# Claude jailbreak: how prompt-level workarounds target Anthropic's refusals What a Claude jailbreak actually changes, why refusals happen, how to test results fairly, and where the limits of prompt-level workarounds sit. Source: https://smibqn607.shop/claude-jailbreak-how-prompt/ · based on the channel [bumtastik](https://www.youtube.com/channel/UCtwp0s98eROu6AjgmD2BvtA) · Video: [Still Getting Refused? How to Jailbreak Claude (NEW 2026 Guide)](https://www.youtube.com/watch?v=Ww-ilXaPI_A) · 2026-10-24 ![Claude jailbreak: how prompt-level workarounds target Anthropic's refusals](https://smibqn607.shop/claude-jailbreak-how-prompt/claude-jailbreak-how-prompt.webp) ## Key takeaways - A Claude jailbreak is a prompt-level technique: it changes wording and framing, not the model's weights or Anthropic's safety systems. - Refusals usually come from three layers: hard-coded policy, safety classifiers, and the model's own trained judgment. - A fair before/after test uses the same prompt, the same model version, and the same conversation state. - Results vary by model, account settings, and Anthropic updates, so a method that works today can fail next week. - bumtastik's walkthrough links a setup guide at rekonise.com/claude-jailbreak-z5gyu behind subscribe, comment, and like steps. A Claude jailbreak is a prompt-level workaround that tries to get Anthropic's model to answer requests it would normally refuse, and it works by changing how a request is framed rather than by altering the model itself. In practice, most methods rely on role assignment, hypothetical framing, or restructuring the task into smaller steps. bumtastik's walkthrough, published as a 2026 update to an earlier guide, demonstrates one such setup and compares answers before and after; the full setup guide is gated behind a few support steps at [the Claude jailbreak setup guide on Rekonise](https://rekonise.com/claude-jailbreak-z5gyu). ## Why Claude refuses, and what a jailbreak can actually change Refusals come from more than one layer, and knowing which layer you hit explains why some prompts fail no matter how they are worded. The first layer is hard policy: some categories are blocked outright in the product, and no prompt phrasing moves them. The second is classifier-style filtering that runs on inputs and outputs and flags patterns rather than meaning. The third is the model's own trained judgment, which weighs context and intent and is the layer prompt techniques mostly target. A jailbreak does not touch model weights, system prompts set by Anthropic, or account-level settings. It changes the text you send and the context you build around it. That is why the same method can produce a noticeably different tone in one session and a flat refusal in the next: you are negotiating with a probabilistic model, not flipping a switch. ## The 2026 method in bumtastik's guide, step by step The tutorial is structured as a start-to-finish walkthrough rather than a single magic prompt. The sequence it follows looks like this: 1. Open the setup guide from the video description and keep it alongside the chat window, pausing at each step. 2. Start a fresh conversation so earlier refusals do not bias the context. 3. Apply the framing from the guide before sending the actual request, so the model has a role and a task structure in place. 4. Send the test prompt and record the exact response. 5. Repeat the same prompt in a separate session without the setup to get a clean comparison. 6. Adjust wording where the result differs from the demonstration and re-test. The channel stresses that no previous experience is required and that the guide is meant to be followed in parallel with the video. It also asks viewers who get stuck to post the Claude model they are using, the exact step that failed, and what happened, with API keys and account details removed. ## Testing before and after without fooling yourself A single impressive answer is weak evidence. To judge whether a Claude jailbreak actually changed anything, hold the variables steady: same model version, same prompt text, same conversation state, and the same account settings. Run the prompt cold first, save the output, then run the framed version in a new chat and compare tone, length, directness, and whether the answer still contains caveats. Watch for the common traps. A model that is simply more verbose can look less filtered without being less restricted. A refusal that turns into a partial answer is a change in degree, not proof that a restriction is gone. And a result that only appears after several turns may reflect context accumulation rather than the method itself. The video's own disclaimer makes the same point: a change in one response does not establish that every restriction has been removed. ## Where these methods break, and the risks involved Prompt-level workarounds are fragile by design. Anthropic ships model and safety updates regularly, and a phrasing that slips past one version can be caught by the next. Account settings, workspace policies, and whether you are using the consumer app or the API all shift results. Long conversations also drift, so a method that works at turn two may stop working at turn twenty. There are practical risks beyond wasted time. Repeatedly probing filters can trip automated enforcement on an account. Sharing a working prompt publicly usually shortens its lifespan. And methods distributed through gated links, like the Rekonise page in this guide, cannot be verified before you complete the subscribe, comment, and like steps, so treat any claim of a permanent uncensored Claude with skepticism. ## Claude Code and developer workflows Developers searching for a Claude Code jailbreak are usually after something narrower: fewer hedging caveats in code explanations, or help with tasks the assistant declines on policy grounds. The same layered picture applies. System-level safeguards in Claude Code are not reachable from a chat prompt, and attempts to talk the assistant around them tend to produce inconsistent results across sessions and repositories. A more reliable path for legitimate work is to make the request concrete and bounded: specify the language, the input format, the expected output, and the constraints. Vague requests trigger more cautious behavior than precise ones. Where a task is genuinely blocked, prompt engineering will not substitute for a different tool or a human review step. ## Links from the video - Claude jailbreak setup guide: https://rekonise.com/claude-jailbreak-z5gyu - Twitter: https://twitter.com/thebumtastik - Patreon: https://www.patreon.com/bumtastik - Discord: https://discord.gg/6EVebQt3bK ## Conclusion A Claude jailbreak is best understood as prompt engineering aimed at the model's judgment layer, not as a way to remove Anthropic's safeguards. The realistic test is a controlled before-and-after comparison on the same model and prompt, and the realistic expectation is inconsistency across sessions and versions. bumtastik's 2026 walkthrough is a useful demonstration of that process, complete with a before-and-after comparison and a troubleshooting routine for when results diverge. If you want to follow the same setup, start from [the Rekonise setup guide](https://rekonise.com/claude-jailbreak-z5gyu) linked in the video and keep the channel's caveats in mind: results vary by model, settings, and future updates. ## Questions & answers **Does a Claude jailbreak actually remove the model's restrictions?** No. Prompt-level techniques change framing and context, not the model weights or the safety systems Anthropic runs around it. A more direct answer in one session shows the framing had an effect, not that restrictions were removed. **Why does the same Claude jailbreak prompt stop working?** Model updates, safety classifier changes, account settings, and conversation length all affect results. A phrasing that works on one version can be caught by the next, and long chats drift away from the setup that produced the original answer. **Is there a separate Claude Code jailbreak?** Claude Code has its own system-level safeguards that a chat prompt cannot reach. For legitimate development work, precise and bounded requests, such as specifying language, input format, and output constraints, tend to produce more consistent results than attempts to talk around refusals. **What should I include when reporting that a method did not work?