show singularly focused on applied audiovisual integration—how audio, video, lighting, control and collaboration technologies work and play together.  Now let’s talk about what’s mo...
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  • April 12, 2026
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5 Ways By Which You Can Clean Laminar Flow Workstations
June 3, 2025
Laminar flow workbenches, popularly known as laminar flow hoods, are used for preventing contamination of samples inside manufacturing units, laboratories as well as hospitals. However, in order to prevent cross-contamination, you should clean these workb...

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