<?xml version="1.0" encoding="utf-8"?>
<urlset xmlns="http://www.sitemaps.org/schemas/sitemap/0.9">
  <url>
    <loc>https://lftw.dev/posts/6x-rtx-3090-144gb-vram-local-llm-build/</loc>
    <lastmod>2026-02-11T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/anthropic-claude-opus-sabotage-risk-assessment/</loc>
    <lastmod>2026-02-11T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/arm-sme2-cpu-on-device-ai-capabilities/</loc>
    <lastmod>2026-02-11T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/carmack-fiber-lines-l2-cache-streaming-ai-data/</loc>
    <lastmod>2026-02-11T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/cozai-photo-local-ai-headshot-generation/</loc>
    <lastmod>2026-02-11T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/deepseek-1m-context-window-update-released/</loc>
    <lastmod>2026-02-11T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/energy-based-models-vs-frontier-ai-sudoku/</loc>
    <lastmod>2026-02-11T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/epstein-files-rag-pipeline-2m-pages/</loc>
    <lastmod>2026-02-11T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/godot-mcp-ai-editor-integration/</loc>
    <lastmod>2026-02-11T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/llama-cpp-switch-from-ollama-lm-studio/</loc>
    <lastmod>2026-02-11T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/local-llm-mcp-tools-integration/</loc>
    <lastmod>2026-02-11T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/nanbeige-4-1-3b-small-reasoning-model-released/</loc>
    <lastmod>2026-02-11T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/nas-runs-80b-llm-on-igpu-18-tokens-per-second/</loc>
    <lastmod>2026-02-11T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/ollama-exposed-servers-security-vulnerability/</loc>
    <lastmod>2026-02-11T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/vllm-memory-leak-debugging-mistral/</loc>
    <lastmod>2026-02-11T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/guides/installing-ollama-linux/</loc>
    <lastmod>2026-02-12T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/RLMs fix big context for local models/</loc>
    <lastmod>2026-02-12T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/ai-impact-software-launches-product-hunt/</loc>
    <lastmod>2026-02-12T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/claude-code-rival-local-open-source-free-comparison/</loc>
    <lastmod>2026-02-12T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/glm-5-released-744b-parameter-moe-model/</loc>
    <lastmod>2026-02-12T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/header-only-cpp-benchmark-predictive-models/</loc>
    <lastmod>2026-02-12T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/heaps-lie-debugging-memory-leak-vllm-mistral/</loc>
    <lastmod>2026-02-12T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/memio-ai-knowledge-hub-android/</loc>
    <lastmod>2026-02-12T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/microsoft-markitdown-document-preprocessing-tool/</loc>
    <lastmod>2026-02-12T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/ollama-security-175000-exposed-servers-worldwide/</loc>
    <lastmod>2026-02-12T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/openclaw-vllm-free-amd-developer-cloud/</loc>
    <lastmod>2026-02-12T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/qwen-coder-next-specialized-agent-performance/</loc>
    <lastmod>2026-02-12T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/running-mistral-7b-intel-npu-126-tokens-per-second/</loc>
    <lastmod>2026-02-12T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/samsung-ream-alternative-model-compression-technique/</loc>
    <lastmod>2026-02-12T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/scaling-llama-cpp-neoverse-n2-cross-numa-performance/</loc>
    <lastmod>2026-02-12T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/seedance-2-bytedance-ai-platform/</loc>
    <lastmod>2026-02-12T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/self-hosted-ai-assistant-19-euros-monthly/</loc>
    <lastmod>2026-02-12T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/ai-constraints-local-deployment-optimization/</loc>
    <lastmod>2026-02-13T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/dhi-5b-multimodal-model-trained-1200-dollars/</loc>
    <lastmod>2026-02-13T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/llama-cpp-cross-numa-performance-optimization-neoverse-n2/</loc>
    <lastmod>2026-02-13T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/ming-flash-omni-20-100b-moe-multimodal-model/</loc>
    <lastmod>2026-02-13T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/minimax-m25-230b-moe-model-open-source-release/</loc>
    <lastmod>2026-02-13T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/ollama-servers-exposed-security-risk-worldwide/</loc>
    <lastmod>2026-02-13T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/open-source-maintainers-support-ai-projects/</loc>
    <lastmod>2026-02-13T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/qwen3-coder-next-loop-fix-optimal-settings/</loc>
    <lastmod>2026-02-13T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/ring-1t-25-sota-deep-thinking-model-fp8/</loc>
    <lastmod>2026-02-13T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/simile-ai-funding-local-inference-focus/</loc>
    <lastmod>2026-02-13T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/switching-from-ollama-lm-studio-to-llama-cpp/</loc>
    <lastmod>2026-02-13T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/vib-os-ai-operating-system-local-inference/</loc>
    <lastmod>2026-02-13T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/winclaw-windows-ai-assistant-local-deployment/</loc>
    <lastmod>2026-02-13T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/bytedance-seed20-complex-task-breakthrough/</loc>
    <lastmod>2026-02-14T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/context-management-bottleneck-ai-coding/</loc>
    <lastmod>2026-02-14T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/exposed-ollama-servers-security-vulnerability-discovered/</loc>
    <lastmod>2026-02-14T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/gnome-newelle-ai-assistant-llama-cpp-support/</loc>
    <lastmod>2026-02-14T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/gpt-oss-120b-uncensored-mxfp4-release/</loc>
    <lastmod>2026-02-14T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/gpt-oss-20b-webgpu-browser-deployment/</loc>
    <lastmod>2026-02-14T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/llada21-token-editing-parallel-drafting/</loc>
    <lastmod>2026-02-14T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/llm-apis-state-synchronization-problem/</loc>
    <lastmod>2026-02-14T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/minimax-m25-230b-moe-local-deployment/</loc>
    <lastmod>2026-02-14T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/minimax-m25-sota-coding-agent-model/</loc>
    <lastmod>2026-02-14T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/nvidia-dynamic-memory-sparsification-8x-cost-reduction/</loc>
    <lastmod>2026-02-14T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/scaling-llama-cpp-on-neoverse-n2-cross-numa-performance/</loc>
    <lastmod>2026-02-14T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/snowball-iterative-context-processing/</loc>
    <lastmod>2026-02-14T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/switching-from-ollama-lm-studio-to-llama-cpp-experience/</loc>
    <lastmod>2026-02-14T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/vllm-critical-rce-vulnerability-cve-2026-22778/</loc>
    <lastmod>2026-02-14T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/alibaba-ai-model-upgrade-deepseek-competition/</loc>
    <lastmod>2026-02-16T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/gpu-accelerated-dataframe-library-local-inference/</loc>
    <lastmod>2026-02-16T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/initrunner-yaml-ai-agent-framework/</loc>
    <lastmod>2026-02-16T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/open-claw-self-hosted-security-reminder/</loc>
    <lastmod>2026-02-16T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/sourdine-macos-local-transcription-ai/</loc>
    <lastmod>2026-02-16T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/ai-system-security-vulnerabilities-10-minute-breach/</loc>
    <lastmod>2026-02-17T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/ask-hn-best-budget-ai-coding-solutions/</loc>
    <lastmod>2026-02-17T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/asus-expertbook-b3-g2-ryzen-ai-9-hx-470-ultraportable/</loc>