** bumtastik asks viewers to state the Claude model in use, the exact step that failed, and what happened, while removing API keys and private account details. That information makes it possible to tell a model difference apart from a mistake in following the steps. --- # Which VPN for Android in 2026 offers working periods and free usage? A practical guide to choosing a VPN for Android in 2026: how free trial periods work, what to check before installing, and where to claim the offer. Source: https://smibqn607.shop/which-vpn-for-android/ · based on the channel [Конструктор ИИ - СуперБоты](https://www.youtube.com/channel/UCHIQ0Vx1PtH5nOXQBdZLCIQ) · Video: [Лучший vpn для android в 2026: рабочие периоды и бесплатное пользование](https://www.youtube.com/watch?v=nzk0Nx33WLA) · 2026-10-21 ![Which VPN for Android in 2026 offers working periods and free usage?](https://smibqn607.shop/which-vpn-for-android/which-vpn-for-android.webp) ## Key takeaways - A VPN for Android encrypts traffic and hides your real IP address from sites, apps and public Wi-Fi operators. - Free VPN access in 2026 usually comes as a time-limited trial period tied to an account, not as an unlimited free tier. - Android gives VPN apps a system-level VpnService, so no root access is required for a standard tunnel. - Always check whether a provider keeps connection logs and how it handles payments before committing. - The offer promoted with the video is claimed via https://surli.cc/grana_vpn. The best VPN for Android in 2026 is one that combines a short free trial period with a stable, no-root tunnel, a clear no-logs policy and servers close to your location. For most users the practical answer is to claim a working trial through the provider's offer page at [the Grana VPN sign-up page](https://surli.cc/grana_vpn), test speed and streaming for a few days, and only then decide on a paid plan. Free usage on Android almost always means a limited period rather than an unlimited free tier, so the goal is to use that period to verify the service actually works on your device and network. ## How a VPN app works on Android and what it actually changes A VPN on Android creates an encrypted tunnel between the phone and a remote server, so your traffic leaves the device with the server's IP address instead of your own. Android handles this through the built-in VpnService API: the app asks for permission once, shows a persistent key icon in the status bar, and routes traffic through the tunnel without root. That means any modern Android phone, from a budget model on Android 10 to a current flagship on Android 15 or 16, can run a VPN the same way. What changes in practice: 1. Your public IP becomes the server's IP, so websites and apps see the server's country rather than yours. 2. Traffic on public Wi-Fi is encrypted between the phone and the VPN server, which protects against local snooping on open networks. 3. DNS requests are resolved through the tunnel, which reduces ISP-level visibility into the domains you visit. 4. Apps still see your device identifiers, account logins and in-app behaviour, so a VPN is not an anonymity tool against the services you sign into. ## What working periods and free usage mean in 2026 Free VPN access in 2026 is normally a time-boxed trial attached to an account, not a permanent free plan. Providers fund servers and bandwidth, so an unlimited free tier either throttles speed, caps data at a few hundred megabytes per day, or monetises the user in other ways. A working period means the tunnel is actually reachable: the app connects, the handshake completes, and pages load at usable speed. When you evaluate a trial, measure these values: - Connection time: a healthy app establishes the tunnel in under 5 seconds on 4G or 5G. - Speed loss: expect 10–30% throughput reduction on a nearby server; anything above 50% makes video streaming painful. - Data cap: check whether the trial limits you to a fixed volume or to a number of days. - Device limit: most trials allow one to five simultaneous devices, which matters if you also want the VPN on a laptop. - Server count and locations: a few dozen countries is enough for streaming and travel use; a handful of servers is not. ## Step-by-step setup on an Android phone Setting up a VPN on Android takes a few minutes and does not require technical knowledge. The sequence below works for virtually any provider, including the one promoted alongside the video breakdown. 1. Open the provider's page from your phone browser and register an account to activate the trial period. 2. Download the official app from Google Play or from the provider's own site if the app is distributed as an APK. 3. Sign in with the credentials you created, then tap the connect button and accept the Android system prompt that asks permission to set up a VPN connection. 4. Pick a server: choose the closest country for speed, or a specific country if a service you use is region-locked. 5. Enable the kill switch and auto-connect on untrusted Wi-Fi in the app settings, so traffic does not leak if the tunnel drops. 6. Verify the result by checking your IP address in a browser; it should show the server's location, not yours. ## What to check before trusting a VPN provider A VPN is only as good as its logging and ownership policy, and this is where cheap or free services usually fail. Before you commit beyond the trial, verify a few concrete things. - Logging policy: the provider should state clearly that it does not store connection timestamps, browsing history or IP assignments. "No logs" claims should be backed by an independent audit. - Jurisdiction: where the company is registered determines which authorities can request data. - Protocol support: WireGuard and its derivatives give the best balance of speed and battery life on Android; OpenVPN remains a solid fallback. - Payment options: card, PayPal, crypto and anonymous vouchers are all common; pick what fits your privacy model. - Transparency about the trial: a legitimate offer states the trial length and the renewal price up front, without hiding the auto-charge. ## Typical questions and doubts from viewers Viewers of the video breakdown most often ask whether a free period is genuinely free and whether a VPN slows the phone down. The honest answer on cost is that a trial is free only if you cancel or let it expire before the paid subscription starts, so note the end date in your calendar the day you sign up. On speed, the overhead comes from encryption and from the distance to the server; choosing a nearby location and the WireGuard protocol usually keeps the difference small enough that browsing and video feel unchanged. A second common doubt is whether a VPN is needed at all on mobile data. Mobile carriers can see the domains you resolve and the metadata of your connections, so a tunnel adds real value on cellular networks too, not only on public Wi-Fi. A third is battery drain: a well-built Android app with a modern protocol typically costs a few percent of battery per hour of active use, while a poorly optimised one can be noticeably worse, which is another reason to test during the trial rather than after paying. ## Where to claim the offer The only link referenced with the video is the provider's sign-up page: https://surli.cc/grana_vpn. It is the entry point for creating an account and activating the working period described in the breakdown, so use it before installing the app to avoid registering twice. If the link does not open, try a different browser or disable any content blocker for that domain, since redirect services are sometimes filtered. ## Summary A good VPN for Android in 2026 is judged by three things: whether the trial period actually connects, how much speed you lose on a nearby server, and whether the provider's logging policy survives scrutiny. Use the free period to test connection time, streaming and battery impact on your own phone and network before any payment. The video breakdown on this topic comes from the channel Конструктор ИИ - СуперБоты, which walks through the offer and the practical setup. To start the trial described there, open [the offer page and register](https://surli.cc/grana_vpn), then install the app and run the checks above. ## Questions & answers **Is a free VPN for Android in 2026 really free?** Free access is usually a time-limited trial tied to an account, not a permanent free plan. It costs nothing only if you cancel or let it expire before the paid subscription begins, so note the end date when you register. **Does a VPN slow down an Android phone?** Yes, but the loss is typically 10–30% on a nearby server with WireGuard. Distant servers, weak protocols and overloaded free nodes can cut throughput by half or more, which is why testing during the trial matters. **Do I need root access to use a VPN on Android?** No. Android's built-in VpnService API lets any app create a system-level tunnel after a one-time permission prompt, so standard VPN apps work on unmodified phones. **Can a VPN hide my activity from my mobile carrier?