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    <title>NeuralVerse — Ayush Kumar</title>
    <link>https://neuralverse.dev</link>
    <description>Blogs on AI, engineering, security, and local LLMs.</description>
    <language>en-us</language>
    <item>
      <title><![CDATA[How to Install run EmbeddingGemma 300m locally]]></title>
      <link>https://dev.to/nodeshiftcloud/how-to-install-run-embeddinggemma-300m-locally-223a</link>
      <guid isPermaLink="true">https://dev.to/nodeshiftcloud/how-to-install-run-embeddinggemma-300m-locally-223a</guid>
      <pubDate>Tue, 19 May 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Step-by-step walkthrough: How to Install run EmbeddingGemma 300m locally — install, configure, and run with notes from hands-on testing.]]></description>
    </item>
    <item>
      <title><![CDATA[The Open Source App Builder that Ate SaaS Dyad Ollama Setup]]></title>
      <link>https://dev.to/nodeshiftcloud/the-open-source-app-builder-that-ate-saas-dyad-ollama-setup-47o2</link>
      <guid isPermaLink="true">https://dev.to/nodeshiftcloud/the-open-source-app-builder-that-ate-saas-dyad-ollama-setup-47o2</guid>
      <pubDate>Tue, 19 May 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Step-by-step walkthrough: The Open Source App Builder that Ate SaaS Dyad Ollama Setup — install, configure, and run with notes from hands-on testing.]]></description>
    </item>
    <item>
      <title><![CDATA[Zero to Docs Hero Create a Python Documentation Generator with GPT 5]]></title>
      <link>https://dev.to/ayush7614/zero-to-docs-hero-create-a-python-documentation-generator-with-gpt-5-1jaj</link>
      <guid isPermaLink="true">https://dev.to/ayush7614/zero-to-docs-hero-create-a-python-documentation-generator-with-gpt-5-1jaj</guid>
      <pubDate>Tue, 19 May 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Step-by-step walkthrough: Zero to Docs Hero Create a Python Documentation Generator with GPT 5 — install, configure, and run with notes from hands-on testing.]]></description>
    </item>
    <item>
      <title><![CDATA[How i Built a GPT OSS 120b Parameter Coding Beast that Reviews Fixes and Writes]]></title>
      <link>https://dev.to/ayush7614/how-i-built-a-gpt-oss-120b-parameter-coding-beast-that-reviews-fixes-and-writes-code-like-magic-4jog</link>
      <guid isPermaLink="true">https://dev.to/ayush7614/how-i-built-a-gpt-oss-120b-parameter-coding-beast-that-reviews-fixes-and-writes-code-like-magic-4jog</guid>
      <pubDate>Mon, 18 May 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Step-by-step walkthrough: How i Built a GPT OSS 120b Parameter Coding Beast that Reviews Fixes and Writes — install, configure, and run with notes from hands-on testing.]]></description>
    </item>
    <item>
      <title><![CDATA[How to Install Devstral Small 11 locally]]></title>
      <link>https://dev.to/nodeshiftcloud/how-to-install-devstral-small-11-locally-je9</link>
      <guid isPermaLink="true">https://dev.to/nodeshiftcloud/how-to-install-devstral-small-11-locally-je9</guid>
      <pubDate>Mon, 18 May 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Step-by-step walkthrough: How to Install Devstral Small 11 locally — install, configure, and run with notes from hands-on testing.]]></description>
    </item>
    <item>
      <title><![CDATA[LLMs Under Fire Red Teaming with Deepteam Ollama]]></title>
      <link>https://dev.to/nodeshiftcloud/llms-under-fire-red-teaming-with-deepteam-ollama-3l1i</link>
      <guid isPermaLink="true">https://dev.to/nodeshiftcloud/llms-under-fire-red-teaming-with-deepteam-ollama-3l1i</guid>
      <pubDate>Mon, 18 May 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Step-by-step walkthrough: LLMs Under Fire Red Teaming with Deepteam Ollama — install, configure, and run with notes from hands-on testing.]]></description>
    </item>
    <item>
      <title><![CDATA[Medusa AI Security Scanner: Complete Guide to Securing AI Agents, MCP Servers & LLM Applications]]></title>
      <link>https://medium.com/the-first-digit/medusa-ai-security-scanner-complete-guide-to-securing-ai-agents-mcp-servers-and-llm-applications-4b10548b90f2</link>
      <guid isPermaLink="true">https://medium.com/the-first-digit/medusa-ai-security-scanner-complete-guide-to-securing-ai-agents-mcp-servers-and-llm-applications-4b10548b90f2</guid>
      <pubDate>Mon, 18 May 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[A complete walkthrough of Medusa — scanning AI agents, MCP servers, and LLM apps for misconfigurations, prompt injection surfaces, and deployment risks.]]></description>
    </item>
    <item>
      <title><![CDATA[How to Install DeepSeek Nano vLLM locally]]></title>
      <link>https://dev.to/nodeshiftcloud/how-to-install-deepseek-nano-vllm-locally-hne</link>
      <guid isPermaLink="true">https://dev.to/nodeshiftcloud/how-to-install-deepseek-nano-vllm-locally-hne</guid>
      <pubDate>Sun, 17 May 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Step-by-step walkthrough: How to Install DeepSeek Nano vLLM locally — install, configure, and run with notes from hands-on testing.]]></description>
    </item>
    <item>
      <title><![CDATA[How to Install Fanar 1 9b Arabic English LLM locally]]></title>
      <link>https://dev.to/nodeshiftcloud/how-to-install-fanar-1-9b-arabic-english-llm-locally-gol</link>
      <guid isPermaLink="true">https://dev.to/nodeshiftcloud/how-to-install-fanar-1-9b-arabic-english-llm-locally-gol</guid>
      <pubDate>Sun, 17 May 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Step-by-step walkthrough: How to Install Fanar 1 9b Arabic English LLM locally — install, configure, and run with notes from hands-on testing.]]></description>
    </item>
    <item>
      <title><![CDATA[How to Install and run Sarvam M locally]]></title>
      <link>https://dev.to/nodeshiftcloud/how-to-install-and-run-sarvam-m-locally-2b0i</link>
      <guid isPermaLink="true">https://dev.to/nodeshiftcloud/how-to-install-and-run-sarvam-m-locally-2b0i</guid>
      <pubDate>Sun, 17 May 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Step-by-step walkthrough: How to Install and run Sarvam M locally — install, configure, and run with notes from hands-on testing.]]></description>
    </item>
    <item>
      <title><![CDATA[TradingAgents: Build a Multi-Agent AI Trading System That Thinks Like a Hedge Fund]]></title>
      <link>https://medium.com/coinmonks/tradingagents-build-a-multi-agent-ai-trading-system-that-thinks-like-a-hedge-fund-5be2301c83d2</link>
      <guid isPermaLink="true">https://medium.com/coinmonks/tradingagents-build-a-multi-agent-ai-trading-system-that-thinks-like-a-hedge-fund-5be2301c83d2</guid>
      <pubDate>Sun, 17 May 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Architecting a multi-agent trading stack — research agents, risk agents, execution agents, and the orchestration layer that makes them behave like a desk.]]></description>
    </item>
    <item>
      <title><![CDATA[How to Install NVIDIA Acereason Nemotron 14b locally]]></title>
      <link>https://dev.to/nodeshiftcloud/how-to-install-nvidia-acereason-nemotron-14b-locally-141i</link>
      <guid isPermaLink="true">https://dev.to/nodeshiftcloud/how-to-install-nvidia-acereason-nemotron-14b-locally-141i</guid>
      <pubDate>Sat, 16 May 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Step-by-step walkthrough: How to Install NVIDIA Acereason Nemotron 14b locally — install, configure, and run with notes from hands-on testing.]]></description>
    </item>
    <item>
      <title><![CDATA[How to Install NanoVLM Worlds Smallest Model locally]]></title>
      <link>https://dev.to/nodeshiftcloud/how-to-install-nanovlm-worlds-smallest-model-locally-27eg</link>
      <guid isPermaLink="true">https://dev.to/nodeshiftcloud/how-to-install-nanovlm-worlds-smallest-model-locally-27eg</guid>
      <pubDate>Sat, 16 May 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Step-by-step walkthrough: How to Install NanoVLM Worlds Smallest Model locally — install, configure, and run with notes from hands-on testing.]]></description>
    </item>
    <item>
      <title><![CDATA[How to Install SmolDocling 256m Preview locally]]></title>