    <lastmod>2026-02-17T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/asus-zenbook-14-india-launch-ai-capable-laptop/</loc>
    <lastmod>2026-02-17T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/axera-semiconductor-ai-chip-ipo-edge-inference/</loc>
    <lastmod>2026-02-17T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/cohere-tiny-aya-3b-multilingual-local-model/</loc>
    <lastmod>2026-02-17T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/high-bandwidth-flash-memory-local-inference/</loc>
    <lastmod>2026-02-17T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/inkog-ai-agent-governance-preflight-checks/</loc>
    <lastmod>2026-02-17T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/langgraph-agent-attacks-security-assessment/</loc>
    <lastmod>2026-02-17T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/open-source-models-dominate-openrouter-usage/</loc>
    <lastmod>2026-02-17T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/pgcortex-postgres-ai-enrichment-local-inference/</loc>
    <lastmod>2026-02-17T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/qwen-3-5-397b-moe-local-deployment/</loc>
    <lastmod>2026-02-17T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/qwen3-80b-moe-rtx-50-series-optimization/</loc>
    <lastmod>2026-02-17T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/sarvam-edge-india-ai-model-phones-laptops-offline/</loc>
    <lastmod>2026-02-17T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/self-hosted-ai-complete-roadmap-beginners-kdnuggets/</loc>
    <lastmod>2026-02-17T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/amd-day-zero-support-qwen-3-5-instinct-gpus/</loc>
    <lastmod>2026-02-18T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/ask-hn-debug-multi-step-ai-workflows-wrong-output/</loc>
    <lastmod>2026-02-18T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/can-we-leverage-ai-llms-for-self-learning/</loc>
    <lastmod>2026-02-18T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/cloudflare-agents-sdk-rust-edge-inference/</loc>
    <lastmod>2026-02-18T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/coding-benchmark-real-codebase-testing/</loc>
    <lastmod>2026-02-18T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/cpu-matmul-free-language-model-training/</loc>
    <lastmod>2026-02-18T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/glm-5-technical-report-dsa-long-context/</loc>
    <lastmod>2026-02-18T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/on-device-accuracy-variance-snapdragon-chipsets/</loc>
    <lastmod>2026-02-18T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/openclaw-refactored-go-runs-on-10-dollar-hardware/</loc>
    <lastmod>2026-02-18T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/qualcomm-on-device-ai-india-affordable-deployment/</loc>
    <lastmod>2026-02-18T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/qwen3-5-397b-alibaba-open-weights-ranking/</loc>
    <lastmod>2026-02-18T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/sarvam-ai-launches-edge-model-for-affordable-deployment/</loc>
    <lastmod>2026-02-18T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/shiro-computer-static-page-unix-npm-claude-code/</loc>
    <lastmod>2026-02-18T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/tailscale-sensitive-data-ai-privacy-tool/</loc>
    <lastmod>2026-02-18T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/why-my-countrys-ai-scene-built-on-sand/</loc>
    <lastmod>2026-02-18T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/aegis-rust-llm-security-proxy/</loc>
    <lastmod>2026-02-19T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/clipthesis-local-video-tagging-search/</loc>
    <lastmod>2026-02-19T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/ddr5-rdimm-gpu-cost-analysis-local-inference/</loc>
    <lastmod>2026-02-19T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/gpt4all-replaces-ollama-mac-macos/</loc>
    <lastmod>2026-02-19T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/kitten-tts-v0-8-sota-tiny-model-under-25mb/</loc>
    <lastmod>2026-02-19T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/layerscale-new-inference-engine-faster-than-vllm/</loc>
    <lastmod>2026-02-19T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/local-first-rag-vector-search-sqlite/</loc>
    <lastmod>2026-02-19T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/local-vlms-qwen-ocr-pii-detection-redaction/</loc>
    <lastmod>2026-02-19T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/offline-ai-radio-smart-home-zero-internet/</loc>
    <lastmod>2026-02-19T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/qualcomm-mihup-on-device-voice-ai/</loc>
    <lastmod>2026-02-19T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/quantization-visualization-techniques-llm-compression/</loc>
    <lastmod>2026-02-19T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/running-llms-arduino-uno-q-yzma/</loc>
    <lastmod>2026-02-19T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/sarvam-ai-feature-phones-edge-deployment/</loc>
    <lastmod>2026-02-19T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/self-hosted-local-llm-paperless-ngx/</loc>
    <lastmod>2026-02-19T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/sublime-text-ai-local-integration/</loc>
    <lastmod>2026-02-19T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/forked-local-time-travel-debugger-agents/</loc>
    <lastmod>2026-02-20T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/free-asic-llama-inference-16000-toks-taalas/</loc>
    <lastmod>2026-02-20T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/iterative-reasoning-ai-models-local-llms/</loc>
    <lastmod>2026-02-20T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/kitten-tts-v08-sota-tiny-model-25mb/</loc>
    <lastmod>2026-02-20T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/local-llms-paperless-ngx-document-management/</loc>
    <lastmod>2026-02-20T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/mirai-on-device-ai-optimization-funding/</loc>
    <lastmod>2026-02-20T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/nvidia-dynamo-v0-9-infrastructure-update/</loc>
    <lastmod>2026-02-20T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/ollama-production-deployment-docker-compose/</loc>
    <lastmod>2026-02-20T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/paddleocr-vl-llama-cpp-multimodal-ocr/</loc>
    <lastmod>2026-02-20T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/path-ubiquitous-ai-17k-tokens-per-second/</loc>
    <lastmod>2026-02-20T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/private-ai-setup-chatgpt-alternative/</loc>
    <lastmod>2026-02-20T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/qwen3-coder-8fp-flutter-docs-conversion/</loc>
    <lastmod>2026-02-20T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/sanityboard-eval-framework-latest-models/</loc>
    <lastmod>2026-02-20T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/templateflow-ai-workflows-local-deployment/</loc>
    <lastmod>2026-02-20T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/vaultai-42-models-portable-ssd-offline/</loc>
    <lastmod>2026-02-20T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/24-simultaneous-claude-agents-local-hardware/</loc>
    <lastmod>2026-02-21T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/apple-researchers-on-device-ai-agent-app-interaction/</loc>
    <lastmod>2026-02-21T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/claude-code-open-local-ai-coding-platform/</loc>
    <lastmod>2026-02-21T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/ggml-acquired-by-huggingface/</loc>
    <lastmod>2026-02-21T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/ggml-joins-hugging-face-llama-cpp-open-source/</loc>
    <lastmod>2026-02-21T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/google-financial-strategy-challenge-nvidia-chips/</loc>
    <lastmod>2026-02-21T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/gpu-not-required-running-ai-without-graphics-cards/</loc>
    <lastmod>2026-02-21T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/intel-frugal-ai-pcs-india-summit/</loc>
    <lastmod>2026-02-21T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/ouro-2-6b-thinking-inference-fixed/</loc>
    <lastmod>2026-02-21T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/qwen3-coder-aggressive-quantization/</loc>
    <lastmod>2026-02-21T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/running-local-llms-energy-efficient-pricey-markets/</loc>