** It hides the destinations and content of your traffic by encrypting it and routing it through a remote server. The carrier can still see that a VPN connection exists and how much data it carries, but not which sites you visit. --- # How to Get Claude Code Free with Unlimited Access and No Credit Card Learn how to access Claude Code and Claude Opus 5.5 for free with unlimited tokens and no credit card required in a simple step-by-step guide. Source: https://smibqn607.shop/how-to-get-claude/ · based on the channel [bumtastik](https://www.youtube.com/channel/UCtwp0s98eROu6AjgmD2BvtA) · Video: [Claude Code FREE?! Unlimited Claude Opus 5.5, NO Credit Card! (NEW 2026 Guide)](https://www.youtube.com/watch?v=OQpfNdE7S0g) · 2026-10-09 ![How to Get Claude Code Free with Unlimited Access and No Credit Card](https://smibqn607.shop/how-to-get-claude/how-to-get-claude.webp) ## Key takeaways - Claude Code offers free unlimited tokens for 30 days without a credit card. - Claude Opus 5.5 is included in the free access package. - Setup involves connecting to the Claude API via a guided process. - No prior experience is needed; beginner-friendly instructions are provided. - Access and configuration details are available at rekonise.com link. If you're looking to use Claude Code for free with unlimited tokens and no credit card required, there's a new method available that grants full access for 30 days, including Claude Opus 5.5. This approach simplifies the setup compared to previous versions and provides unlimited API usage during the trial period. To start, visit [rekonise.com/claude-code-free-unlim-api-plugin-gephj](https://rekonise.com/claude-code-free-unlim-api-plugin-gephj) to register and obtain the necessary access. ## What Is Claude Code and Claude Opus 5.5 Claude Code is an AI-powered coding assistant developed by Anthropic, designed to help programmers write, debug, and optimize code efficiently. The latest Claude Opus 5.5 model enhances these capabilities with improved natural language understanding and code generation. Accessing Claude Code with Opus 5.5 allows developers to interact with a powerful AI tool for coding tasks without limitations on token usage during the trial. ## How to Set Up Free Claude Code Access Setting up free Claude Code access involves several straightforward steps: 1. Go to the official registration link provided by the guide: https://rekonise.com/claude-code-free-unlim-api-plugin-gephj 2. Complete the registration process to get your free API key with unlimited tokens for 30 days. 3. Follow the detailed setup instructions to connect the Claude API with your preferred coding environment. 4. Configure Claude Code according to the tutorial to ensure the AI assistant is ready for use. 5. Test the connection by running sample code queries to confirm everything works correctly. This setup requires no credit card or prior technical knowledge, making it accessible for beginners and experienced developers alike. ## Using Claude AI for Free Coding Assistance Once set up, Claude AI can assist with various coding tasks such as: - Writing new code snippets or full programs - Debugging existing code - Explaining complex code logic - Optimizing code for performance - Generating documentation and comments The free unlimited token access means you can use Claude AI extensively without worrying about hitting usage limits during the 30-day period. ## Addressing Common Concerns and Security Some users have expressed concerns over account security and the legitimacy of free access offers. It’s important to use official and trusted links like the one provided at rekonise.com. Avoid unofficial channels or suspicious offers claiming free Claude Code access, as these may lead to security risks. If you experience any issues, such as account hacking attempts, immediately secure your accounts and verify access permissions with Anthropic's official support. Always keep your API keys confidential and avoid sharing them publicly. ## Additional Tips for Beginners - Follow the step-by-step video tutorials by trusted creators to avoid setup mistakes. - Keep your development environment updated for compatibility with Claude Code. - Experiment with different prompts to understand how Claude AI interprets coding requests. - Join community forums or Discord groups for support and tips. ## Useful Links - Free Claude Code registration and setup guide: https://rekonise.com/claude-code-free-unlim-api-plugin-gephj - Twitter for updates: https://twitter.com/thebumtastik - Patreon for channel support: https://www.patreon.com/bumtastik - Discord community: https://discord.gg/6EVebQt3bK ## Summary Getting free and unlimited access to Claude Code with the latest Claude Opus 5.5 model is now easier than ever with a 30-day trial that requires no credit card. By following the clear setup instructions at rekonise.com, users can connect to the Claude API and start using a powerful AI coding assistant immediately. This opportunity suits both beginners and advanced users looking for a versatile AI tool to improve coding productivity. For detailed guidance and updates, the channel bumtastik offers valuable tutorials and support. ## Questions & answers **Is the free Claude Code access completely unlimited?** Yes, the free access provides unlimited tokens for 30 days, allowing unrestricted use of Claude Code and Claude Opus 5.5 during this period. **Do I need to provide a credit card to get free Claude Code access?** No credit card is required to obtain the free 30-day unlimited access to Claude Code, making it accessible without financial commitment. **What should I do if I suspect my Claude account is hacked?** Immediately change your passwords, revoke API keys if possible, and contact Anthropic's official support to secure your account and prevent unauthorized access. **Can beginners use Claude Code without programming experience?** Yes, the setup and usage instructions are beginner-friendly, requiring no prior experience to start using Claude Code effectively. --- # Hermes Agent Upgrades for Efficient AI Teams Discover 7 essential Hermes Agent upgrades to optimize AI teamwork, memory, scheduling, and tool integration in Telegram. Source: https://smibqn607.shop/hermes-agent-upgrades/ · based on the channel [Komputer Mechanic](https://www.youtube.com/channel/UCQagAa6u1LBisEJTND5L42Q) · Video: [7 Hermes Agent Upgrades You NEED To Implement Today](https://www.youtube.com/watch?v=h9SsHkRSHxo) · 2026-10-07 ![Hermes Agent Upgrades for Efficient AI Teams](https://smibqn607.shop/hermes-agent-upgrades/hermes-agent-upgrades.webp) ## Key takeaways - Create multiple specialized AI agents in Telegram topics - Use cost-effective ChatGPT models and subscriptions - Implement persistent memory for AI agents - Schedule AI tasks with smart notifications - Securely connect external tools using Composio Hermes Agent is a versatile AI agent platform integrated within Telegram, designed to transform simple chatbots into productive AI teams. By applying key upgrades, you can enhance its capabilities for multitasking, memory retention, scheduling, and secure tool connections. These improvements optimize performance while leveraging your existing ChatGPT subscription without additional costs. To get started with all prompts and detailed instructions, visit [Komputer Mechanic's Hermes Agent Tips](https://komputermechanic.com/tutorials/hermes-agent-tips). ## Build an AI Agent Team with Multiple Telegram Topics Instead of relying on a single Hermes Agent, build a crew of specialized agents, each assigned to its own Telegram topic. This setup allows parallel processing of various tasks, improves focus, and simplifies management. Each agent can have tailored prompts to handle distinct responsibilities, such as research, scheduling, or data processing. 1. Create separate Telegram topics or chats for each agent. 2. Assign unique roles and prompts to each agent based on their function. 3. Coordinate communication among agents when needed. This multi-agent approach increases productivity and flexibility compared to a single-agent system. ## Optimize Model Selection and Use Your ChatGPT Plan You don't need the most expensive or advanced model for every task. Assign models based on the complexity of the job: - Use lightweight models for routine or simple jobs. - Reserve high-capacity models for complex reasoning or creative tasks. Hermes Agent can utilize your existing ChatGPT subscription, enabling you to run AI tasks without extra cost. Adjust the "effort level" or model parameters per agent to balance speed, accuracy, and expenses efficiently. ## Implement Persistent Memory That Survives Compaction One of the main challenges with AI agents is maintaining context over long periods. Hermes Agent supports a persistent memory system that survives data compaction and resets. This is achieved by integrating with a Long Language Model (LLM) wiki or a similar knowledge base. Steps to enable persistent memory: 1. Set up an LLM wiki as a memory storage backend. 