      <link>https://dev.to/nodeshiftcloud/how-to-install-smoldocling-256m-preview-locally-11a1</link>
      <guid isPermaLink="true">https://dev.to/nodeshiftcloud/how-to-install-smoldocling-256m-preview-locally-11a1</guid>
      <pubDate>Sat, 16 May 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Step-by-step walkthrough: How to Install SmolDocling 256m Preview locally — install, configure, and run with notes from hands-on testing.]]></description>
    </item>
    <item>
      <title><![CDATA[Pentest AI: The Complete Guide to AI-Powered Autonomous Penetration Testing in 2026]]></title>
      <link>https://medium.com/the-first-digit/pentest-ai-the-complete-guide-to-ai-powered-autonomous-penetration-testing-in-2026-10754ee997d6</link>
      <guid isPermaLink="true">https://medium.com/the-first-digit/pentest-ai-the-complete-guide-to-ai-powered-autonomous-penetration-testing-in-2026-10754ee997d6</guid>
      <pubDate>Sat, 16 May 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[How autonomous AI pentesting actually works in 2026 — tooling, workflows, guardrails, and what to expect when you point an agent at your own perimeter.]]></description>
    </item>
    <item>
      <title><![CDATA[How to Install Qwen3 32b GGUF locally]]></title>
      <link>https://dev.to/nodeshiftcloud/how-to-install-qwen3-32b-gguf-locally-1d82</link>
      <guid isPermaLink="true">https://dev.to/nodeshiftcloud/how-to-install-qwen3-32b-gguf-locally-1d82</guid>
      <pubDate>Fri, 15 May 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Step-by-step walkthrough: How to Install Qwen3 32b GGUF locally — install, configure, and run with notes from hands-on testing.]]></description>
    </item>
    <item>
      <title><![CDATA[How to Install Meta Perception Lm 8b locally]]></title>
      <link>https://dev.to/nodeshiftcloud/how-to-install-meta-perception-lm-8b-locally-662</link>
      <guid isPermaLink="true">https://dev.to/nodeshiftcloud/how-to-install-meta-perception-lm-8b-locally-662</guid>
      <pubDate>Fri, 15 May 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Step-by-step walkthrough: How to Install Meta Perception Lm 8b locally — install, configure, and run with notes from hands-on testing.]]></description>
    </item>
    <item>
      <title><![CDATA[How to Install NVIDIA Parakeet Tdt 06b V2 locally]]></title>
      <link>https://dev.to/nodeshiftcloud/how-to-install-nvidia-parakeet-tdt-06b-v2-locally-36ck</link>
      <guid isPermaLink="true">https://dev.to/nodeshiftcloud/how-to-install-nvidia-parakeet-tdt-06b-v2-locally-36ck</guid>
      <pubDate>Fri, 15 May 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Step-by-step walkthrough: How to Install NVIDIA Parakeet Tdt 06b V2 locally — install, configure, and run with notes from hands-on testing.]]></description>
    </item>
    <item>
      <title><![CDATA[The Ultimate Guide to Hacker Search Engines & OSINT Tools in 2026]]></title>
      <link>https://medium.com/the-first-digit/the-ultimate-guide-to-hacker-search-engines-osint-tools-in-2026-ad2f9ab2684d</link>
      <guid isPermaLink="true">https://medium.com/the-first-digit/the-ultimate-guide-to-hacker-search-engines-osint-tools-in-2026-ad2f9ab2684d</guid>
      <pubDate>Fri, 15 May 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[The OSINT stack I reach for in 2026 — hacker search engines, dorking patterns, and practical recon workflows for security researchers.]]></description>
    </item>
    <item>
      <title><![CDATA[How to Install Nari Dia 16 B locally]]></title>
      <link>https://dev.to/nodeshiftcloud/how-to-install-nari-dia-16-b-locally-3f0b</link>
      <guid isPermaLink="true">https://dev.to/nodeshiftcloud/how-to-install-nari-dia-16-b-locally-3f0b</guid>
      <pubDate>Thu, 14 May 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Step-by-step walkthrough: How to Install Nari Dia 16 B locally — install, configure, and run with notes from hands-on testing.]]></description>
    </item>
    <item>
      <title><![CDATA[How to Install Falcon 3 locally]]></title>
      <link>https://dev.to/nodeshiftcloud/how-to-install-falcon-3-locally-3nhm</link>
      <guid isPermaLink="true">https://dev.to/nodeshiftcloud/how-to-install-falcon-3-locally-3nhm</guid>
      <pubDate>Thu, 14 May 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Step-by-step walkthrough: How to Install Falcon 3 locally — install, configure, and run with notes from hands-on testing.]]></description>
    </item>
    <item>
      <title><![CDATA[How to Install Google PaliGemma 2 locally]]></title>
      <link>https://dev.to/nodeshiftcloud/how-to-install-google-paligemma-2-locally-21ci</link>
      <guid isPermaLink="true">https://dev.to/nodeshiftcloud/how-to-install-google-paligemma-2-locally-21ci</guid>
      <pubDate>Thu, 14 May 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Step-by-step walkthrough: How to Install Google PaliGemma 2 locally — install, configure, and run with notes from hands-on testing.]]></description>
    </item>
    <item>
      <title><![CDATA[Pentest AI Agents: 28 Specialized AI Subagents That Turn Claude Code Into a Cybersecurity Team]]></title>
      <link>https://medium.com/the-first-digit/pentest-ai-agents-28-specialized-ai-subagents-that-turn-claude-code-into-a-cybersecurity-94c0914da6ca</link>
      <guid isPermaLink="true">https://medium.com/the-first-digit/pentest-ai-agents-28-specialized-ai-subagents-that-turn-claude-code-into-a-cybersecurity-94c0914da6ca</guid>
      <pubDate>Thu, 14 May 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[28 purpose-built subagents for offensive security — recon, exploit chaining, reporting — all orchestrated through Claude Code.]]></description>
    </item>
    <item>
      <title><![CDATA[Run Langtrace Open Source Observability Tool for LLM Applications]]></title>
      <link>https://dev.to/nodeshiftcloud/run-langtrace-open-source-observability-tool-for-llm-applications-2p11</link>
      <guid isPermaLink="true">https://dev.to/nodeshiftcloud/run-langtrace-open-source-observability-tool-for-llm-applications-2p11</guid>
      <pubDate>Wed, 13 May 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Step-by-step walkthrough: Run Langtrace Open Source Observability Tool for LLM Applications — install, configure, and run with notes from hands-on testing.]]></description>
    </item>
    <item>
      <title><![CDATA[Running AI Models with Open WebUI]]></title>
      <link>https://dev.to/nodeshiftcloud/running-ai-models-with-open-webui-4nil</link>
      <guid isPermaLink="true">https://dev.to/nodeshiftcloud/running-ai-models-with-open-webui-4nil</guid>
      <pubDate>Wed, 13 May 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Step-by-step walkthrough: Running AI Models with Open WebUI — install, configure, and run with notes from hands-on testing.]]></description>
    </item>
    <item>
      <title><![CDATA[40 Linux Commands You Need to Know the Ultimate Guide for Ubuntu Users]]></title>
      <link>https://dev.to/ayush7614/40-linux-commands-you-need-to-know-the-ultimate-guide-for-ubuntu-users-2c6j</link>
      <guid isPermaLink="true">https://dev.to/ayush7614/40-linux-commands-you-need-to-know-the-ultimate-guide-for-ubuntu-users-2c6j</guid>
      <pubDate>Wed, 13 May 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Step-by-step walkthrough: 40 Linux Commands You Need to Know the Ultimate Guide for Ubuntu Users — install, configure, and run with notes from hands-on testing.]]></description>
    </item>
    <item>
      <title><![CDATA[25 Open-Source Cybersecurity Tools That Work Even When Your Budget Doesn't]]></title>
      <link>https://medium.com/the-first-digit/25-open-source-cybersecurity-tools-that-work-even-when-your-budget-doesnt-2594b363ffb3</link>
      <guid isPermaLink="true">https://medium.com/the-first-digit/25-open-source-cybersecurity-tools-that-work-even-when-your-budget-doesnt-2594b363ffb3</guid>
      <pubDate>Wed, 13 May 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Twenty-five OSS security tools that punch above their price tag — free, battle-tested, and enough to run a lean security program.]]></description>
    </item>
    <item>