    <lastmod>2026-02-21T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/search-analyze-doj-documents-local-llm/</loc>
    <lastmod>2026-02-21T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/strix-halo-benchmarks-local-models/</loc>
    <lastmod>2026-02-21T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/taalas-ai-models-transistors-inference-acceleration/</loc>
    <lastmod>2026-02-21T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/vellium-0-3-5-native-koboldcpp/</loc>
    <lastmod>2026-02-21T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/ai-pcs-npu-privacy-critical-guide/</loc>
    <lastmod>2026-02-22T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/asus-expertbook-b3-50-tops-enterprise-ai/</loc>
    <lastmod>2026-02-22T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/cpu-training-beats-gpu-baseline-flashlm/</loc>
    <lastmod>2026-02-22T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/dietpi-v10-1-release/</loc>
    <lastmod>2026-02-22T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/ggml-joins-hugging-face-local-optimization/</loc>
    <lastmod>2026-02-22T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/google-npu-ip-open-source-synaptics/</loc>
    <lastmod>2026-02-22T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/horizon-ai-news-aggregator-open-source/</loc>
    <lastmod>2026-02-22T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/intel-ai-pcs-frugal-ai-india-summit/</loc>
    <lastmod>2026-02-22T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/local-llm-performance-framework-13-amd/</loc>
    <lastmod>2026-02-22T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/o-titans-orthogonal-lora-gemma3-titans/</loc>
    <lastmod>2026-02-22T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/ollama-0-17-released-improved-onboarding/</loc>
    <lastmod>2026-02-22T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/ouro-2-6b-ggufs-released-looped-inference/</loc>
    <lastmod>2026-02-22T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/risc-v-architecture-ai-inference/</loc>
    <lastmod>2026-02-22T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/security-alert-shade-plagiarism-heretic/</loc>
    <lastmod>2026-02-22T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/tickr-slack-ai-project-manager-local/</loc>
    <lastmod>2026-02-22T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/ai-reverse-engineering-rosetta-2-linux/</loc>
    <lastmod>2026-02-23T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/amd-gpu-linux-support-valve-developer-fix/</loc>
    <lastmod>2026-02-23T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/breaking-speed-limit-17k-tokens-sec-local-inference/</loc>
    <lastmod>2026-02-23T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/complete-stack-local-autonomous-agents-ggml-orchestration/</loc>
    <lastmod>2026-02-23T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/earl-cli-ai-agent-integration-tool/</loc>
    <lastmod>2026-02-23T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/elastic-embedding-models-semantic-search-performance/</loc>
    <lastmod>2026-02-23T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/forthought-self-hosted-ai-stack-openwebui/</loc>
    <lastmod>2026-02-23T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/future-mobile-ai-on-device-intelligence-app-developers/</loc>
    <lastmod>2026-02-23T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/future-of-mobile-ai-on-device-intelligence-app-developers/</loc>
    <lastmod>2026-02-23T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/gix-go-cli-ai-commit-messages/</loc>
    <lastmod>2026-02-23T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/glm-5-tops-open-weights-benchmark/</loc>
    <lastmod>2026-02-23T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/gpt-oss-20b-agentic-local-deployment/</loc>
    <lastmod>2026-02-23T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/llama-cpp-hugging-face-long-term-home/</loc>
    <lastmod>2026-02-23T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/llmfit-tool-run-llms-on-your-machine/</loc>
    <lastmod>2026-02-23T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/local-gpt-oss-20b-agentic-capability/</loc>
    <lastmod>2026-02-23T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/massu-governance-layer-mcp-tools/</loc>
    <lastmod>2026-02-23T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/nanollama-llama3-training-framework/</loc>
    <lastmod>2026-02-23T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/nvidia-first-laptops-own-processors/</loc>
    <lastmod>2026-02-23T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/open-source-framework-gemini-deep-think-performance/</loc>
    <lastmod>2026-02-23T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/portable-workstation-for-inference/</loc>
    <lastmod>2026-02-23T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/qwen3-code-next-local-coding-deployment/</loc>
    <lastmod>2026-02-23T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/qwen3-voice-embeddings-feature/</loc>
    <lastmod>2026-02-23T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/qwen3-voice-embeddings-local-tts/</loc>
    <lastmod>2026-02-23T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/skills-benchmark-evaluating-llm-capabilities/</loc>
    <lastmod>2026-02-23T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/south-korea-687-million-on-device-ai-semiconductors/</loc>
    <lastmod>2026-02-23T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/strategies-for-17k-tokens-per-second-local-inference/</loc>
    <lastmod>2026-02-23T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/wave-field-llm-efficient-training-1b/</loc>
    <lastmod>2026-02-23T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/web-frameworks-token-efficiency-ai-agents/</loc>
    <lastmod>2026-02-23T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/wolfram-tech-foundation-tool-llm-systems/</loc>
    <lastmod>2026-02-23T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/agora-ai-api-pricing-oracle-micropayments/</loc>
    <lastmod>2026-02-24T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/ai-requirements-gathering-automation/</loc>
    <lastmod>2026-02-24T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/anthropic-distillation-attacks-deepseek-moonshot/</loc>
    <lastmod>2026-02-24T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/anthropic-no-open-source-models-released/</loc>
    <lastmod>2026-02-24T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/apple-accelerates-us-manufacturing-mac-mini/</loc>
    <lastmod>2026-02-24T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/best-practices-local-llm-deployment-enterprise-scale/</loc>
    <lastmod>2026-02-24T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/closed-source-vs-open-source-ai-real-competition/</loc>
    <lastmod>2026-02-24T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/dypai-build-backends-ai-mcp/</loc>
    <lastmod>2026-02-24T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/elastic-embedding-models-high-performance-semantic-search/</loc>
    <lastmod>2026-02-24T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/enhanced-interface-speed-enables-high-performance-on-device-/</loc>
    <lastmod>2026-02-24T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/kioxia-ufs-5-0-embedded-flash-memory-next-gen-mobile-ai/</loc>
    <lastmod>2026-02-24T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/local-llms-chatgpt-gemini-capability-comparison/</loc>
    <lastmod>2026-02-24T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/meta-openclaw-safety-alignment-superintelligence/</loc>
    <lastmod>2026-02-24T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/mirai-tech-raises-10-million-for-on-device-ai-development/</loc>
    <lastmod>2026-02-24T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/tls-1-3-client-pico-minimal-footprint/</loc>
    <lastmod>2026-02-24T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/ai-agent-frameworks-extreme-constraints-sub-mb-ram/</loc>
    <lastmod>2026-02-25T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/ai-redefining-laptop-performance-pricing/</loc>
    <lastmod>2026-02-25T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/context-layer-cli-ai-agents-local/</loc>
    <lastmod>2026-02-25T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/llama-cpp-quantisation-techniques-performance-gains/</loc>
    <lastmod>2026-02-25T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/llm-accuracy-without-fine-tuning-json-constraints/</loc>
    <lastmod>2026-02-25T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/mcp-file-storage-ethereum-wallet-auth/</loc>