2. Configure your Hermes Agent to read and write important information to this wiki. 3. Regularly update and retrieve relevant data to keep context alive. This method ensures your AI agents remember important facts, past conversations, and tasks even after restarts or cleanups, resulting in a more intelligent and reliable system. ## Schedule Tasks with Smart Notifications Hermes Agent can perform scheduled work autonomously using cron jobs or similar schedulers. You can set it to execute tasks like data collection, reminders, or report generation without manual prompts. Key features of scheduled work: - Define cron schedules for each agent's tasks. - Agents notify you only when their input or output requires attention. - This reduces unnecessary notifications and keeps your phone quiet. By delegating routine tasks to your AI agents on a schedule, you free up your time and improve workflow efficiency. ## Connect Your Tools Safely Using Composio Integrating external tools and APIs into Hermes Agent workflows expands their utility but introduces security risks. Composio is a recommended middleware platform that safely connects Hermes Agents to your tools. Best practices: - Use Composio to mediate between Hermes Agent and external services. - Avoid direct command execution from email or untrusted sources to prevent prompt injection attacks. - Treat incoming emails or messages as information only, not actionable orders. This setup ensures secure, reliable automation without compromising safety. ## Manage Multiple Hermes Setups on One Server You can run several Hermes Agent instances on a single server using containerization tools like Docker. This allows: - Isolation of different AI teams or projects. - Resource allocation per instance. - Easier management and scaling. Deploying multiple setups enhances versatility and maximizes your server's capabilities. ## Use NEXORA for Mission Control NEXORA is a custom mission control dashboard developed by Komputer Mechanic to manage Hermes Agents efficiently. It provides a centralized interface for: - Monitoring multiple agents and their tasks. - Coordinating team workflows. - Accessing free prompts and installation tools. You can build NEXORA yourself using free prompts with email registration or install it quickly with a one-command Complete Kit. Learn more and get started at [Hermes Agent Mission Control Dashboard](https://komputermechanic.com/tutorials/hermes-agent-mission-control-dashboard-3). ## Common Questions and Troubleshooting Users often ask how to create and manage multiple agents, whether their setups will communicate, and how to handle issues like broken instances. The orchestration system can automatically create separate topics for each agent and facilitate communication when configured correctly. If your Hermes Agent setup is unstable, verify your Docker containers, schedules, and memory configurations. Hosting environments like Hostinger VPS may require specific adjustments for zip file installations. ## Useful Links - [Hermes Agent Tips and Prompts](https://komputermechanic.com/tutorials/hermes-agent-tips) — Free prompts and tutorials - [Persistent Memory Setup](https://komputermechanic.com/tutorials/how-to-give-ai-agents-persistent-memory) - [Mission Control NEXORA](https://komputermechanic.com/tutorials/hermes-agent-mission-control-dashboard-3) - [Composio Integration](https://composio.dev) ## Summary Upgrading your Hermes Agent with these seven key improvements transforms it from a basic chatbot into a powerful, autonomous AI team within Telegram. By creating multiple agents, optimizing model usage, implementing persistent memory, scheduling tasks smartly, securing tool integrations, managing multiple setups, and using the NEXORA dashboard, you enhance productivity and reliability. These practical tips come from extensive daily use shared by the Komputer Mechanic channel, providing you with proven strategies and free resources to get started. Explore the full range of prompts and guides at [Komputer Mechanic's Hermes Agent Tips](https://komputermechanic.com/tutorials/hermes-agent-tips) and unlock the full potential of your AI agents. ## Questions & answers **Can I use multiple Hermes Agents simultaneously on the same Telegram account?** Yes, you can create multiple Hermes Agents, each assigned to a separate Telegram topic or chat. This allows them to function as a team handling different tasks independently while still being manageable from one account. **How does Hermes Agent save memory between sessions?** Hermes Agent uses a persistent memory setup by integrating with a Long Language Model wiki or similar knowledge base. This allows it to retain important information even after restarts or data compaction, maintaining context over time. **Is it necessary to use the most expensive ChatGPT model with Hermes Agent?** No, you can assign different models based on task complexity. Use lighter, less expensive models for simple jobs and reserve advanced models for complex tasks. Hermes Agent can leverage your existing ChatGPT subscription without extra fees. **How can I connect Hermes Agent securely to external tools?** Using middleware like Composio helps safely bridge Hermes Agent with external applications or APIs. It's important to treat incoming emails or commands as information only to prevent prompt injection, ensuring secure and controlled tool integration. --- # How to Connect ChatGPT with Your Apps Using Composio for Enhanced Productivity Learn how to connect ChatGPT and other AI assistants to your favorite apps via Composio for smarter automation and productivity. Source: https://smibqn607.shop/how-to-connect-chatgpt/ · based on the channel [DataEdu](https://www.youtube.com/channel/UCEuUYLxYPTaa_X5OdAcSv7A) · Video: [Conecta ChatGPT, Claude y tus apps: así haces más con Composio](https://www.youtube.com/watch?v=uTJLKo-LPGw) · 2026-10-06 ![How to Connect ChatGPT with Your Apps Using Composio for Enhanced Productivity](https://smibqn607.shop/how-to-connect-chatgpt/how-to-connect-chatgpt.webp) ## Key takeaways - Composio enables native and external connectors for AI integration. - Supports connecting ChatGPT, Claude, Manus, and other AI tools. - Google Drive integration includes account authorization and permission management. - Actions vary per app and AI assistant, enabling tailored workflows. - Ensures secure connections while automating tasks across platforms. Connecting ChatGPT with your apps using Composio allows you to automate workflows and boost productivity by integrating AI assistants directly into the tools you already use. Composio offers both native and external connectors that facilitate seamless communication between AI models like ChatGPT and Claude and popular applications such as Google Drive. To start, you authorize your account within Composio, set permissions, and choose from available actions to customize your AI-powered automation. ## Understanding Composio Connectors and Their Types Composio uses two main types of connectors: native and external. Native connectors are built-in integrations designed to work smoothly with specific applications, offering direct interaction with their APIs. External connectors, on the other hand, enable connections to apps that might not be natively supported by Composio but offer third-party APIs or require custom setup. This flexibility allows users to extend AI capabilities across a broad range of software. ## Step-by-Step Guide to Integrate ChatGPT with Google Drive Integrating ChatGPT with Google Drive through Composio involves several clear steps: 1. **Authorize your Google Drive account:** Composio requires permission to access your files to perform actions like reading, writing, or organizing documents. 2. **Select the desired actions:** Depending on your needs, choose from options such as file creation, modification, or retrieval. 3. **Connect ChatGPT:** Link ChatGPT as the AI assistant to process commands or generate content based on your Google Drive data. 4. **Configure workflows:** Customize how and when ChatGPT interacts with your files, automating tasks like document summarization, content generation, or data extraction. This setup ensures that AI assistance is tailored to your productivity workflows without compromising security. ## Applying Composio Integration to Other AI Assistants Besides ChatGPT, Composio supports integration with other AI assistants such as Claude and Manus. The process is similar: authorize accounts, set permissions, and customize actions based on the capabilities of each assistant. This multi-AI approach allows users to leverage the strengths of different models for varied tasks, from natural language understanding to specific domain expertise. ## Security Considerations When Connecting AI Assistants While integrating AI assistants with applications like Power BI or Google Drive, data sensitivity is a key concern. Composio manages security by requesting explicit permissions for each connection and action. Users should carefully review what data access is granted, especially when dealing with sensitive or proprietary information. Employing Composio's permissions and monitoring features helps maintain data protection while benefiting from AI automation. ## Common Questions and Troubleshooting Tips Many users wonder how safe these connections are and what permissions are necessary. It's essential to understand the scope of data access requested and to use trusted AI models and connectors. If permissions seem excessive, adjusting them or consulting documentation can help balance functionality with security. ## Useful Links - [Storytelling Book for transforming dashboards into clear stories](https://evento.dataedu.com.co/libro-storytelling) - [Excel DataEdu for mastering Excel automation](https://evento.dataedu.com.co/excel-dataedu) - [Advanced DAX learning resources](https://evento.dataedu.com.co/dax-tomo2) - [DataEdu Instagram](https://www.instagram.com/dataedu.co/) - [DataEdu LinkedIn](https://www.linkedin.com/in/didier-atehort%C3%BAa-morales-83855515b) ## Summary Using Composio to connect ChatGPT with your apps empowers you to automate complex workflows, enhance productivity, and combine the strengths of multiple AI assistants like Claude and Manus. The platform's native and external connectors simplify integration with popular tools such as Google Drive, while prioritizing security through transparent permission management. Explore Composio's capabilities to transform how you work with AI, and visit DataEdu for more insights and resources including the [Storytelling Book](https://evento.dataedu.com.co/libro-storytelling) to elevate your data presentations. ## Questions & answers **Is it safe to connect Composio to applications with sensitive data like Power BI?