      <title><![CDATA[Best Low Code Platforms for Building Applications in 2024]]></title>
      <link>https://dev.to/ayush7614/best-low-code-platforms-for-building-applications-in-2024-203e</link>
      <guid isPermaLink="true">https://dev.to/ayush7614/best-low-code-platforms-for-building-applications-in-2024-203e</guid>
      <pubDate>Tue, 12 May 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Step-by-step walkthrough: Best Low Code Platforms for Building Applications in 2024 — install, configure, and run with notes from hands-on testing.]]></description>
    </item>
    <item>
      <title><![CDATA[How to Deploy Llama 31 405b in the cloud]]></title>
      <link>https://dev.to/nodeshiftcloud/how-to-deploy-llama-31-405b-in-the-cloud-2d2i</link>
      <guid isPermaLink="true">https://dev.to/nodeshiftcloud/how-to-deploy-llama-31-405b-in-the-cloud-2d2i</guid>
      <pubDate>Tue, 12 May 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Step-by-step walkthrough: How to Deploy Llama 31 405b in the cloud — install, configure, and run with notes from hands-on testing.]]></description>
    </item>
    <item>
      <title><![CDATA[How to Install and run AuraFlow Image Generator locally]]></title>
      <link>https://dev.to/nodeshiftcloud/how-to-install-and-run-auraflow-image-generator-locally-1652</link>
      <guid isPermaLink="true">https://dev.to/nodeshiftcloud/how-to-install-and-run-auraflow-image-generator-locally-1652</guid>
      <pubDate>Tue, 12 May 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Step-by-step walkthrough: How to Install and run AuraFlow Image Generator locally — install, configure, and run with notes from hands-on testing.]]></description>
    </item>
    <item>
      <title><![CDATA[The Solo Engineer Stack: How 10 Open-Source Repos Can Replace an Entire Engineering Team in 2026]]></title>
      <link>https://medium.com/faun/the-solo-engineer-stack-how-10-open-source-repos-can-replace-an-entire-engineering-team-in-2026-162440acc3cc</link>
      <guid isPermaLink="true">https://medium.com/faun/the-solo-engineer-stack-how-10-open-source-repos-can-replace-an-entire-engineering-team-in-2026-162440acc3cc</guid>
      <pubDate>Tue, 12 May 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Ten repos that cover the full solo-engineer surface area — from CI to observability to AI agents — without hiring a team.]]></description>
    </item>
    <item>
      <title><![CDATA[How to Deploy Molmo 7b D 0924 in the cloud]]></title>
      <link>https://dev.to/nodeshiftcloud/how-to-deploy-molmo-7b-d-0924-in-the-cloud-5824</link>
      <guid isPermaLink="true">https://dev.to/nodeshiftcloud/how-to-deploy-molmo-7b-d-0924-in-the-cloud-5824</guid>
      <pubDate>Mon, 11 May 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Step-by-step walkthrough: How to Deploy Molmo 7b D 0924 in the cloud — install, configure, and run with notes from hands-on testing.]]></description>
    </item>
    <item>
      <title><![CDATA[How to Configure WireGuard VPN in the cloud]]></title>
      <link>https://dev.to/nodeshiftcloud/how-to-configure-wireguard-vpn-in-the-cloud-5eea</link>
      <guid isPermaLink="true">https://dev.to/nodeshiftcloud/how-to-configure-wireguard-vpn-in-the-cloud-5eea</guid>
      <pubDate>Mon, 11 May 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Step-by-step walkthrough: How to Configure WireGuard VPN in the cloud — install, configure, and run with notes from hands-on testing.]]></description>
    </item>
    <item>
      <title><![CDATA[How to Deploy Llama 31 Nemotron 70b Instruct on a Virtual Machine in the cloud]]></title>
      <link>https://dev.to/nodeshiftcloud/how-to-deploy-llama-31-nemotron-70b-instruct-on-a-virtual-machine-in-the-cloud-3777</link>
      <guid isPermaLink="true">https://dev.to/nodeshiftcloud/how-to-deploy-llama-31-nemotron-70b-instruct-on-a-virtual-machine-in-the-cloud-3777</guid>
      <pubDate>Mon, 11 May 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Step-by-step walkthrough: How to Deploy Llama 31 Nemotron 70b Instruct on a Virtual Machine in the cloud — install, configure, and run with notes from hands-on testing.]]></description>
    </item>
    <item>
      <title><![CDATA[These 6 Open-Source AI Agents Are Next Level — and They're Changing How We Build Software]]></title>
      <link>https://medium.com/towardsdev/these-6-open-source-ai-agents-are-next-level-and-theyre-changing-how-we-build-software-2480ec83b3dc</link>
      <guid isPermaLink="true">https://medium.com/towardsdev/these-6-open-source-ai-agents-are-next-level-and-theyre-changing-how-we-build-software-2480ec83b3dc</guid>
      <pubDate>Mon, 11 May 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Six agent frameworks that are quietly reshaping how teams ship — not demos, but tools people actually run in production.]]></description>
    </item>
    <item>
      <title><![CDATA[How to Deploy Pixtral 12b in the cloud]]></title>
      <link>https://dev.to/nodeshiftcloud/how-to-deploy-pixtral-12b-in-the-cloud-6c0</link>
      <guid isPermaLink="true">https://dev.to/nodeshiftcloud/how-to-deploy-pixtral-12b-in-the-cloud-6c0</guid>
      <pubDate>Sun, 10 May 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Step-by-step walkthrough: How to Deploy Pixtral 12b in the cloud — install, configure, and run with notes from hands-on testing.]]></description>
    </item>
    <item>
      <title><![CDATA[Running a Dedicated Ethereum RPC Node in a Virtual Machine]]></title>
      <link>https://dev.to/nodeshiftcloud/running-a-dedicated-ethereum-rpc-node-in-a-virtual-machine-2fk4</link>
      <guid isPermaLink="true">https://dev.to/nodeshiftcloud/running-a-dedicated-ethereum-rpc-node-in-a-virtual-machine-2fk4</guid>
      <pubDate>Sun, 10 May 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Step-by-step walkthrough: Running a Dedicated Ethereum RPC Node in a Virtual Machine — install, configure, and run with notes from hands-on testing.]]></description>
    </item>
    <item>
      <title><![CDATA[How to Deploy Granite Moe 1b and 3b in the cloud]]></title>
      <link>https://dev.to/nodeshiftcloud/how-to-deploy-granite-moe-1b-and-3b-in-the-cloud-4o7c</link>
      <guid isPermaLink="true">https://dev.to/nodeshiftcloud/how-to-deploy-granite-moe-1b-and-3b-in-the-cloud-4o7c</guid>
      <pubDate>Sun, 10 May 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Step-by-step walkthrough: How to Deploy Granite Moe 1b and 3b in the cloud — install, configure, and run with notes from hands-on testing.]]></description>
    </item>
    <item>
      <title><![CDATA[I Replaced Codex with Gemma 4 + Ollama — Here's My Local AI Coding Agent]]></title>
      <link>https://medium.com/faun/i-replaced-codex-with-gemma-4-ollama-heres-my-local-ai-coding-agent-e18307e35d6f</link>
      <guid isPermaLink="true">https://medium.com/faun/i-replaced-codex-with-gemma-4-ollama-heres-my-local-ai-coding-agent-e18307e35d6f</guid>
      <pubDate>Sun, 10 May 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Swapping cloud Codex for a fully local Gemma 4 + Ollama coding agent — setup, prompts, and where it wins (and where it doesn't).]]></description>
    </item>
    <item>
      <title><![CDATA[How to Deploy Solar Pro 22b in the cloud]]></title>
      <link>https://dev.to/nodeshiftcloud/how-to-deploy-solar-pro-22b-in-the-cloud-21ec</link>
      <guid isPermaLink="true">https://dev.to/nodeshiftcloud/how-to-deploy-solar-pro-22b-in-the-cloud-21ec</guid>
      <pubDate>Sat, 09 May 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Step-by-step walkthrough: How to Deploy Solar Pro 22b in the cloud — install, configure, and run with notes from hands-on testing.]]></description>
    </item>
    <item>
      <title><![CDATA[How to Deploy Granite Dense 2b and 8b on a Virtual Machine in the cloud]]></title>
      <link>https://dev.to/nodeshiftcloud/how-to-deploy-granite-dense-2b-and-8b-on-a-virtual-machine-in-the-cloud-2k2d</link>
      <guid isPermaLink="true">https://dev.to/nodeshiftcloud/how-to-deploy-granite-dense-2b-and-8b-on-a-virtual-machine-in-the-cloud-2k2d</guid>