    <lastmod>2026-02-25T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/mirai-10m-funding-on-device-ai-performance/</loc>
    <lastmod>2026-02-25T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/pluckr-llm-html-scraper-selector-caching/</loc>
    <lastmod>2026-02-25T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/pytorch-foundation-agentic-ai-demand/</loc>
    <lastmod>2026-02-25T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/qwen3-5-27b-optimal-sweet-spot-vram-performance/</loc>
    <lastmod>2026-02-25T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/qwen3-5-35b-a3b-agentic-coding-breakthrough/</loc>
    <lastmod>2026-02-25T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/qwen3-5-comprehensive-model-lineup-release/</loc>
    <lastmod>2026-02-25T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/qwen3-5-thinking-mode-optional-deployment-configuration/</loc>
    <lastmod>2026-02-25T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/red-hat-ai-enterprise-hybrid-deployments/</loc>
    <lastmod>2026-02-25T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/ufs-5-0-storage-on-device-ai-performance/</loc>
    <lastmod>2026-02-25T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/agent-system-specialized-ai-agents-code-generation/</loc>
    <lastmod>2026-02-26T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/anonymize-llm-traffic-dodge-fingerprinting-rate-limiting/</loc>
    <lastmod>2026-02-26T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/apple-python-bindings-on-device-intelligence-model/</loc>
    <lastmod>2026-02-26T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/complete-guide-running-llms-locally-ollama-production/</loc>
    <lastmod>2026-02-26T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/deepseek-dualpath-bandwidth-bottleneck-llm-inference/</loc>
    <lastmod>2026-02-26T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/deepseek-dualpath-storage-bandwidth-optimization/</loc>
    <lastmod>2026-02-26T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/lm-studio-vs-ollama-comparison/</loc>
    <lastmod>2026-02-26T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/ollama-javascript-developers-ai-apps-without-api-keys/</loc>
    <lastmod>2026-02-26T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/persistent-memory-local-llms-sleep/</loc>
    <lastmod>2026-02-26T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/privacy-preserving-rag-system-browser/</loc>
    <lastmod>2026-02-26T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/prompt-decay-bug-agent-frameworks-fix/</loc>
    <lastmod>2026-02-26T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/qwen-3-5-122b-72gb-vram-performance/</loc>
    <lastmod>2026-02-26T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/qwen-3-5-coding-capability-benchmark/</loc>
    <lastmod>2026-02-26T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/qwen-3-5-moe-100k-context-40-tps/</loc>
    <lastmod>2026-02-26T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/running-llms-raspberry-pi-edge-devices-practical-guide/</loc>
    <lastmod>2026-02-26T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/agentgate-stake-gated-action-microservice/</loc>
    <lastmod>2026-02-27T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/android-phones-on-device-ai-connectivity-independence/</loc>
    <lastmod>2026-02-27T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/android-phones-smarter-without-internet-on-device-ai-shift/</loc>
    <lastmod>2026-02-27T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/arduino-qualcomm-on-device-ai-education-india/</loc>
    <lastmod>2026-02-27T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/arduino-qualcomm-on-device-ai-robotics-education-india/</loc>
    <lastmod>2026-02-27T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/caret-tab-to-complete-mac-app/</loc>
    <lastmod>2026-02-27T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/docker-containers-agentic-developers-local-deployment/</loc>
    <lastmod>2026-02-27T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/enclave-ruby-agents-framework/</loc>
    <lastmod>2026-02-27T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/extracting-100k-concepts-from-8b-llm/</loc>
    <lastmod>2026-02-27T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/google-ai-edge-gallery-on-device-function-calling/</loc>
    <lastmod>2026-02-27T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/mcp-server-ai-compliance-documentation/</loc>
    <lastmod>2026-02-27T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/on-device-ai-mobile-apps-deployment-decision-guide-2026/</loc>
    <lastmod>2026-02-27T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/qualcomm-snapdragon-8-elite-gen5-galaxy-s26-on-device-ai/</loc>
    <lastmod>2026-02-27T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/seco-edge-ai-som-embedded-world-2026/</loc>
    <lastmod>2026-02-27T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/snapdragon-8-elite-gen-5-galaxy-key-improvements-inference/</loc>
    <lastmod>2026-02-27T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/accuracy-vs-speed-in-local-llms-finding-sweet-spot/</loc>
    <lastmod>2026-02-28T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/arduino-qualcomm-on-device-ai-education-india-schools/</loc>
    <lastmod>2026-02-28T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/docker-containers-agentic-developers/</loc>
    <lastmod>2026-02-28T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/galaxy-s26-ai-scam-detection-on-device/</loc>
    <lastmod>2026-02-28T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/hybrid-moe-runtime-krasis-3324-tok-s-rtx-5080/</loc>
    <lastmod>2026-02-28T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/krasis-hybrid-moe-runtime-3324-tokens-per-second/</loc>
    <lastmod>2026-02-28T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/llmfit-hardware-aware-model-selection-tool/</loc>
    <lastmod>2026-02-28T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/llmfit-hardware-detection-tool-497-models-133-providers/</loc>
    <lastmod>2026-02-28T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/meta-ai-smartwatch-2026-wearables/</loc>
    <lastmod>2026-02-28T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/ml-energy-leaderboard-efficiency-benchmarks/</loc>
    <lastmod>2026-02-28T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/on-device-ai-mobile-apps-2026-decision-guide/</loc>
    <lastmod>2026-02-28T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/open-source-ai-agents-security-audit/</loc>
    <lastmod>2026-02-28T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/qwen-35-27b-impressive-performance-prompt-engineering/</loc>
    <lastmod>2026-02-28T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/qwen-35-35b-rtx-5080-community-experiments-kvq8-kl-divergenc/</loc>
    <lastmod>2026-02-28T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/qwen-35-35b-unsloth-dynamic-ggufs-sota-quantisation/</loc>
    <lastmod>2026-02-28T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/qwen35-35b-raspberry-pi-5-edge-inference/</loc>
    <lastmod>2026-02-28T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/qwen35-35b-rtx-5080-community-experiments-kv-quantisation/</loc>
    <lastmod>2026-02-28T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/qwen35-35b-unsloth-dynamic-ggufs-sota-benchmarks/</loc>
    <lastmod>2026-02-28T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/serve-markdown-next-js-app-llm-integration/</loc>
    <lastmod>2026-02-28T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/unsloth-dynamic-2-0-gguf-models/</loc>
    <lastmod>2026-02-28T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/agentlens-open-source-observability-ai-agents/</loc>
    <lastmod>2026-03-01T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/ai-native-store-research-trend-analysis/</loc>
    <lastmod>2026-03-01T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/apple-intelligence-galaxy-ai-phone-repair/</loc>
    <lastmod>2026-03-01T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/bare-metal-llm-inference-uefi/</loc>
    <lastmod>2026-03-01T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/conductor-mcp-sync-servers-everywhere/</loc>
    <lastmod>2026-03-01T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/deepseek-v4-multimodal-release/</loc>
    <lastmod>2026-03-01T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/free-tools-run-powerful-ai-pc-no-subscription/</loc>
    <lastmod>2026-03-01T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/google-chain-of-thought-accuracy-finding/</loc>