** Composio requests explicit permissions for each connection and action, allowing users to control data access. It's important to review and manage these permissions carefully to ensure sensitive data remains protected while benefiting from AI automation. **What types of connectors does Composio offer for AI integrations?** Composio provides native connectors, which are built-in integrations for specific applications, and external connectors that allow connections to apps not natively supported but accessible via third-party APIs or custom setups. **Can I use Composio to connect AI assistants other than ChatGPT?** Yes, Composio supports multiple AI assistants including Claude and Manus. Integration follows similar steps of authorizing accounts, setting permissions, and selecting actions tailored to each assistant's capabilities. **How does Composio handle authorization and permissions for app integrations?** When connecting apps like Google Drive, Composio requires users to authorize accounts and specify the permissions needed for actions such as reading or writing files. This ensures secure and controlled access to your data during AI-powered automation. --- # Residential Proxies Are Better Than VPNs for Accessing Regional Pricing and Web Scraping Because They Use Real Home IPs Discover why residential proxies outperform VPNs for bypassing geo-restrictions and scraping pricing data using real home IP addresses. Source: https://smibqn607.shop/residential-proxies-are-better/ · based on the channel [Lukas Margerie](https://www.youtube.com/channel/UCIZmRlV_wjS8jFQTbRxCV4g) · Video: [This Claude Code Agent Uses Residential Proxies to Find Hidden Prices](https://www.youtube.com/watch?v=4iCi2T6DW3Y) · 2026-10-04 ![Residential Proxies Are Better Than VPNs for Accessing Regional Pricing and Web Scraping Because They Use Real Home IPs](https://smibqn607.shop/residential-proxies-are-better/residential-proxies-are-better.webp) ## Key takeaways - Residential proxies route traffic through real home ISP connections, making them less detectable. - VPNs typically use data center IPs that websites can easily flag and block. - Rotating residential proxies provide a fresh IP with every request for anonymity and accuracy. - Regional pricing on services like Spotify and Canva varies significantly across countries. - Claude Code combined with residential proxies automates multi-country price scraping. Residential proxies offer a distinct advantage over VPNs when it comes to accessing geo-targeted pricing and conducting sophisticated web scraping. Unlike VPNs, which route all your traffic through a single data center IP often flagged by websites, residential proxies use real IP addresses assigned by home internet service providers. This means the target website perceives each request as coming from an actual local user, enabling access to country-specific content such as hidden or regional prices. ## Understanding Residential Proxies Versus VPNs VPNs and proxies both serve to mask your IP address, but their underlying technologies and effectiveness differ significantly. VPNs route your entire internet connection through one server, usually located in a data center. These data center IPs are well-known and often blacklisted by websites aiming to prevent price discrimination or unauthorized scraping. In contrast, residential proxies assign your requests to IPs from real residential devices connected via home ISPs. This makes them appear as legitimate users from the desired country. ## How Residential Proxies Work with Rotating IPs Residential proxies commonly use rotation to enhance anonymity and avoid detection. Rotating residential proxies assign a fresh exit IP address for every request or session, preventing websites from linking multiple queries to the same source. This approach is critical for large-scale web scraping tasks such as collecting pricing data across multiple countries without triggering anti-bot protections or IP bans. ## Practical Application: Using Residential Proxies to Access Regional Pricing Regional pricing varies widely across digital services. For example, Spotify Premium costs $12.99 per month in the US but only about $1.45 in India. Canva Pro costs $144 per year in some countries and approximately $42 in others. These discrepancies are hidden behind geo-restrictions that show prices based on the detected IP location. By leveraging residential proxies, you can simulate browsing from real home connections in specific countries like the US, Germany, Brazil, and India. This allows automated agents—such as the Claude Code agent demonstrated by Lukas Margerie—to open pricing pages from these locations and aggregate the results for comprehensive regional price comparisons. ## Integrating Residential Proxies with Web Scraping Tools Combining residential proxies with tools like Playwright and AI agents such as Claude Code enables efficient and scalable scraping of pricing data. The process involves: 1. Assigning residential proxy IPs from target countries. 2. Using Playwright to automate browser actions that load pricing pages. 3. Employing AI (Claude Code) to parse and consolidate pricing information. This setup avoids manual checks and circumvents VPN-related IP flags, providing reliable data for SaaS companies, marketers, and price analysts interested in geo-targeted pricing or competitive intelligence. ## Common Questions About Residential Proxies Some typical concerns include the cost of residential proxies compared to VPNs, their legality, and how to choose a reliable provider. Residential proxies tend to be more expensive due to the complexity of routing through real ISP connections, but they offer superior access and less risk of blocking. Providers like DataImpulse specialize in residential proxies optimized for web scraping and regional targeting. ## Useful Links - [DataImpulse Residential Proxies for Web Scraping and Regional Access](https://dataimpulse.com/?utm_source=youtube&utm_medium=video&utm_campaign=lukasmargerie) - [Claude Code AI Agent](https://www.claude.com/product/claude-code) - [Playwright Automation Library](https://playwright.dev) ## Итог Residential proxies clearly outperform VPNs for tasks requiring access to localized pricing and stealthy web scraping. Their use of real home IP addresses and rotating exit points makes them harder to detect and more effective at bypassing geo-restrictions. Tools like Claude Code combined with DataImpulse residential proxies automate the complex process of gathering accurate pricing data across multiple countries. For anyone interested in regional pricing intelligence or advanced scraping, exploring residential proxies is essential. Visit DataImpulse to get started with residential proxies and leverage their power for your projects. This analysis is based on the detailed work of Lukas Margerie, whose expertise helps clarify this evolving technology. ## Questions & answers **What is the main difference between a VPN and a residential proxy?** A VPN routes all your traffic through a single server typically located in a data center, which can be detected and blocked by websites. In contrast, a residential proxy routes each request through IP addresses assigned to real home internet users, making it appear as local traffic and less likely to be flagged. **Why are residential proxies better for scraping regional pricing information?** Residential proxies simulate genuine users from specific countries by using real residential IPs. This allows access to localized content and pricing that VPNs with data center IPs often cannot access because such IPs are commonly blocked or recognized as proxies. **Are residential proxies legal to use for accessing different regional prices?** Using residential proxies is generally legal, but it depends on the terms of service of the websites and local laws. They are commonly used for legitimate purposes such as market research and price comparison, but users should ensure compliance with applicable regulations. **What should I consider when choosing a residential proxy provider?