      <pubDate>Sat, 09 May 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Step-by-step walkthrough: How to Deploy Granite Dense 2b and 8b on a Virtual Machine in the cloud — install, configure, and run with notes from hands-on testing.]]></description>
    </item>
    <item>
      <title><![CDATA[How to run for Inference Llama 31 Nemotron 51b Instruct]]></title>
      <link>https://dev.to/nodeshiftcloud/how-to-run-for-inference-llama-31-nemotron-51b-instruct-kcm</link>
      <guid isPermaLink="true">https://dev.to/nodeshiftcloud/how-to-run-for-inference-llama-31-nemotron-51b-instruct-kcm</guid>
      <pubDate>Sat, 09 May 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Step-by-step walkthrough: How to run for Inference Llama 31 Nemotron 51b Instruct — install, configure, and run with notes from hands-on testing.]]></description>
    </item>
    <item>
      <title><![CDATA[Emerging AI Agent Frameworks Developers Should Watch in 2026 (Part 2)]]></title>
      <link>https://medium.com/faun/emerging-ai-agent-frameworks-developers-should-watch-in-2026-part-2-92d49e75e867</link>
      <guid isPermaLink="true">https://medium.com/faun/emerging-ai-agent-frameworks-developers-should-watch-in-2026-part-2-92d49e75e867</guid>
      <pubDate>Sat, 09 May 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Part two of the agent framework roundup — newer entrants, architecture patterns, and which ones are worth betting on this year.]]></description>
    </item>
    <item>
      <title><![CDATA[How to Install Minikube on Ubuntu Virtual Machine]]></title>
      <link>https://dev.to/nodeshiftcloud/how-to-install-minikube-on-ubuntu-virtual-machine-207e</link>
      <guid isPermaLink="true">https://dev.to/nodeshiftcloud/how-to-install-minikube-on-ubuntu-virtual-machine-207e</guid>
      <pubDate>Fri, 08 May 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Step-by-step walkthrough: How to Install Minikube on Ubuntu Virtual Machine — install, configure, and run with notes from hands-on testing.]]></description>
    </item>
    <item>
      <title><![CDATA[How to Deploy InternVL2 2b in the cloud]]></title>
      <link>https://dev.to/nodeshiftcloud/how-to-deploy-internvl2-2b-in-the-cloud-39a5</link>
      <guid isPermaLink="true">https://dev.to/nodeshiftcloud/how-to-deploy-internvl2-2b-in-the-cloud-39a5</guid>
      <pubDate>Fri, 08 May 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Step-by-step walkthrough: How to Deploy InternVL2 2b in the cloud — install, configure, and run with notes from hands-on testing.]]></description>
    </item>
    <item>
      <title><![CDATA[How to Deploy SmolLM2 17b on a Virtual Machine in the cloud with Ollama]]></title>
      <link>https://dev.to/nodeshiftcloud/how-to-deploy-smollm2-17b-on-a-virtual-machine-in-the-cloud-with-ollama-5eke</link>
      <guid isPermaLink="true">https://dev.to/nodeshiftcloud/how-to-deploy-smollm2-17b-on-a-virtual-machine-in-the-cloud-with-ollama-5eke</guid>
      <pubDate>Fri, 08 May 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Step-by-step walkthrough: How to Deploy SmolLM2 17b on a Virtual Machine in the cloud with Ollama — install, configure, and run with notes from hands-on testing.]]></description>
    </item>
    <item>
      <title><![CDATA[AI Web Browsers & Agents in 2026: The Complete Selection Guide]]></title>
      <link>https://medium.com/faun/ai-web-browsers-agents-in-2026-the-complete-selection-guide-54473dd879dd</link>
      <guid isPermaLink="true">https://medium.com/faun/ai-web-browsers-agents-in-2026-the-complete-selection-guide-54473dd879dd</guid>
      <pubDate>Fri, 08 May 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Every serious AI browser and web-agent option in 2026 — compared on privacy, autonomy, extensibility, and real-world usefulness.]]></description>
    </item>
    <item>
      <title><![CDATA[How to Install run Microsoft Kosmos 25 locally]]></title>
      <link>https://dev.to/nodeshiftcloud/how-to-install-run-microsoft-kosmos-25-locally-l5a</link>
      <guid isPermaLink="true">https://dev.to/nodeshiftcloud/how-to-install-run-microsoft-kosmos-25-locally-l5a</guid>
      <pubDate>Thu, 07 May 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Step-by-step walkthrough: How to Install run Microsoft Kosmos 25 locally — install, configure, and run with notes from hands-on testing.]]></description>
    </item>
    <item>
      <title><![CDATA[DeepSeek V31 Meets Promptfoo Jailbreaks Biases Beyond]]></title>
      <link>https://dev.to/ayush7614/deepseek-v31-meets-promptfoo-jailbreaks-biases-beyond-4270</link>
      <guid isPermaLink="true">https://dev.to/ayush7614/deepseek-v31-meets-promptfoo-jailbreaks-biases-beyond-4270</guid>
      <pubDate>Thu, 07 May 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Step-by-step walkthrough: DeepSeek V31 Meets Promptfoo Jailbreaks Biases Beyond — install, configure, and run with notes from hands-on testing.]]></description>
    </item>
    <item>
      <title><![CDATA[The GPT 5 Paradox Genius in Thought Gaps in Safety]]></title>
      <link>https://dev.to/ayush7614/the-gpt-5-paradox-genius-in-thought-gaps-in-safety-100p</link>
      <guid isPermaLink="true">https://dev.to/ayush7614/the-gpt-5-paradox-genius-in-thought-gaps-in-safety-100p</guid>
      <pubDate>Thu, 07 May 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Step-by-step walkthrough: The GPT 5 Paradox Genius in Thought Gaps in Safety — install, configure, and run with notes from hands-on testing.]]></description>
    </item>
    <item>
      <title><![CDATA[The Open-Source Claude Managed Agents Alternative Is Here — Meet Multica]]></title>
      <link>https://medium.com/faun/the-open-source-claude-managed-agents-alternative-is-here-meet-multica-7035cca69a5d</link>
      <guid isPermaLink="true">https://medium.com/faun/the-open-source-claude-managed-agents-alternative-is-here-meet-multica-7035cca69a5d</guid>
      <pubDate>Thu, 07 May 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Multica as an OSS answer to managed Claude agents — architecture, setup, and how it compares for teams that want control.]]></description>
    </item>
    <item>
      <title><![CDATA[Reproducible LLM Benchmarking GPT 5 vs Grok 4 with Promptfoo]]></title>
      <link>https://dev.to/ayush7614/reproducible-llm-benchmarking-gpt-5-vs-grok-4-with-promptfoo-4i3c</link>
      <guid isPermaLink="true">https://dev.to/ayush7614/reproducible-llm-benchmarking-gpt-5-vs-grok-4-with-promptfoo-4i3c</guid>
      <pubDate>Wed, 06 May 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Step-by-step walkthrough: Reproducible LLM Benchmarking GPT 5 vs Grok 4 with Promptfoo — install, configure, and run with notes from hands-on testing.]]></description>
    </item>
    <item>
      <title><![CDATA[The OCR Model that Outranks GPT 4o]]></title>
      <link>https://dev.to/nodeshiftcloud/the-ocr-model-that-outranks-gpt-4o-586b</link>
      <guid isPermaLink="true">https://dev.to/nodeshiftcloud/the-ocr-model-that-outranks-gpt-4o-586b</guid>
      <pubDate>Wed, 06 May 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Step-by-step walkthrough: The OCR Model that Outranks GPT 4o — install, configure, and run with notes from hands-on testing.]]></description>
    </item>
    <item>
      <title><![CDATA[The One Click GPT 5 Code Machine how i Built my Own AI Developer]]></title>
      <link>https://dev.to/ayush7614/the-one-click-gpt-5-code-machine-how-i-built-my-own-ai-developer-4j0n</link>
      <guid isPermaLink="true">https://dev.to/ayush7614/the-one-click-gpt-5-code-machine-how-i-built-my-own-ai-developer-4j0n</guid>
      <pubDate>Wed, 06 May 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Step-by-step walkthrough: The One Click GPT 5 Code Machine how i Built my Own AI Developer — install, configure, and run with notes from hands-on testing.]]></description>
    </item>
    <item>
      <title><![CDATA[Mastra AI: The Modern Framework for Building Production-Ready AI Agents]]></title>
      <link>https://medium.com/faun/mastra-ai-the-modern-framework-for-building-production-ready-ai-agents-f7f39664c9ad</link>
      <guid isPermaLink="true">https://medium.com/faun/mastra-ai-the-modern-framework-for-building-production-ready-ai-agents-f7f39664c9ad</guid>