    <lastmod>2026-03-01T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/huawei-superpod-global-computing-infrastructure/</loc>
    <lastmod>2026-03-01T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/nummi-ai-companion-memory-local-inference/</loc>
    <lastmod>2026-03-01T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/parsehive-ai-powered-invoice-extraction-local/</loc>
    <lastmod>2026-03-01T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/qwen-35-35b-a3b-efficiency-breakthrough/</loc>
    <lastmod>2026-03-01T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/qwen-35-thinking-mode-toggle/</loc>
    <lastmod>2026-03-01T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/rag-enterprise-100-percent-local-rag-system/</loc>
    <lastmod>2026-03-01T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/run-high-performance-llms-arduino-uno-q/</loc>
    <lastmod>2026-03-01T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/alibaba-copaw-ai-agent-open-source-mcp-clawfub/</loc>
    <lastmod>2026-03-02T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/amd-ryzen-ai-400-series-expanded-portfolio-local-inference/</loc>
    <lastmod>2026-03-02T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/apple-neural-engine-reverse-engineered-microgpt/</loc>
    <lastmod>2026-03-02T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/browser-use-vs-claude-computer-use/</loc>
    <lastmod>2026-03-02T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/c7-library-docs-llm-terminal/</loc>
    <lastmod>2026-03-02T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/change-intent-records-ai-development/</loc>
    <lastmod>2026-03-02T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/gitdelivr-free-cdn-git-clones/</loc>
    <lastmod>2026-03-02T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/hp-zbook-ultra-14-g1a-local-ai-workflows-review/</loc>
    <lastmod>2026-03-02T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/jan-code-4b-efficient-coding-assistant-release/</loc>
    <lastmod>2026-03-02T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/progress-local-llm-deployment-year-after-deepseek/</loc>
    <lastmod>2026-03-02T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/qualcomm-snapdragon-wear-elite-on-device-ai-wearables/</loc>
    <lastmod>2026-03-02T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/qwen-35-bf16-kv-cache-requirement-critical-fix/</loc>
    <lastmod>2026-03-02T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/qwen-35-performance-breakthrough-170k-context/</loc>
    <lastmod>2026-03-02T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/rag-vs-skill-vs-mcp-vs-rlm/</loc>
    <lastmod>2026-03-02T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/running-local-ai-models-mac-studio-128gb-benchmark/</loc>
    <lastmod>2026-03-02T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/alibaba-qwen-3-5-iphone-17-on-device/</loc>
    <lastmod>2026-03-03T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/amd-ryzen-ai-400-series-desktop-processors/</loc>
    <lastmod>2026-03-03T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/apple-m4-ipad-air-on-device-ai-capabilities/</loc>
    <lastmod>2026-03-03T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/building-dependency-free-gpt-custom-os/</loc>
    <lastmod>2026-03-03T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/claude-opus-46-knuth-cycles-problem/</loc>
    <lastmod>2026-03-03T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/continuum-ci-drift-guard-llm-workflows/</loc>
    <lastmod>2026-03-03T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/eu-ai-act-article-12-logging-infrastructure/</loc>
    <lastmod>2026-03-03T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/framework-choice-impacts-qwen-3-5-performance/</loc>
    <lastmod>2026-03-03T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/intel-arc-pro-b70-gpu-vllm-support/</loc>
    <lastmod>2026-03-03T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/qualcomm-snapdragon-wear-elite-npu-2b-params/</loc>
    <lastmod>2026-03-03T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/qwen-3-5-benchmark-comparison-visualization/</loc>
    <lastmod>2026-03-03T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/qwen-3-5-browser-webgpu-transformers-js-demo/</loc>
    <lastmod>2026-03-03T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/qwen-3-5-legacy-hardware-deployment-s10e/</loc>
    <lastmod>2026-03-03T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/qwen-3-5-small-models-released-edge-deployment/</loc>
    <lastmod>2026-03-03T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/vibewhisper-macos-local-voice-to-text/</loc>
    <lastmod>2026-03-03T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/aetherya-core-deterministic-policy-engine-llm/</loc>
    <lastmod>2026-03-04T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/amd-copilot-plus-desktop-ai-chips/</loc>
    <lastmod>2026-03-04T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/apple-m5-pro-max-llm-performance/</loc>
    <lastmod>2026-03-04T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/apple-m5-pro-max-on-device-ai-macbook-pro/</loc>
    <lastmod>2026-03-04T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/glyph-local-first-markdown-notes-macos-rust/</loc>
    <lastmod>2026-03-04T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/incrmd-incremental-ai-coding-project-markdown/</loc>
    <lastmod>2026-03-04T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/local-llm-coding-cost-savings-analysis/</loc>
    <lastmod>2026-03-04T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/on-device-ai-laptop-lineups-emerging-trend/</loc>
    <lastmod>2026-03-04T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/openwrt-25-12-stable-release/</loc>
    <lastmod>2026-03-04T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/qualcomm-snapdragon-wear-elite-on-device-ai/</loc>
    <lastmod>2026-03-04T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/qwen-3-5-27b-quantization-analysis/</loc>
    <lastmod>2026-03-04T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/qwen-3-5-35b-a3b-swebench-performance/</loc>
    <lastmod>2026-03-04T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/qwen-3-5-4b-web-os-generation/</loc>
    <lastmod>2026-03-04T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/runnanywhere-enterprise-on-device-ai-platform/</loc>
    <lastmod>2026-03-04T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/synthesisos-local-first-agentic-desktop-rust/</loc>
    <lastmod>2026-03-04T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/apple-macbook-m5-on-device-ai/</loc>
    <lastmod>2026-03-05T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/kakao-kanana-on-device-ai-ktalk/</loc>
    <lastmod>2026-03-05T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/mediatek-omni-model-smartphone-inference/</loc>
    <lastmod>2026-03-05T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/unity-manufacturing-ai-smart-factory/</loc>
    <lastmod>2026-03-05T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/alibaba-qwen-3-5-on-device-ai-support/</loc>
    <lastmod>2026-03-06T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/boardmint-pcb-review-tool-avoids-hallucinations/</loc>
    <lastmod>2026-03-06T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/claude-code-context-window-analysis/</loc>
    <lastmod>2026-03-06T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/consciios-systems-architecture-ai-alignment/</loc>
    <lastmod>2026-03-06T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/hyperexcel-series-b-lpu-verda-korea/</loc>
    <lastmod>2026-03-06T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/imrobot-reverse-captcha-ai-agent-verification/</loc>
    <lastmod>2026-03-06T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/llama-cpp-mcp-agentic-support/</loc>
    <lastmod>2026-03-06T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/llama-swap-model-serving-breakthrough/</loc>
    <lastmod>2026-03-06T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/oppo-mediatek-on-device-ai-mwc-2026/</loc>
    <lastmod>2026-03-06T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/pytorch-native-ibm-spyre-accelerator-support/</loc>
    <lastmod>2026-03-06T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/qwen-3-5-9b-agent-m1-benchmark/</loc>
    <lastmod>2026-03-06T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/qwen3-5-unsloth-gguf-final-update/</loc>
    <lastmod>2026-03-06T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/sram-centric-chips-ai-inference/</loc>
    <lastmod>2026-03-06T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/tldr-chrome-extension-ai-article-summarization/</loc>