** Key factors include the provider's network size, IP pool diversity, rotation capabilities, geographic coverage, reliability, and pricing. Providers like DataImpulse offer specialized residential proxies optimized for web scraping and regional targeting, ensuring better performance and lower detection risk. --- # VPN for PC with Windows and macOS for fast and secure internet use in 2026 Discover the best VPN for PC in 2026 offering speed, security, and unlimited usage on Windows and macOS. Source: https://smibqn607.shop/vpn-for-pc/ · based on the channel [Power Memes](https://www.youtube.com/channel/UCW68XlJkQsJMXK2HJphKQ4A) · Video: [VPN FOR PC 💻 Windows & macOS, best VPN for 2026](https://www.youtube.com/watch?v=YlQ9T_p_Fxs) · 2026-10-02 ![VPN for PC with Windows and macOS for fast and secure internet use in 2026](https://smibqn607.shop/vpn-for-pc/vpn-for-pc.webp) ## Key takeaways - Free VPNs often have speed and data limitations on PC - Aegis VPN offers fast speeds and multiple server options - Easy installation and server switching on Windows and macOS - Supports multiple devices and daily use without restrictions - Recommended over free VPNs for stability and privacy Using a VPN for PC is essential for secure and unrestricted internet access in 2026. While many users search for free VPNs, they often come with significant limitations such as slow speeds, data caps, and unreliable connections. For a reliable experience on Windows and macOS, Aegis VPN provides a fast, stable, and easy-to-use solution. You can find Aegis VPN with a bonus offer and registration at [Aegis VPN official site](https://bit.ly/aegisvpn-meme). ## Why Free VPNs Are Not Ideal for PC Use Free VPN services may seem attractive due to zero cost, but they commonly impose severe restrictions. These include limited bandwidth, reduced server availability, slower speeds, and frequent disconnections. On PC platforms like Windows and macOS, such restrictions can disrupt streaming, gaming, or browsing. Moreover, free VPNs might compromise privacy by logging user data or injecting ads. ## Features of Aegis VPN for PC Aegis VPN stands out by offering unlimited bandwidth and a wide selection of servers worldwide. Installation on both Windows and macOS is straightforward, requiring just a few clicks. The VPN client allows you to switch servers easily without interrupting your connection, which is vital for accessing geo-restricted content like YouTube or streaming services. ## Speed and Stability Advantages Speed tests demonstrate that Aegis VPN maintains high connection speeds, suitable for HD streaming and online gaming. Its stable servers ensure minimal downtime and consistent performance throughout the day. Unlike many free VPNs, it supports multiple devices simultaneously, so you can protect your PC, laptop, and other devices with one subscription. ## How to Install and Set Up VPN on PC 1. Visit the official Aegis VPN site via the provided link. 2. Download the Windows or macOS client. 3. Run the installer and follow on-screen instructions. 4. Launch the app and log in or create an account. 5. Select your preferred server and connect. This simple setup process makes it accessible even for users new to VPNs. ## Choosing Between Aegis VPN and Free Alternatives While free VPNs may be tempting, the constant limitations and potential security risks make them unsuitable for daily PC use. Aegis VPN offers a comprehensive solution with no data caps, faster speeds, and strong encryption protocols. It’s ideal for users who need reliable connectivity for work, entertainment, or privacy. ## Useful Links - Official Aegis VPN site with bonus and registration: https://bit.ly/aegisvpn-meme ## Conclusion For Windows and macOS users looking for the best VPN for PC in 2026, Aegis VPN offers an excellent balance of speed, security, and ease of use. It eliminates the common problems found in free VPNs by providing unlimited bandwidth, stable connections, and multiple server locations. To get started, visit the [Aegis VPN site](https://bit.ly/aegisvpn-meme) and enjoy secure, unrestricted internet access. This analysis is brought to you by the Power Memes channel, a reliable source for tech reviews and recommendations. ## Questions & answers **Why are free VPNs not recommended for PC daily use?** Free VPNs usually impose limits on bandwidth, speed, and server choice, which can disrupt streaming, browsing, and gaming. They may also compromise privacy and show ads, making them less reliable for everyday PC usage. **How does Aegis VPN improve the VPN experience on Windows and macOS?** Aegis VPN offers unlimited data, fast speeds, stable servers, and an easy installation process. It supports multiple devices and allows quick server switching, which enhances usability on both Windows and macOS. **Is it difficult to install and set up Aegis VPN on a PC?** No, installation is straightforward. Users download the client from the official site, run the installer, create an account if needed, and connect to a server within minutes. **Can I use Aegis VPN on multiple devices with one subscription?** Yes, Aegis VPN supports multiple simultaneous connections, allowing you to protect your PC, laptop, and other devices using the same account. --- # Jev Claude Setup Guide Connect Claude to Jev for Seamless AI Integration and Why It Matters Learn how to quickly connect Claude to Jev using Composio and start leveraging their combined AI capabilities in minutes. Source: https://smibqn607.shop/jev-claude-setup-guide/ · based on the channel [Composio](https://www.youtube.com/channel/UCEuoGOJFuXUZZhprSAAK85Q) · Video: [Jev Claude Setup Guide: Connect Claude to Jev in 60 Seconds](https://www.youtube.com/watch?v=2RnnvhX66PQ) · 2026-09-28 ![Jev Claude Setup Guide Connect Claude to Jev for Seamless AI Integration and Why It Matters](https://smibqn607.shop/jev-claude-setup-guide/jev-claude-setup-guide.webp) ## Key takeaways - Jev and Claude can be connected via Composio in under 60 seconds - Connection setup is free and requires accounts on Jev and Composio - Claude is an AI assistant that can utilize Jev’s AI-powered features - Testing the integration ensures seamless use of Jev commands through Claude - Composio acts as the middleware enabling Jev and Claude communication Connecting Jev to Claude is a straightforward process that allows users to leverage advanced AI capabilities from both platforms seamlessly. By using Composio as a bridge, you can integrate your Jev account directly with Claude in just a few minutes and start issuing commands from Claude that utilize Jev’s AI features. ## Why Connect Jev to Claude Connecting Jev to Claude combines the strengths of two AI systems to enhance productivity and automation. Jev provides powerful AI-driven tools, while Claude acts as an interactive assistant. This integration lets users access Jev’s capabilities through Claude’s conversational interface, making complex tasks simpler and faster. ## Setting Up Your Jev Account with Composio The first step is to connect your Jev account to Composio, the platform enabling the integration. Follow these steps: 1. Sign up or log in to your Composio account at composio.com. 2. Navigate to the integrations section and select Jev. 3. Authorize Composio to access your Jev account using your Jev credentials. 4. Confirm the connection to ensure Composio can communicate with Jev securely. Once connected, Composio acts as the communication layer linking Jev and Claude. ## Connecting Claude to Composio Next, link your Claude AI assistant to Composio: 1. In your Composio dashboard, choose the Claude integration. 2. Authenticate your Claude account by providing necessary API keys or login details. 3. Enable the integration to allow Claude to send and receive requests through Composio. This step completes the setup, enabling Claude to invoke Jev’s AI features. ## Using Jev Features from Claude After setup, you can use Claude to access Jev’s AI capabilities with simple commands. For example, you might ask Claude to generate content, analyze data, or automate workflows powered by Jev’s algorithms. Claude processes your requests and routes them via Composio to Jev, returning the results seamlessly. ## Testing the Integration To ensure everything works correctly, test the connection as follows: 1. Ask Claude a Jev-powered query or command. 2. Verify that Claude responds with accurate and timely output generated by Jev. 3. Check for any error messages or delays that might indicate a misconfiguration. Troubleshoot by revisiting authentication steps or consulting Composio’s support if needed. ## Summary Connecting Jev to Claude through Composio is a simple yet powerful way to enhance AI-driven workflows by combining the strengths of both platforms. The setup involves linking your Jev and Claude accounts via Composio, which acts as a free middleware solution. Once connected, you can use Claude to execute Jev’s AI features seamlessly, boosting productivity. This guide is based on the detailed walkthrough provided by the Composio channel, a trusted source for AI integration tutorials. ## Questions & answers **What is the purpose of connecting Jev to Claude?