      <pubDate>Wed, 06 May 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[A hands-on tour of Mastra — workflows, memory, tool calling, and the patterns that make agents production-grade instead of demo-grade.]]></description>
    </item>
    <item>
      <title><![CDATA[100 Game Changing Chatgpt Prompts for Developers Product Managers Designers and]]></title>
      <link>https://dev.to/ayush7614/100-game-changing-chatgpt-prompts-for-developers-product-managers-designers-and-email-marketers-1c5i</link>
      <guid isPermaLink="true">https://dev.to/ayush7614/100-game-changing-chatgpt-prompts-for-developers-product-managers-designers-and-email-marketers-1c5i</guid>
      <pubDate>Tue, 05 May 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Step-by-step walkthrough: 100 Game Changing Chatgpt Prompts for Developers Product Managers Designers and — install, configure, and run with notes from hands-on testing.]]></description>
    </item>
    <item>
      <title><![CDATA[GAIA by AMD: Running Intelligent Systems Fully on Your Own Machine]]></title>
      <link>https://medium.com/faun/gaia-by-amd-running-intelligent-systems-fully-on-your-own-machine-04da1dc420a5</link>
      <guid isPermaLink="true">https://medium.com/faun/gaia-by-amd-running-intelligent-systems-fully-on-your-own-machine-04da1dc420a5</guid>
      <pubDate>Tue, 05 May 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[AMD's GAIA stack for running intelligent workloads locally — hardware sizing, install, and the use cases where on-device wins.]]></description>
    </item>
    <item>
      <title><![CDATA[Top 19 LLM Observability Tools to Monitor & Evaluate AI Agents (2026 Guide)]]></title>
      <link>https://medium.com/towardsdev/top-19-llm-observability-tools-to-monitor-evaluate-ai-agents-2026-guide-9096d4b857ae</link>
      <guid isPermaLink="true">https://medium.com/towardsdev/top-19-llm-observability-tools-to-monitor-evaluate-ai-agents-2026-guide-9096d4b857ae</guid>
      <pubDate>Mon, 04 May 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Nineteen tools for tracing, evaluating, and debugging LLM agents in production — with notes on when each one actually earns its keep.]]></description>
    </item>
    <item>
      <title><![CDATA[The Open-Source AI Agent Frameworks That Deserve More Stars on GitHub]]></title>
      <link>https://medium.com/faun/the-open-source-ai-agent-frameworks-that-deserve-more-stars-on-github-6f1fd0e3fc99</link>
      <guid isPermaLink="true">https://medium.com/faun/the-open-source-ai-agent-frameworks-that-deserve-more-stars-on-github-6f1fd0e3fc99</guid>
      <pubDate>Sun, 03 May 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Underrated agent frameworks hiding in plain sight — why they matter, what they do differently, and links to get started.]]></description>
    </item>
    <item>
      <title><![CDATA[Archinstall 4.0: A Modern New Way to Install Arch Linux — Full Guide & Features]]></title>
      <link>https://medium.com/the-first-digit/archinstall-4-0-a-modern-new-way-to-install-arch-linux-full-guide-features-44d0aaf1309e</link>
      <guid isPermaLink="true">https://medium.com/the-first-digit/archinstall-4-0-a-modern-new-way-to-install-arch-linux-full-guide-features-44d0aaf1309e</guid>
      <pubDate>Sat, 02 May 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Archinstall 4.0 makes Arch approachable again — full feature tour, install walkthrough, and the defaults I'd change on day one.]]></description>
    </item>
    <item>
      <title><![CDATA[Cybersecurity AI (CAI): The Future of AI-Powered Security Automation]]></title>
      <link>https://medium.com/the-first-digit/cybersecurity-ai-cai-the-future-of-ai-powered-security-automation-b7ffd25b5c93</link>
      <guid isPermaLink="true">https://medium.com/the-first-digit/cybersecurity-ai-cai-the-future-of-ai-powered-security-automation-b7ffd25b5c93</guid>
      <pubDate>Fri, 01 May 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[CAI and the shift toward AI-native security automation — what it automates, what it can't, and how teams should adopt it.]]></description>
    </item>
    <item>
      <title><![CDATA[AgentScope: Building Real-World AI Agents That Actually Work]]></title>
      <link>https://medium.com/towardsdev/agentscope-building-real-world-ai-agents-that-actually-work-2ace602ab387</link>
      <guid isPermaLink="true">https://medium.com/towardsdev/agentscope-building-real-world-ai-agents-that-actually-work-2ace602ab387</guid>
      <pubDate>Thu, 30 Apr 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[AgentScope for multi-agent apps that survive contact with reality — roles, messaging, failure handling, and a working example.]]></description>
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    <item>
      <title><![CDATA[OpenViking Explained: Reinventing Memory and Context for AI Agents]]></title>
      <link>https://medium.com/faun/openviking-explained-reinventing-memory-and-context-for-ai-agents-c189b2bea61b</link>
      <guid isPermaLink="true">https://medium.com/faun/openviking-explained-reinventing-memory-and-context-for-ai-agents-c189b2bea61b</guid>
      <pubDate>Wed, 29 Apr 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[How OpenViking rethinks agent memory beyond flat vector stores — context layers, retrieval, and why it matters for long-running agents.]]></description>
    </item>
    <item>
      <title><![CDATA[Strix: The Open-Source Hacker That Tests Your App Like a Real Attacker]]></title>
      <link>https://medium.com/the-first-digit/strix-the-open-source-hacker-that-tests-your-app-like-a-real-attacker-4217e0c9e843</link>
      <guid isPermaLink="true">https://medium.com/the-first-digit/strix-the-open-source-hacker-that-tests-your-app-like-a-real-attacker-4217e0c9e843</guid>
      <pubDate>Tue, 28 Apr 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Strix as an autonomous offensive testing tool — setup, attack surfaces it finds, and how to run it safely against your own apps.]]></description>
    </item>
    <item>
      <title><![CDATA[The Modern Mobile Pentesting Stack in 2026: Tools, Trends & Practical Workflows]]></title>
      <link>https://medium.com/the-first-digit/the-modern-mobile-pentesting-stack-in-2026-tools-trends-practical-workflows-c6a61aa01a36</link>
      <guid isPermaLink="true">https://medium.com/the-first-digit/the-modern-mobile-pentesting-stack-in-2026-tools-trends-practical-workflows-c6a61aa01a36</guid>
      <pubDate>Mon, 27 Apr 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[The mobile pentest toolchain for 2026 — static, dynamic, network, and the workflows that tie them together on real engagements.]]></description>
    </item>
    <item>
      <title><![CDATA[The Rise of AI-Driven Pentesting: 8 Open-Source Tools Security Teams Should Watch in 2026]]></title>
      <link>https://medium.com/the-first-digit/the-rise-of-ai-driven-pentesting-8-open-source-tools-security-teams-should-watch-in-2026-e849c8171450</link>
      <guid isPermaLink="true">https://medium.com/the-first-digit/the-rise-of-ai-driven-pentesting-8-open-source-tools-security-teams-should-watch-in-2026-e849c8171450</guid>
      <pubDate>Sun, 26 Apr 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Eight OSS tools bringing AI into the pentest workflow — recon, exploitation assist, reporting — and how to evaluate them responsibly.]]></description>
    </item>
    <item>
      <title><![CDATA[Hindsight: The Future of AI Agent Memory Beyond Vector Databases]]></title>
      <link>https://medium.com/faun/hindsight-the-future-of-ai-agent-memory-beyond-vector-databases-0e8745ff4b38</link>
      <guid isPermaLink="true">https://medium.com/faun/hindsight-the-future-of-ai-agent-memory-beyond-vector-databases-0e8745ff4b38</guid>
      <pubDate>Sat, 25 Apr 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Hindsight's approach to durable agent memory — episodic recall, structured context, and why vectors alone aren't enough.]]></description>
    </item>
    <item>
      <title><![CDATA[OpenClaw: The Journey From a Weekend Hack to a Personal AI Platform You Truly Own]]></title>