    <lastmod>2026-03-06T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/windows-11-notepad-on-device-ai-generation/</loc>
    <lastmod>2026-03-06T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/alibaba-qwen-3-5-on-device-ai-model/</loc>
    <lastmod>2026-03-07T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/asterode-multi-model-ai-app-memory-features/</loc>
    <lastmod>2026-03-07T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/granite-speech-1b-multilingual-asr-release/</loc>
    <lastmod>2026-03-07T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/jse-v2-ai-output-specification/</loc>
    <lastmod>2026-03-07T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/linux-terminal-local-ai-assistant/</loc>
    <lastmod>2026-03-07T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/llamacpp-automatic-parser-generator-merged/</loc>
    <lastmod>2026-03-07T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/mojo-programming-language-ai-world/</loc>
    <lastmod>2026-03-07T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/open-webui-terminal-tool-calling-qwen35/</loc>
    <lastmod>2026-03-07T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/pytorch-native-ibm-spyre-accelerator/</loc>
    <lastmod>2026-03-07T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/qwen3-coder-next-tops-swe-bench-rankings/</loc>
    <lastmod>2026-03-07T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/reddragon-llm-assisted-ir-code-analysis/</loc>
    <lastmod>2026-03-07T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/sarvam-30b-105b-open-source-models-released/</loc>
    <lastmod>2026-03-07T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/self-hosted-paperless-ngx-local-ai/</loc>
    <lastmod>2026-03-07T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/simplai-deploy-agents-workflows-without-boilerplate/</loc>
    <lastmod>2026-03-07T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/windows-11-notepad-local-ai-text-generation/</loc>
    <lastmod>2026-03-07T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/ai-agent-reliability-tracker-benchmark/</loc>
    <lastmod>2026-03-08T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/apple-macbook-neo-a18-pro-local-ml/</loc>
    <lastmod>2026-03-08T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/eth-zurich-study-context-length-agent-performance/</loc>
    <lastmod>2026-03-08T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/hp-ai-workstations-local-inference/</loc>
    <lastmod>2026-03-08T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/ivy-offline-ai-tutor-local-deployment/</loc>
    <lastmod>2026-03-08T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/llamacpp-ubatch-size-optimization-guide/</loc>
    <lastmod>2026-03-08T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/local-llms-competitive-in-real-time-trading-benchmark/</loc>
    <lastmod>2026-03-08T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/mistral-ai-workflows-integration/</loc>
    <lastmod>2026-03-08T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/model-compression-breakthrough-17-6b-to-417m/</loc>
    <lastmod>2026-03-08T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/openspec-spec-driven-development-ai-coding/</loc>
    <lastmod>2026-03-08T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/proxly-self-hosted-tunneling-deployment/</loc>
    <lastmod>2026-03-08T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/qwen-35-27b-local-performance-breakthrough/</loc>
    <lastmod>2026-03-08T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/reverse-engineering-dos-game-codex-local-inference/</loc>
    <lastmod>2026-03-08T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/samsung-vision-ai-qled-edge-inference/</loc>
    <lastmod>2026-03-08T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/snapdragon-wear-elite-wearable-ai/</loc>
    <lastmod>2026-03-08T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/android-kokoro-tts-offline-audiobook-reader-voiceshelf/</loc>
    <lastmod>2026-03-09T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/commitgen-cc-ollama-local-commits/</loc>
    <lastmod>2026-03-09T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/engram-persistent-memory-ai-agents/</loc>
    <lastmod>2026-03-09T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/fretbench-llm-guitar-tabs-evaluation/</loc>
    <lastmod>2026-03-09T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/gyro-claw-secure-execution-ai-agents/</loc>
    <lastmod>2026-03-09T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/how-to-run-local-llm-2026-guide/</loc>
    <lastmod>2026-03-09T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/nemotron-9b-demonstrates-efficient-local-inference-at-scale/</loc>
    <lastmod>2026-03-09T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/nota-ai-on-device-deployment-embedded/</loc>
    <lastmod>2026-03-09T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/ollama-pc-local-ai-performance-guide/</loc>
    <lastmod>2026-03-09T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/qwen-3-5-derestricted-variant-released-on-huggingface/</loc>
    <lastmod>2026-03-09T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/qwen-3-5-family-benchmark-comparison-local-deployment/</loc>
    <lastmod>2026-03-09T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/qwen-3-5-small-on-device-phones-iot/</loc>
    <lastmod>2026-03-09T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/sarvam-open-sources-reasoning-models/</loc>
    <lastmod>2026-03-09T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/strix-halo-rocm-performance-optimization-llama-cpp/</loc>
    <lastmod>2026-03-09T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/vs-code-agent-kanban-task-management/</loc>
    <lastmod>2026-03-09T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/ai-content-automation-stack-2026/</loc>
    <lastmod>2026-03-10T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/apple-silicon-m5-max-local-inference-performance/</loc>
    <lastmod>2026-03-10T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/bash-nano-claude-code-agent/</loc>
    <lastmod>2026-03-10T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/fine-tuned-small-qwen-models-outperform-frontier-llms/</loc>
    <lastmod>2026-03-10T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/fish-audio-s2-opensource-expressive-tts-local/</loc>
    <lastmod>2026-03-10T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/freebsd-14-4-release-local-inference/</loc>
    <lastmod>2026-03-10T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/gloss-local-first-notebooklm-alternative-rust/</loc>
    <lastmod>2026-03-10T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/google-chromebook-plus-on-device-ai-features/</loc>
    <lastmod>2026-03-10T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/hp-omen-max-16-local-ai-viability-2026/</loc>
    <lastmod>2026-03-10T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/ispec-runtime-documentation-validation/</loc>
    <lastmod>2026-03-10T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/local-llm-settings-optimization-guide/</loc>
    <lastmod>2026-03-10T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/mnemos-persistent-memory-for-ai-agents/</loc>
    <lastmod>2026-03-10T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/photoprism-ollama-integration-ai-photos/</loc>
    <lastmod>2026-03-10T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/qwen-3-5-small-models-local-deployment/</loc>
    <lastmod>2026-03-10T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/sk-hynix-1c-lpddr6-on-device-ai/</loc>
    <lastmod>2026-03-10T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/ai-agents-real-tools-safety-implications/</loc>
    <lastmod>2026-03-11T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/ai-watermark-detection-tool/</loc>
    <lastmod>2026-03-11T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/aver-language-ai-human-review/</loc>
    <lastmod>2026-03-11T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/kali-linux-ollama-mcp-penetration-testing/</loc>
    <lastmod>2026-03-11T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/kubernetes-operator-ai-coding-agents/</loc>
    <lastmod>2026-03-11T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/llama-cpp-birthday-milestone/</loc>
    <lastmod>2026-03-11T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/llm-markup-format-structured-output/</loc>
    <lastmod>2026-03-11T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/nvidia-jetson-edge-deployment-open-models/</loc>
    <lastmod>2026-03-11T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/qwen-35b-uncensored-gguf-release/</loc>