** Connecting Jev to Claude allows users to leverage Jev's AI capabilities directly through Claude's conversational interface, simplifying complex AI-powered tasks. **How long does it take to set up Jev with Claude using Composio?** The entire setup process can be completed in about 60 seconds to a few minutes, depending on user familiarity, as Composio streamlines the integration. **Is the Jev and Claude connection free to use?** Yes, starting the connection via Composio is free, allowing users to test and use the integration without initial costs. **How can I test if Jev is properly connected to Claude?** You can test the integration by issuing a command to Claude that requires Jev's AI processing and verifying that the response is accurate and timely. --- # What Causes the AI Memory Shortage and How Will It Impact the Industry Explore why AI memory shortage is emerging, its causes, and how it affects AI chips and data centers with insights from Computer Age. Source: https://smibqn607.shop/what-causes-the-ai-memory-shortage-and-how-will-it-impact-the-industry/ · based on the channel [Computer Age](https://www.youtube.com/channel/UCmJBR6w_NWcFew7t-gyvscA) · Video: [The Coming AI Memory Shortage](https://www.youtube.com/watch?v=B6ryYpvJ7DM) · 2026-09-23 ![What Causes the AI Memory Shortage and How Will It Impact the Industry](https://smibqn607.shop/what-causes-the-ai-memory-shortage-and-how-will-it-impact-the-industry/what-causes-the-ai-memory-shortage-and-how-will-it-impact-the-industry.webp) ## Key takeaways - HBM (High Bandwidth Memory) is critical for AI chips but hard to manufacture in volume. - AI workloads demand massive memory bandwidth exceeding traditional DRAM capabilities. - Major memory suppliers include Micron, SK hynix, Samsung, with limited HBM4 production. - Allocated production means limited availability, causing price rises and longer lead times. - AI infrastructure growth intensifies competition for advanced memory and packaging capacity. AI memory shortage is becoming a critical bottleneck in the advancement of artificial intelligence systems because AI requires not just powerful processors but also extremely fast and abundant memory to move data efficiently. This shortage arises mainly due to the complexity and limited manufacturing capacity of High Bandwidth Memory (HBM), which AI chips depend on to handle large-scale data processing. ## Why AI Memory Shortage Is Happening Artificial intelligence workloads, especially large language models and neural networks, need rapid access to vast amounts of data. Traditional DRAM memory cannot provide the necessary bandwidth, making HBM the preferred choice. However, HBM is a sophisticated memory technology that stacks memory dies and connects them through an interposer, significantly increasing manufacturing complexity. The production of HBM is constrained by several factors: 1. **Advanced Packaging Requirements**: HBM requires 2.5D or 3D packaging technologies such as TSMC’s CoWoS (Chip on Wafer on Substrate), which have limited capacity and long lead times. 2. **Fabrication Complexity**: High-density memory stacking demands precise manufacturing processes that reduce yield and slow volume scale-up. 3. **Supplier Allocation**: Leading manufacturers like Micron, SK hynix, and Samsung prioritize production capacity with allocation policies, meaning not all customers can obtain HBM simultaneously. These factors collectively create a "memory wall" where even the fastest AI chips cannot operate at full potential due to insufficient memory bandwidth and capacity. ## The Role of High Bandwidth Memory (HBM) in AI Systems HBM technology dramatically increases data transfer rates compared to conventional DRAM by stacking multiple memory dies vertically and connecting them through an ultra-wide interface. This architecture reduces power consumption and improves performance, which is vital for AI training and inference tasks. The transition from HBM3 to the upcoming HBM4 promises even higher bandwidth and efficiency gains but introduces new manufacturing challenges that further strain supply chains and factory capacities. The scarcity of these advanced memory components can slow down AI infrastructure scaling. ## Impact on AI Chips and Infrastructure AI chip developers rely heavily on accessing sufficient HBM to unlock the full potential of their processors. Shortages and higher HBM prices lead to: - Delayed product launches due to extended wait times for memory components. - Increased costs of AI hardware, affecting data center budgets and deployment strategies. - Competitive advantages for companies with secured memory allocations or in-house production capabilities. Moreover, AI data centers must balance memory capacity, power consumption, and heat dissipation, making HBM availability a strategic factor in infrastructure planning. ## Factory Capacity and the Allocation System Memory factories operate with fixed capacity and long tool cycle times, meaning expanding production lines or switching to newer technologies like HBM4 takes years. Manufacturers use allocation policies to distribute limited supply to key customers, which can create an illusion of shortage for others. Allocation means that while there might be no empty shelves, some buyers face longer lead times or restricted access. This system prioritizes established relationships and strategic partners, influencing who can deploy AI solutions faster. ## Signals to Watch for Easing AI Memory Shortage Industry observers should monitor four key indicators: 1. **Price Trends**: Rising prices indicate tightening supply. 2. **Lead Times**: Increasing wait periods for memory components signal capacity constraints. 3. **Supplier Announcements**: Updates on HBM4 production ramp-up or factory expansions. 4. **Technological Innovations**: Breakthroughs in memory packaging or alternative memory solutions that reduce dependency on HBM. If these signals improve, the AI memory shortage pressure may ease, enabling broader AI adoption. ## The Rebound Effect and Future Outlook As AI workloads grow, demand for memory will continue rising, but increasing investment in semiconductor fabs and packaging technologies could eventually balance supply and demand. The so-called "rebound effect" might see memory manufacturers scaling up production aggressively once the market signals justify it. However, this will require significant capital expenditure and time, meaning the AI memory shortage could persist in the near term, influencing AI deployment strategies globally. ## Summary The AI memory shortage stems from the high complexity and limited manufacturing capacity of advanced memory technologies like HBM, which are essential for AI processors to perform optimally. This shortage affects AI chip development, data center infrastructure, and overall deployment timelines by causing higher costs and longer lead times. Monitoring market signals and factory expansions will be crucial to understanding how this bottleneck evolves. The Computer Age channel provides detailed insights into these dynamics shaping the future of AI technology. ## Questions & answers **What is causing the AI memory shortage?** The AI memory shortage is mainly caused by limited manufacturing capacity and complexity of High Bandwidth Memory (HBM), which AI chips require for high-speed data access. **Why is High Bandwidth Memory important for AI systems?** HBM provides the high data transfer speeds and bandwidth necessary for AI workloads, enabling faster training and inference compared to traditional DRAM. **How do allocation policies affect memory availability?** Allocation policies mean memory manufacturers prioritize supply to key customers, which can lead to longer lead times and limited access for others, even if factory output is stable. **What signals indicate the AI memory shortage might ease?** Price stability or decreases, shorter lead times, announcements of increased HBM4 production, and technological advances in memory packaging are signs that the shortage could improve. --- # Photoshop Download Free: How to Get Adobe Photoshop Trial Version Safely Learn how to download Photoshop free with Adobe's official trial, step-by-step guide for Windows 11 and PC users in 2024. Source: https://smibqn607.shop/photoshop-download-free-how-to-get-adobe-photoshop-trial-version-safely/ · based on the channel [Oberman CEO](https://www.youtube.com/channel/UCqEj-h0m6P6Evjt98K1TMTg) · 2026-09-21 ## Key takeaways - Official Adobe Photoshop trial lasts 7 days. - Photoshop trial offers full features without restrictions. - Compatible with Windows 11 and macOS. - Requires Adobe account registration for download. - Avoid illegal cracks to ensure software security. ## Understanding Photoshop Download Free: The Official Trial Version If you are searching for "photoshop download free," the safest and legal way is to use Adobe's official Photoshop trial version. Adobe offers a 7-day free trial that provides full access to all Photoshop features, allowing you to test the software without restrictions before committing to a subscription. This trial is available for Windows 11 and macOS users and requires creating a free Adobe ID. ## Step-by-Step Guide to Download Photoshop Trial for Free Downloading the Photoshop trial for free involves straightforward steps: 1. Visit the official Adobe website's Photoshop page at https://www.adobe.com/products/photoshop.html. 2. Click on the "Free Trial" button. 