      <link>https://medium.com/faun/openclaw-the-journey-from-a-weekend-hack-to-a-personal-ai-platform-you-truly-own-76ce9395a315</link>
      <guid isPermaLink="true">https://medium.com/faun/openclaw-the-journey-from-a-weekend-hack-to-a-personal-ai-platform-you-truly-own-76ce9395a315</guid>
      <pubDate>Fri, 24 Apr 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[How OpenClaw grew from a weekend project into a self-hosted personal AI platform — architecture, philosophy, and getting started.]]></description>
    </item>
    <item>
      <title><![CDATA[11 Production LLM Serving Engines: vLLM vs TGI vs Ollama and Beyond]]></title>
      <link>https://medium.com/faun/11-production-llm-serving-engines-vllm-vs-tgi-vs-ollama-162874402840</link>
      <guid isPermaLink="true">https://medium.com/faun/11-production-llm-serving-engines-vllm-vs-tgi-vs-ollama-162874402840</guid>
      <pubDate>Thu, 23 Apr 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Eleven serving engines compared for production — throughput, ops burden, GPU efficiency, and which I'd pick for each workload.]]></description>
    </item>
    <item>
      <title><![CDATA[AI Agent Arsenal: 20 Battle-Tested Open-Source Powerhouses]]></title>
      <link>https://medium.com/@techlatest.net/ai-agent-arsenal-20-battle-tested-open-source-powerhouses-ea3d4534d264</link>
      <guid isPermaLink="true">https://medium.com/@techlatest.net/ai-agent-arsenal-20-battle-tested-open-source-powerhouses-ea3d4534d264</guid>
      <pubDate>Wed, 22 Apr 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Twenty OSS projects that form a complete agent-building arsenal — orchestration, tools, memory, eval, and deployment.]]></description>
    </item>
    <item>
      <title><![CDATA[The MCP Server Stack: 10 Open-Source Essentials for 2026]]></title>
      <link>https://medium.com/towardsdev/the-mcp-server-stack-10-open-source-essentials-for-2026-cb13f080ca5c</link>
      <guid isPermaLink="true">https://medium.com/towardsdev/the-mcp-server-stack-10-open-source-essentials-for-2026-cb13f080ca5c</guid>
      <pubDate>Tue, 10 Feb 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[The Model Context Protocol ecosystem has exploded. Here are the 10 open-source MCP servers I'd put in every agent stack going into 2026.]]></description>
    </item>
    <item>
      <title><![CDATA[20 Free Open-Source AI Tools to Run Production-Grade Agents Without Paying LLM APIs in 2026]]></title>
      <link>https://medium.com/faun/20-free-open-source-ai-tools-to-run-production-grade-agents-without-paying-llm-apis-in-2026-5f1ffdcbcc18</link>
      <guid isPermaLink="true">https://medium.com/faun/20-free-open-source-ai-tools-to-run-production-grade-agents-without-paying-llm-apis-in-2026-5f1ffdcbcc18</guid>
      <pubDate>Thu, 22 Jan 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[A field guide to running production-grade autonomous agents on zero API spend — 20 hand-picked open-source tools, real workflows, and the gotchas nobody mentions.]]></description>
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      <title><![CDATA[The Untold Misadventures of Red-Teaming Kimi K2 with Promptfoo]]></title>
      <link>https://dev.to/ayush7614/the-untold-misadventures-of-red-teaming-kimi-k2-with-promptfoo-3hig</link>
      <guid isPermaLink="true">https://dev.to/ayush7614/the-untold-misadventures-of-red-teaming-kimi-k2-with-promptfoo-3hig</guid>
      <pubDate>Thu, 08 Jan 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[I spent a week trying to break Moonshot's Kimi K2 with Promptfoo. Here's where it cracked, where it surprised me, and what I'd put in a red-team playbook.]]></description>
    </item>
    <item>
      <title><![CDATA[Promptfoo × Qwen3-Coder: Unmasking Vulnerabilities in 480 Billion Parameters]]></title>
      <link>https://dev.to/ayush7614/promptfoo-x-qwen3-coder-unmasking-vulnerabilities-in-480-billion-parameters-17hb</link>
      <guid isPermaLink="true">https://dev.to/ayush7614/promptfoo-x-qwen3-coder-unmasking-vulnerabilities-in-480-billion-parameters-17hb</guid>
      <pubDate>Thu, 18 Dec 2025 00:00:00 GMT</pubDate>
      <description><![CDATA[Pointing Promptfoo at Qwen3-Coder 480B-A35B revealed a surprising attack surface. Walking through the audit, the findings, and the patterns that repeat across frontier coder models.]]></description>
    </item>
    <item>
      <title><![CDATA[GLM-4.5 vs Promptfoo: A Playbook for Systematic LLM Security Audits]]></title>
      <link>https://dev.to/ayush7614/glm-45-vs-promptfoo-a-playbook-for-systematic-llm-security-audits-27ln</link>
      <guid isPermaLink="true">https://dev.to/ayush7614/glm-45-vs-promptfoo-a-playbook-for-systematic-llm-security-audits-27ln</guid>
      <pubDate>Thu, 04 Dec 2025 00:00:00 GMT</pubDate>
      <description><![CDATA[A repeatable playbook for security-auditing any LLM — demonstrated end-to-end on GLM-4.5 using Promptfoo. Test plans, harnesses, and how to read the signal.]]></description>
    </item>
    <item>
      <title><![CDATA[LLMs Under Fire: Red Teaming with DeepTeam + Ollama]]></title>
      <link>https://nodeshift.com/blog/llms-under-fire-red-teaming-with-deepteam-ollama</link>
      <guid isPermaLink="true">https://nodeshift.com/blog/llms-under-fire-red-teaming-with-deepteam-ollama</guid>
      <pubDate>Sat, 22 Nov 2025 00:00:00 GMT</pubDate>
      <description><![CDATA[Setting up DeepTeam against local Ollama models to stress-test prompt injection, jailbreaks, and harmful-output rates — all without leaving your laptop.]]></description>
    </item>
    <item>
      <title><![CDATA[Promptfoo vs DeepTeam vs PyRIT vs Garak: The Ultimate Red-Teaming Showdown for LLMs]]></title>
      <link>https://dev.to/ayush7614/promptfoo-vs-deepteam-vs-pyrit-vs-garak-the-ultimate-red-teaming-showdown-for-llms-48if</link>
      <guid isPermaLink="true">https://dev.to/ayush7614/promptfoo-vs-deepteam-vs-pyrit-vs-garak-the-ultimate-red-teaming-showdown-for-llms-48if</guid>
      <pubDate>Sat, 08 Nov 2025 00:00:00 GMT</pubDate>
      <description><![CDATA[Four major open-source LLM red-teaming frameworks, one merciless head-to-head. Coverage, ergonomics, plugin ecosystem, and which I'd actually ship with.]]></description>
    </item>
    <item>
      <title><![CDATA[Promptfoo × Ollama × DeepSeek-R1: Turning My Model Into a Cyber Warzone]]></title>
      <link>https://dev.to/ayush7614/promptfoo-x-ollama-x-deepseek-r1-turning-my-model-into-a-cyber-warzone-3ef5</link>
      <guid isPermaLink="true">https://dev.to/ayush7614/promptfoo-x-ollama-x-deepseek-r1-turning-my-model-into-a-cyber-warzone-3ef5</guid>
      <pubDate>Fri, 24 Oct 2025 00:00:00 GMT</pubDate>
      <description><![CDATA[DeepSeek-R1 is impressive — and a great red-team target. Here's the full Promptfoo + Ollama harness I used to stress-test reasoning, refusals, and exploits.]]></description>
    </item>
    <item>
      <title><![CDATA[From OpenAI to Ollama: Visual LLM Evaluations with Promptfoo]]></title>
      <link>https://dev.to/ayush7614/from-openai-to-ollama-visual-llm-evaluations-with-promptfoo-2k03</link>
      <guid isPermaLink="true">https://dev.to/ayush7614/from-openai-to-ollama-visual-llm-evaluations-with-promptfoo-2k03</guid>
      <pubDate>Fri, 10 Oct 2025 00:00:00 GMT</pubDate>
      <description><![CDATA[Side-by-side visual evaluations of OpenAI hosted models and local Ollama runs — how to build a faithful eval harness when ground truth is fuzzy.]]></description>
    </item>
    <item>
      <title><![CDATA[How I Built and Evaluated an AI Book-Writing System with ACP and Promptfoo]]></title>
      <link>https://dev.to/ayush7614/how-i-built-and-evaluated-an-ai-book-writing-system-with-acp-and-promptfoo-18np</link>
      <guid isPermaLink="true">https://dev.to/ayush7614/how-i-built-and-evaluated-an-ai-book-writing-system-with-acp-and-promptfoo-18np</guid>
      <pubDate>Fri, 26 Sep 2025 00:00:00 GMT</pubDate>
      <description><![CDATA[An honest engineering diary on shipping an AI book-writing pipeline — Agent Communication Protocol, evaluator harness, and the failure modes that surprised me.]]></description>
    </item>
    <item>
      <title><![CDATA[How to Install & Run OpenAI GPT-OSS Locally]]></title>