    <lastmod>2026-03-11T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/qwen-leaderboard-layer-duplication-breakthrough/</loc>
    <lastmod>2026-03-11T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/sarvam-open-sources-reasoning-models-30b-105b/</loc>
    <lastmod>2026-03-11T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/sk-hynix-lpddr6-memory-ai-inference-optimization/</loc>
    <lastmod>2026-03-11T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/ti-npu-powered-mcus-low-power-edge-ai/</loc>
    <lastmod>2026-03-11T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/tiny-model-self-improvement-macbook-air/</loc>
    <lastmod>2026-03-11T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/cutile-jl-nvidia-cuda-tile-programming-julia/</loc>
    <lastmod>2026-03-12T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/function-calling-alternatives-agent-design/</loc>
    <lastmod>2026-03-12T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/llama-cpp-reasoning-budget-support/</loc>
    <lastmod>2026-03-12T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/llm-behavior-detection-consistency-monitoring/</loc>
    <lastmod>2026-03-12T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/local-ai-coding-assistant-vscode-ollama-continue/</loc>
    <lastmod>2026-03-12T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/local-llm-setup-deepseek-r1-consumer-hardware/</loc>
    <lastmod>2026-03-12T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/m5-max-local-llm-benchmarks/</loc>
    <lastmod>2026-03-12T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/meepachat-slack-ai-agents-self-hosted/</loc>
    <lastmod>2026-03-12T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/moe-backend-benchmarking-qwen-sm120/</loc>
    <lastmod>2026-03-12T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/nemotron-3-super-moe-release/</loc>
    <lastmod>2026-03-12T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/nvidia-jetson-edge-hub-open-ai-models/</loc>
    <lastmod>2026-03-12T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/quantization-guide-q4-k-m-awq-fp16-local-llms/</loc>
    <lastmod>2026-03-12T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/qwodel-open-source-llm-quantization-pipeline/</loc>
    <lastmod>2026-03-12T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/sarvam-open-sources-30b-105b-reasoning-models/</loc>
    <lastmod>2026-03-12T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/vmexit-ai-native-computing-experiment/</loc>
    <lastmod>2026-03-12T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/how-to-install-openclaw-ollama/</loc>
    <lastmod>2026-03-13T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/intel-llm-scaler-vllm-qwen3-support/</loc>
    <lastmod>2026-03-13T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/linux-amdgpu-idle-power-rdna4-fix/</loc>
    <lastmod>2026-03-13T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/qwen-overtakes-llama-self-hosted-deployment/</loc>
    <lastmod>2026-03-13T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/3-path-agent-memory-optimization-recurrent-state/</loc>
    <lastmod>2026-03-14T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/agentarmor-open-source-security-framework-ai-agents/</loc>
    <lastmod>2026-03-14T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/best-local-llm-models-2026-comparison/</loc>
    <lastmod>2026-03-14T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/bots-of-wallstreet-local-agent-coordination/</loc>
    <lastmod>2026-03-14T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/fine-tuned-14b-ada-language-coding/</loc>
    <lastmod>2026-03-14T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/home-assistant-local-llm-log-analysis/</loc>
    <lastmod>2026-03-14T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/how-to-run-local-llms-complete-developers-guide-2026/</loc>
    <lastmod>2026-03-14T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/intake-api-inbox-ai-coding-agents/</loc>
    <lastmod>2026-03-14T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/lemonade-v10-linux-npu-support/</loc>
    <lastmod>2026-03-14T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/local-llms-apple-silicon-2026-guide/</loc>
    <lastmod>2026-03-14T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/local-manga-translator-llm-pipeline/</loc>
    <lastmod>2026-03-14T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/memory-decay-approaches-local-llm-context/</loc>
    <lastmod>2026-03-14T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/openvino-backend-llama-cpp/</loc>
    <lastmod>2026-03-14T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/p-eagle-parallel-speculative-decoding-vllm/</loc>
    <lastmod>2026-03-14T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/qwen-35-27b-2000-tps-rtx5090/</loc>
    <lastmod>2026-03-14T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/Local LLM Hardware suitability checks/</loc>
    <lastmod>2026-03-15T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/amd-agent-ryzen-radeon-local-ai-system/</loc>
    <lastmod>2026-03-15T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/autoresearch-cpu-optimization-karpathy/</loc>
    <lastmod>2026-03-15T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/buxo-ai-calendly-alternative-llm-scheduling/</loc>
    <lastmod>2026-03-15T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/cicikus-v3-prometheus-edge-reasoning-model/</loc>
    <lastmod>2026-03-15T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/greenboost-driver-extends-gpu-vram-with-system-ram-nvme/</loc>
    <lastmod>2026-03-15T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/hybrid-ai-desktop-layer-dom-automation/</loc>
    <lastmod>2026-03-15T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/india-mobile-ai-leapfrog-strategy/</loc>
    <lastmod>2026-03-15T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/local-models-replace-chatgpt-gemini-copilot/</loc>
    <lastmod>2026-03-15T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/mac-mini-ai-powerhouse-gpu-acceleration/</loc>
    <lastmod>2026-03-15T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/multi-gpu-inference-across-lan-qwen27b-nvidia-amd/</loc>
    <lastmod>2026-03-15T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/nvidia-nemotron-3-super-local-llm-implications/</loc>
    <lastmod>2026-03-15T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/open-source-ai-cowork-platforms-comparison/</loc>
    <lastmod>2026-03-15T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/qwen3-5-397b-282-tok-s-optimization-blackwell/</loc>
    <lastmod>2026-03-15T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/stepfun-releases-step-3-5-flash-sft-dataset/</loc>
    <lastmod>2026-03-15T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/voice-tracked-teleprompter-on-device-asr/</loc>
    <lastmod>2026-03-15T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/amd-agent-computers-ai-pc-breakthrough/</loc>
    <lastmod>2026-03-16T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/apple-on-device-ai-privacy-parliament/</loc>
    <lastmod>2026-03-16T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/custom-ai-smart-speaker-local-inference/</loc>
    <lastmod>2026-03-16T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/dataflow-llm-training-data-generation-preparation/</loc>
    <lastmod>2026-03-16T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/dictare-open-source-voice-layer-local-ai-coding/</loc>
    <lastmod>2026-03-16T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/external-gpu-enclosure-cloud-independence/</loc>
    <lastmod>2026-03-16T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/loki-local-ai-assistant-linux-wsl/</loc>
    <lastmod>2026-03-16T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/merrilin-ai-code-blocks-books/</loc>
    <lastmod>2026-03-16T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/nota-ai-quantization-etf-expansion/</loc>
    <lastmod>2026-03-16T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/nvidia-nemotron-license-update/</loc>
    <lastmod>2026-03-16T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/omnicoder-9b-coding-model/</loc>
    <lastmod>2026-03-16T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/open-source-replacing-closed-sota/</loc>
    <lastmod>2026-03-16T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/qwen-35-122b-reasoning-breakthrough/</loc>
    <lastmod>2026-03-16T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/qwen35-overthinking-inference-fix/</loc>
    <lastmod>2026-03-16T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/raspberry-pi-ai-tools-local-inference/</loc>