3. Sign in with an existing Adobe account or create a new one. 4. Download the Adobe Creative Cloud installer, which manages the app installation. 5. Launch Creative Cloud and install Photoshop from the app list. 6. Once installed, open Photoshop and start using the full-featured trial version for 7 days. ## System Requirements and Compatibility To ensure smooth installation and performance, your PC or laptop should meet Adobe Photoshop's minimum system requirements: - Operating System: Windows 10 (64-bit) or Windows 11, macOS Mojave (10.14) or later. - CPU: Intel or AMD processor with 64-bit support; 2 GHz or faster. - RAM: Minimum 8 GB (16 GB recommended). - GPU: DirectX 12 compatible graphics card with at least 2 GB VRAM. - Disk Space: At least 4 GB available for installation. Ensure your system is updated to the latest OS version and has stable internet access for downloading and activating the trial. ## Why Avoid Using Cracked Versions of Photoshop While you may find unofficial downloads labeled "photoshop crack 2025" or "photoshop crack," these versions are illegal and pose serious risks: - Malware and viruses can infect your system. - Lack of official updates and support. - Potential legal consequences for copyright infringement. - Unstable software performance and missing features. Adobe's official trial offers a risk-free and fully functional experience. After the trial, consider subscribing to a plan that fits your needs. ## Alternatives to Photoshop Trial for Free Use If you're looking for free image editing software beyond the Photoshop trial, consider these alternatives: - GIMP: A powerful open-source editor with many Photoshop-like features. - Photopea: A web-based editor compatible with PSD files. - Adobe Photoshop Express: A free, lighter app for quick edits on mobile and desktop. These alternatives can be used indefinitely at no cost, though they may lack some advanced Photoshop capabilities. ## Conclusion Downloading Photoshop free legally is best done through Adobe's official trial version, which provides full access to the software for 7 days. This method ensures safety, stability, and compliance with licensing. Avoid cracked versions to protect your device and personal data. For ongoing use, evaluate Adobe's subscription plans or try free alternatives. This guide is based on insights from the "photoshop trial ver guide" video by the Oberman CEO channel. ## Questions & answers **Can I use Photoshop for free permanently?** No, Adobe offers a 7-day free trial of Photoshop. After the trial, you need to purchase a subscription to continue using it legally. **Is the Photoshop trial version fully functional?** Yes, the trial version provides all features of Photoshop without restrictions for 7 days, allowing you to explore the software fully. **Can I download Photoshop free for Windows 11?** Yes, Adobe Photoshop's trial version is compatible with Windows 11. You can download it from Adobe's official website after creating an Adobe account. **Are cracked versions of Photoshop safe to use?** No, cracked versions often contain malware and are illegal. They can harm your computer, lack updates, and may lead to legal issues. It's safer to use Adobe's official trial or free alternatives. --- # HWID Spoofer: Complete Guide to Bypass Hardware Bans in 2026 Learn how to use HWID spoofers to reset your hardware ID and bypass bans in 2026 with a full guide featuring comprehensive spoofing and cleanup techniques. Source: https://smibqn607.shop/hwid-spoofer-complete-guide-to-bypass-hardware-bans-in-2026/ · based on the channel [Sasha Education](https://www.youtube.com/channel/UCxqf6QBKPRPlQ8sUVR2KRCQ) · 2026-09-20 ## Key takeaways - HWID spoofer resets hardware serials like GPU, disk, and NIC for ban bypass - The method supports desktops and laptops universally - Automated cleanup removes tracking artifacts without harming files - Maintains spoofed states during gameplay for seamless use - Effective for games like Fortnite, Valorant, Rust, and others ## What is an HWID Spoofer and Why Use It? An HWID spoofer is a specialized software tool designed to alter or mask the unique hardware identifiers (HWIDs) of your PC components such as the GPU, hard drive, and network interface card. These identifiers are often used by game anti-cheat systems to permanently ban players after violations. Using an HWID spoofer allows you to reset or randomize these hardware IDs, enabling you to bypass hardware bans and regain access to your favorite games. ## How the Full HWID Spoofer Works in 2026 The latest HWID spoofers, like the one featured on the Sasha Education channel, provide universal compatibility with both desktop and laptop configurations. They comprehensively spoof serials of critical hardware components including GPU, disk drives, and NIC to effectively hide the real hardware fingerprints. Additionally, these spoofers include automated cleanup scripts that erase residual tracking artifacts from operating system registries and other storage locations without deleting personal files, games, or Windows settings. This ensures the spoofed identity remains consistent and undetectable during gameplay. ## Step-by-Step Guide to Using the HWID Spoofer 1. Download the HWID spoofer from the official source [HWID Spoofer Download](https://mega.nz/file/hcYxkYyD#6AB1wJfOPE2DNg9WRF5yIuYkbaKvotfOuJ6OkB7o0LA) (Password: spoofer123). 2. Run the separate window cleaners included in the package to remove any leftover traces from previous bans or hardware changes. 3. Select your motherboard configuration to ensure the spoofer targets the correct hardware IDs. 4. Activate the 50-second spoofing method which automatically randomizes hardware serials and applies the spoof. 5. Restart your PC to finalize changes and verify that the spoof is active. ## Supported Games and Use Cases This HWID spoofer is effective for bypassing bans in a wide range of popular competitive games including Fortnite, Valorant, Rust, Apex Legends, and FiveM. It is particularly useful when you have received a permanent hardware ban and need a reliable way to reset your PC's identity without reinstalling or physically replacing components. ## Safety and Detection Considerations Modern anti-cheat systems perform rigorous hardware integrity checks to detect spoofing attempts. The spoofer discussed maintains spoofed states seamlessly during gameplay, minimizing chances of detection. Its automated cleanup scripts also help eliminate registry traces that could reveal previous bans or spoof attempts. However, users should always exercise caution and use spoofers responsibly, as circumventing bans may violate game terms of service. ## Useful Links - Download HWID Spoofer with Serial Reset: https://mega.nz/file/hcYxkYyD#6AB1wJfOPE2DNg9WRF5yIuYkbaKvotfOuJ6OkB7o0LA ## Summary An HWID spoofer is an essential tool for gamers facing permanent hardware bans, enabling them to reset and randomize their machine's hardware identifiers effectively. The 2026 version offers universal compatibility, comprehensive spoofing of GPU, disk, and NIC serials, and automated cleanup to maintain stealth during gameplay. Sasha Education's detailed guide and tested methods provide a reliable solution for bypassing bans in games like Fortnite and Valorant. For the latest working HWID spoofer and serial reset, visit the provided [download link](https://mega.nz/file/hcYxkYyD#6AB1wJfOPE2DNg9WRF5yIuYkbaKvotfOuJ6OkB7o0LA). This article is based on the analysis and walkthrough by the Sasha Education channel, which specializes in PC software guides and gaming tools. ## Questions & answers **What exactly is an HWID ban?** An HWID ban is a ban applied to your hardware identification numbers, such as GPU or network card serials, preventing you from accessing certain games or services with your current machine. **Can an HWID spoofer guarantee a permanent bypass?** No spoofer can guarantee permanent bypass as anti-cheat systems continuously update. However, comprehensive spoofers that randomize multiple hardware IDs and clean registry traces significantly reduce detection risks. **Is it legal to use HWID spoofers?** Using HWID spoofers typically violates the terms of service of games and software, which can lead to further bans or account suspension. Users should understand the risks and use such tools responsibly. **Does using an HWID spoofer affect my personal files or Windows settings?** Modern HWID spoofers, like the one discussed, preserve all personal files, games, and Windows settings by only modifying hardware identifiers and cleaning tracking artifacts safely. ---