      <link>https://dev.to/nodeshiftcloud/how-to-install-run-openai-gpt-oss-locally-1lf0</link>
      <guid isPermaLink="true">https://dev.to/nodeshiftcloud/how-to-install-run-openai-gpt-oss-locally-1lf0</guid>
      <pubDate>Fri, 12 Sep 2025 00:00:00 GMT</pubDate>
      <description><![CDATA[OpenAI shipped GPT-OSS — and yes, you can run it on your own metal. The complete setup, hardware sizing, and the inference tricks that matter.]]></description>
    </item>
    <item>
      <title><![CDATA[How to Install & Run GPT-OSS 20B and 120B GGUF Locally]]></title>
      <link>https://dev.to/nodeshiftcloud/how-to-install-run-gpt-oss-20b-and-120b-gguf-locally-3833</link>
      <guid isPermaLink="true">https://dev.to/nodeshiftcloud/how-to-install-run-gpt-oss-20b-and-120b-gguf-locally-3833</guid>
      <pubDate>Thu, 04 Sep 2025 00:00:00 GMT</pubDate>
      <description><![CDATA[Going beyond the base GPT-OSS — running the 20B and full 120B GGUF builds locally with sane quantization, sane VRAM, and reproducible benchmarks.]]></description>
    </item>
    <item>
      <title><![CDATA[How to Install & Run Qwen3-Coder 480B A35B Instruct Locally]]></title>
      <link>https://nodeshift.cloud/blog/how-to-install-run-qwen3-coder-480b-a35b-instruct-locally</link>
      <guid isPermaLink="true">https://nodeshift.cloud/blog/how-to-install-run-qwen3-coder-480b-a35b-instruct-locally</guid>
      <pubDate>Fri, 22 Aug 2025 00:00:00 GMT</pubDate>
      <description><![CDATA[Wrangling Qwen3-Coder's 480B MoE on local hardware: weight layout, KV-cache strategies, and the dev workflow that actually keeps the model fast.]]></description>
    </item>
    <item>
      <title><![CDATA[How to Install & Run DeepSeek V3.1 GGUF Locally]]></title>
      <link>https://nodeshift.cloud/blog/how-to-install-run-deepseek-v3-1-gguf-locally</link>
      <guid isPermaLink="true">https://nodeshift.cloud/blog/how-to-install-run-deepseek-v3-1-gguf-locally</guid>
      <pubDate>Fri, 08 Aug 2025 00:00:00 GMT</pubDate>
      <description><![CDATA[DeepSeek V3.1 in GGUF form is a strong daily driver. Hardware sizing, quant trade-offs, and an end-to-end install walkthrough.]]></description>
    </item>
    <item>
      <title><![CDATA[Claude 4 Opus vs Sonnet: Benchmarks and Dev Workflow with Claude Code]]></title>
      <link>https://dev.to/nodeshiftcloud/claude-4-opus-vs-sonnet-benchmarks-and-dev-workflow-with-claude-code-11fa</link>
      <guid isPermaLink="true">https://dev.to/nodeshiftcloud/claude-4-opus-vs-sonnet-benchmarks-and-dev-workflow-with-claude-code-11fa</guid>
      <pubDate>Sat, 26 Jul 2025 00:00:00 GMT</pubDate>
      <description><![CDATA[Side-by-side benchmarks of Claude 4 Opus and Sonnet, with a practical Claude Code workflow that gets the most out of each tier.]]></description>
    </item>
    <item>
      <title><![CDATA[Ultimate Hands-On Guide to OpenCode: Open-Source Claude Code Alternative]]></title>
      <link>https://medium.com/faun/ultimate-hands-on-guide-to-opencode-open-source-claude-code-alternative-37af8f8928cb</link>
      <guid isPermaLink="true">https://medium.com/faun/ultimate-hands-on-guide-to-opencode-open-source-claude-code-alternative-37af8f8928cb</guid>
      <pubDate>Sat, 12 Jul 2025 00:00:00 GMT</pubDate>
      <description><![CDATA[OpenCode is the open-source coding agent that finally feels like Claude Code. A complete hands-on guide — install, configure, hook up local models.]]></description>
    </item>
    <item>
      <title><![CDATA[Void + Ollama + LLMs: How I Turned My Code Editor Into a Full-Blown AI Workbench]]></title>
      <link>https://dev.to/nodeshiftcloud/void-ollama-llms-how-i-turned-my-code-editor-into-a-full-blown-ai-workbench-eop</link>
      <guid isPermaLink="true">https://dev.to/nodeshiftcloud/void-ollama-llms-how-i-turned-my-code-editor-into-a-full-blown-ai-workbench-eop</guid>
      <pubDate>Sat, 28 Jun 2025 00:00:00 GMT</pubDate>
      <description><![CDATA[Void is an open-source Cursor-style editor. Wired to Ollama, it becomes a local AI workbench that doesn't phone home. Full setup inside.]]></description>
    </item>
    <item>
      <title><![CDATA[Zed + Ollama + LLMs on a GPU VM: The Ultimate Local Dev Setup for Serious Coders]]></title>
      <link>https://dev.to/nodeshiftcloud/zed-ollama-llms-on-a-gpu-vm-the-ultimate-local-dev-setup-for-serious-coders-18pd</link>
      <guid isPermaLink="true">https://dev.to/nodeshiftcloud/zed-ollama-llms-on-a-gpu-vm-the-ultimate-local-dev-setup-for-serious-coders-18pd</guid>
      <pubDate>Sat, 14 Jun 2025 00:00:00 GMT</pubDate>
      <description><![CDATA[Zed is fast, Ollama is portable, and a GPU VM is finally cheap. Here's the dev setup I run all day — IDE, model server, and the network glue.]]></description>
    </item>
    <item>
      <title><![CDATA[Build an App with AI in Minutes Using OpenHands AI Engineer: Install Locally]]></title>
      <link>https://dev.to/nodeshiftcloud/build-an-app-with-ai-in-minutes-using-openhands-ai-engineer-install-locally-2ogi</link>
      <guid isPermaLink="true">https://dev.to/nodeshiftcloud/build-an-app-with-ai-in-minutes-using-openhands-ai-engineer-install-locally-2ogi</guid>
      <pubDate>Fri, 30 May 2025 00:00:00 GMT</pubDate>
      <description><![CDATA[OpenHands lets you ship working apps with an autonomous engineer agent. The install, the workflows, and the prompts I've found ship 10x more reliably.]]></description>
    </item>
    <item>
      <title><![CDATA[Step-by-Step Guide to Run Llama 4 Locally with Tool Calling Enabled]]></title>
      <link>https://dev.to/nodeshiftcloud/step-by-step-guide-to-run-llama-4-locally-with-tool-calling-enabled-jg7</link>
      <guid isPermaLink="true">https://dev.to/nodeshiftcloud/step-by-step-guide-to-run-llama-4-locally-with-tool-calling-enabled-jg7</guid>
      <pubDate>Fri, 16 May 2025 00:00:00 GMT</pubDate>
      <description><![CDATA[Llama 4 is here — and it's tool-calling-native. Setting it up locally end-to-end, with a working agentic loop and traces you can inspect.]]></description>
    </item>
    <item>
      <title><![CDATA[How to Install Llama 3.3 70B Instruct Locally]]></title>
      <link>https://dev.to/nodeshiftcloud/how-to-install-llama-33-70b-instruct-locally-3p1a</link>
      <guid isPermaLink="true">https://dev.to/nodeshiftcloud/how-to-install-llama-33-70b-instruct-locally-3p1a</guid>
      <pubDate>Fri, 02 May 2025 00:00:00 GMT</pubDate>
      <description><![CDATA[Llama 3.3 70B Instruct is the sweet-spot OSS model for most workloads. Full local-install guide with quantization and serving tips.]]></description>
    </item>
    <item>
      <title><![CDATA[Mastering DeepSeek: Installing Tiny, Small, and VL2 Models with Inference and a Gradio Interface]]></title>
      <link>https://dev.to/nodeshiftcloud/mastering-deepseek-installing-tiny-small-and-vl2-models-with-inference-and-a-gradio-interface-4d2m</link>
      <guid isPermaLink="true">https://dev.to/nodeshiftcloud/mastering-deepseek-installing-tiny-small-and-vl2-models-with-inference-and-a-gradio-interface-4d2m</guid>
      <pubDate>Fri, 18 Apr 2025 00:00:00 GMT</pubDate>
      <description><![CDATA[A complete tour of the DeepSeek lineup — Tiny, Small, and VL2 — with reproducible inference scripts and a Gradio UI for quick experiments.]]></description>
    </item>
    <item>
      <title><![CDATA[How to Install DeepSeek Janus-Pro 7B Locally]]></title>
      <link>https://dev.to/nodeshiftcloud/how-to-install-deepseek-janus-pro-7b-locally-5924</link>
      <guid isPermaLink="true">https://dev.to/nodeshiftcloud/how-to-install-deepseek-janus-pro-7b-locally-5924</guid>
      <pubDate>Fri, 04 Apr 2025 00:00:00 GMT</pubDate>
      <description><![CDATA[DeepSeek Janus-Pro 7B is a strong multimodal model. The full install, weights layout, and a minimal inference example you can build on.]]></description>
    </item>
    <item>
      <title><![CDATA[How to Deploy Qwen2.5-Coder-32B-Instruct in the Cloud]]></title>
      <link>https://dev.to/nodeshiftcloud/how-to-deploy-qwen25-coder-32b-instruct-in-the-cloud-4o9m</link>
      <guid isPermaLink="true">https://dev.to/nodeshiftcloud/how-to-deploy-qwen25-coder-32b-instruct-in-the-cloud-4o9m</guid>
      <pubDate>Sat, 22 Mar 2025 00:00:00 GMT</pubDate>
      <description><![CDATA[A pragmatic cloud-deploy walkthrough for Qwen2.5-Coder-32B-Instruct — sizing, serving, and the cost-vs-throughput knobs that matter.]]></description>
    </item>
    <item>
      <title><![CDATA[Ollama and Web-LLM: Building Your Own Local AI Search Assistant]]></title>
      <link>https://dev.to/nodeshiftcloud/ollama-and-web-llm-building-your-own-local-ai-search-assistant-3l5o</link>
      <guid isPermaLink="true">https://dev.to/nodeshiftcloud/ollama-and-web-llm-building-your-own-local-ai-search-assistant-3l5o</guid>
      <pubDate>Sat, 08 Mar 2025 00:00:00 GMT</pubDate>
      <description><![CDATA[Combine Ollama with Web-LLM to build a local AI search assistant — private, fast, and bookmark-friendly. The full architecture and code inside.]]></description>
    </item>
    <item>
      <title><![CDATA[How to Install Mistral Magistral Locally]]></title>
      <link>https://nodeshift.com/blog/how-to-install-mistral-magistral-locally</link>
      <guid isPermaLink="true">https://nodeshift.com/blog/how-to-install-mistral-magistral-locally</guid>
      <pubDate>Sat, 22 Feb 2025 00:00:00 GMT</pubDate>
      <description><![CDATA[Mistral Magistral is the model I keep coming back to for reasoning tasks. A clean, reproducible local-install guide with serving notes.]]></description>
    </item>
    <item>
      <title><![CDATA[How to Install Mistral Voxtral Locally]]></title>
      <link>https://nodeshift.com/blog/how-to-install-mistral-voxtral-locally</link>
      <guid isPermaLink="true">https://nodeshift.com/blog/how-to-install-mistral-voxtral-locally</guid>
      <pubDate>Sat, 08 Feb 2025 00:00:00 GMT</pubDate>
      <description><![CDATA[Mistral Voxtral brings speech-native intelligence to local stacks. A complete install + first-app guide with audio pipelines.]]></description>
    </item>
    <item>
      <title><![CDATA[How to Install & Run Tencent Hunyuan3D-World 1.0 Locally]]></title>
      <link>https://nodeshift.cloud/blog/how-to-install-run-tencent-hunyuan3d-world-1-0-locally</link>
      <guid isPermaLink="true">https://nodeshift.cloud/blog/how-to-install-run-tencent-hunyuan3d-world-1-0-locally</guid>
      <pubDate>Sat, 25 Jan 2025 00:00:00 GMT</pubDate>
      <description><![CDATA[Tencent's Hunyuan3D-World 1.0 turns text into navigable 3D scenes. The local install, GPU sizing, and a first scene-generation walkthrough.]]></description>
    </item>
    <item>
      <title><![CDATA[How to Install FLUX.1 Kontext Dev Locally]]></title>
      <link>https://dev.to/nodeshiftcloud/how-to-install-flux1-kontext-dev-locally-1b0d</link>
      <guid isPermaLink="true">https://dev.to/nodeshiftcloud/how-to-install-flux1-kontext-dev-locally-1b0d</guid>
      <pubDate>Sun, 12 Jan 2025 00:00:00 GMT</pubDate>
      <description><![CDATA[FLUX.1 Kontext Dev is a context-aware image model that punches above its weight. Full local install and a workflow notebook to copy.]]></description>
    </item>
    <item>
      <title><![CDATA[How to Run FLUX.1 Schnell and Pro Image Generator in the Cloud]]></title>
      <link>https://dev.to/nodeshiftcloud/how-to-run-flux-1-schnell-and-pro-image-generator-in-the-cloud-4d7h</link>
      <guid isPermaLink="true">https://dev.to/nodeshiftcloud/how-to-run-flux-1-schnell-and-pro-image-generator-in-the-cloud-4d7h</guid>
      <pubDate>Fri, 20 Dec 2024 00:00:00 GMT</pubDate>
      <description><![CDATA[Running FLUX.1 Schnell and Pro on a GPU VM with sensible defaults, queueing, and a UI you can put in front of a team.]]></description>
    </item>
    <item>
      <title><![CDATA[Building an AI-Powered Chest X-Ray Analyzer with MedGemma 27B and Gradio]]></title>
      <link>https://dev.to/nodeshiftcloud/building-an-ai-powered-chest-x-ray-analyzer-with-medgemma-27b-and-gradio-21cd</link>
      <guid isPermaLink="true">https://dev.to/nodeshiftcloud/building-an-ai-powered-chest-x-ray-analyzer-with-medgemma-27b-and-gradio-21cd</guid>
      <pubDate>Fri, 06 Dec 2024 00:00:00 GMT</pubDate>
      <description><![CDATA[An end-to-end build of a chest X-ray analyzer using Google's MedGemma 27B and Gradio — model loading, preprocessing, and a usable clinician-facing UI.]]></description>
    </item>
    <item>
      <title><![CDATA[How I Built a Cloud Time-Series Forecaster with Datadog Toto Open Base 1.0]]></title>
      <link>https://nodeshift.com/blog/how-i-built-a-cloud-time-series-forecaster-with-datadog-toto-open-base-1-0</link>
      <guid isPermaLink="true">https://nodeshift.com/blog/how-i-built-a-cloud-time-series-forecaster-with-datadog-toto-open-base-1-0</guid>
      <pubDate>Fri, 22 Nov 2024 00:00:00 GMT</pubDate>
      <description><![CDATA[A complete walkthrough of building a production-grade time-series forecaster on top of Datadog's open Toto Base 1.0 — schemas, batching, deployment.]]></description>
    </item>
    <item>
      <title><![CDATA[VulHunt: Open-Source Vulnerability Hunting Framework]]></title>
      <link>https://medium.com/the-first-digit/vulhunt-open-source-vulnerability-hunting-framework-bde9cdb66dab</link>
      <guid isPermaLink="true">https://medium.com/the-first-digit/vulhunt-open-source-vulnerability-hunting-framework-bde9cdb66dab</guid>
      <pubDate>Fri, 08 Nov 2024 00:00:00 GMT</pubDate>
      <description><![CDATA[VulHunt — an open-source framework for hunting vulnerabilities at scale. Architecture, plugin model, and how I use it on bug-bounty engagements.]]></description>
    </item>
    <item>
      <title><![CDATA[Top 50 Must-Know BlackArch Linux Tools for Penetration Testing]]></title>
      <link>https://medium.com/the-first-digit/top-50-must-know-blackarch-linux-tools-for-penetration-testing-bbf49e81cef2</link>
      <guid isPermaLink="true">https://medium.com/the-first-digit/top-50-must-know-blackarch-linux-tools-for-penetration-testing-bbf49e81cef2</guid>
      <pubDate>Thu, 24 Oct 2024 00:00:00 GMT</pubDate>
      <description><![CDATA[The 50 BlackArch tools I reach for most on penetration tests — what each does, when to use it, and the command patterns I keep cheat-sheeted.]]></description>
    </item>
    <item>
      <title><![CDATA[Top 15 Kali Linux GUI Tools Every Security Engineer Must Master — With Real Use Cases]]></title>
      <link>https://medium.com/the-first-digit/top-15-kali-linux-gui-tools-every-security-engineer-must-master-with-real-use-cases-d3412e9867fd</link>
      <guid isPermaLink="true">https://medium.com/the-first-digit/top-15-kali-linux-gui-tools-every-security-engineer-must-master-with-real-use-cases-d3412e9867fd</guid>
      <pubDate>Thu, 10 Oct 2024 00:00:00 GMT</pubDate>
      <description><![CDATA[Beyond the terminal — the 15 Kali GUI tools every security engineer should be fluent with, each illustrated with a real engagement scenario.]]></description>
    </item>
    <item>
      <title><![CDATA[Running a Dedicated Ethereum RPC Node in a Virtual Machine]]></title>
      <link>https://nodeshift.com/blog/running-a-dedicated-ethereum-rpc-node-in-a-virtual-machine</link>
      <guid isPermaLink="true">https://nodeshift.com/blog/running-a-dedicated-ethereum-rpc-node-in-a-virtual-machine</guid>
      <pubDate>Thu, 26 Sep 2024 00:00:00 GMT</pubDate>
      <description><![CDATA[Operating a dedicated Ethereum RPC node on a VM — disk planning, snapshot tactics, peering, and the monitoring that catches bad sync states early.]]></description>
    </item>
    <item>
      <title><![CDATA[How to Backup Virtual Machines to Object Storage with Borg, Borgmatic, Rclone, and Cron's Rsync]]></title>
      <link>https://nodeshift.com/blog/how-to-backup-virtual-machines-to-object-storage-with-borg-borgmatic-rclone-and-crons-rsync</link>
      <guid isPermaLink="true">https://nodeshift.com/blog/how-to-backup-virtual-machines-to-object-storage-with-borg-borgmatic-rclone-and-crons-rsync</guid>
      <pubDate>Thu, 12 Sep 2024 00:00:00 GMT</pubDate>
      <description><![CDATA[A complete backup architecture for VMs into S3-compatible object storage — Borg + Borgmatic + Rclone + cron rsync, with the restore drill I run quarterly.]]></description>
    </item>
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