    <lastmod>2026-03-16T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/ai-agents-payment-mechanisms-api-calls-decentralized/</loc>
    <lastmod>2026-03-17T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/ai-agents-transition-from-feature-to-system/</loc>
    <lastmod>2026-03-17T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/kaist-hyper-personalized-on-device-ai-chip/</loc>
    <lastmod>2026-03-17T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/kimi-attention-residuals-1-25x-compute-performance/</loc>
    <lastmod>2026-03-17T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/layer-surgery-transformer-danger-zone-discovery/</loc>
    <lastmod>2026-03-17T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/leanstral-first-lean-4-code-agent/</loc>
    <lastmod>2026-03-17T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/lima-ai-coding-agent-sandbox-local-deployment/</loc>
    <lastmod>2026-03-17T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/local-qwen-browser-automation-replanning-breakthrough/</loc>
    <lastmod>2026-03-17T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/mistral-releases-small-4-open-source-model/</loc>
    <lastmod>2026-03-17T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/mistral-small-4-119b-local-deployment/</loc>
    <lastmod>2026-03-17T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/new-magnetic-material-ai-era-inference-hardware/</loc>
    <lastmod>2026-03-17T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/openjarvis-local-first-on-device-ai-agents/</loc>
    <lastmod>2026-03-17T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/qwen-3-5-4b-outperforms-nemotron-benchmarks/</loc>
    <lastmod>2026-03-17T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/ran-local-llms-dead-gpu-surprising-results/</loc>
    <lastmod>2026-03-17T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/run-llms-locally-with-llama-cpp-guide/</loc>
    <lastmod>2026-03-17T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/agentflow-process-mining-for-ai-agents/</loc>
    <lastmod>2026-03-18T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/browser-based-transcription-tools-local-inference/</loc>
    <lastmod>2026-03-18T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/claude-auto-retry-rate-limit-handling/</loc>
    <lastmod>2026-03-18T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/custom-gpu-multiplexer-model-switching/</loc>
    <lastmod>2026-03-18T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/huggingface-llmfit-hardware-detection-one-liner/</loc>
    <lastmod>2026-03-18T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/local-llm-prompting-techniques-cloud-comparison/</loc>
    <lastmod>2026-03-18T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/lucidshark-local-first-open-source-quality-gate/</loc>
    <lastmod>2026-03-18T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/makeuseof-local-llm-cloud-replacement-five-tasks/</loc>
    <lastmod>2026-03-18T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/mamba-3-state-space-model-inference/</loc>
    <lastmod>2026-03-18T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/minimax-m2-7-model-announcement/</loc>
    <lastmod>2026-03-18T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/my-dinner-with-ai-local-inference-narrative/</loc>
    <lastmod>2026-03-18T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/skills-manager-multi-agent-orchestration/</loc>
    <lastmod>2026-03-18T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/snapdragon-8-elite-gen-5-ai-acceleration-hardware/</loc>
    <lastmod>2026-03-18T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/tether-qvac-fabric-on-device-training-framework/</loc>
    <lastmod>2026-03-18T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/unsloth-studio-open-source-llm-runner/</loc>
    <lastmod>2026-03-18T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/bitnet-lora-framework-on-device-ai-training/</loc>
    <lastmod>2026-03-19T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/dell-pro-max-16-plus-discrete-npu-enterprise-ai/</loc>
    <lastmod>2026-03-19T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/kilo-vs-code-local-llm-integration-extension/</loc>
    <lastmod>2026-03-19T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/multiverse-computing-compressed-models-edge-ai/</loc>
    <lastmod>2026-03-19T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/sarvam-edge-india-offline-phone-laptop-model/</loc>
    <lastmod>2026-03-19T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/ai-impact-mathematics-analogy-taos-perspective/</loc>
    <lastmod>2026-03-20T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/asus-expertcenter-pn55-amd-ai-cpu-npu/</loc>
    <lastmod>2026-03-20T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/claude-code-permissions-hook-local-deployment/</loc>
    <lastmod>2026-03-20T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/cursor-composer-2-kimi-k25-fine-tuning-analysis/</loc>
    <lastmod>2026-03-20T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/cybersecurity-skills-anthropic-ai-agents-standard/</loc>
    <lastmod>2026-03-20T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/llamafile-0-10-gpu-support-rebuilt-core/</loc>
    <lastmod>2026-03-20T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/lmcache-oracle-llm-inference-acceleration/</loc>
    <lastmod>2026-03-20T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/nvidia-nemotron-3-nano-4b-webgpu-browser-inference/</loc>
    <lastmod>2026-03-20T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/nvidia-nemotron-cascade-2-30b-efficient-local-inference/</loc>
    <lastmod>2026-03-20T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/old-gpus-dedicated-ai-inference-cards/</loc>
    <lastmod>2026-03-20T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/qwen-3-5-kvache-quantization-configuration-guide/</loc>
    <lastmod>2026-03-20T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/qwen-3-5-local-deployment-quantization-guide/</loc>
    <lastmod>2026-03-20T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/self-hosted-llms-alternative-to-paid-services/</loc>
    <lastmod>2026-03-20T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/small-language-models-specialized-training-28m-parameters/</loc>
    <lastmod>2026-03-20T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/swarmhawk-cli-vulnerability-scanning-ai-synthesis/</loc>
    <lastmod>2026-03-20T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/ai-augmentation-technical-leaders/</loc>
    <lastmod>2026-03-21T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/atuin-v18-13-ai-shell-integration/</loc>
    <lastmod>2026-03-21T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/build-ai-server-deepseek-r1-rtx-4090-local-llm/</loc>
    <lastmod>2026-03-21T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/content-powering-ai-compensation-model/</loc>
    <lastmod>2026-03-21T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/cursor-composer2-attribution-controversy-local-impact/</loc>
    <lastmod>2026-03-21T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/deepseek-r1-rtx-4090-vs-apple-m3-max-benchmark/</loc>
    <lastmod>2026-03-21T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/local-ai-coding-assistant-cursor-alternative-continue/</loc>
    <lastmod>2026-03-21T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/m5-max-128gb-apple-silicon-performance-tests/</loc>
    <lastmod>2026-03-21T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/macinai-local-retro-hardware-inference/</loc>
    <lastmod>2026-03-21T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/multi-token-prediction-mlx-lm-qwen-35/</loc>
    <lastmod>2026-03-21T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/pydantic-deep-agents-local-deployment/</loc>
    <lastmod>2026-03-21T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/qualcomm-samsung-on-device-ai-chip-alliance/</loc>
    <lastmod>2026-03-21T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/qwen-35-397b-best-local-coder-benchmark/</loc>
    <lastmod>2026-03-21T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/running-ai-agent-448kb-ram-microcontroller/</loc>
    <lastmod>2026-03-21T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/self-hosted-ai-code-review-secure-automation/</loc>
    <lastmod>2026-03-21T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/ai-playground-developers-vite-python/</loc>
    <lastmod>2026-03-22T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/automate-read-it-later-workflow-local-llm/</loc>
    <lastmod>2026-03-22T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/autonomous-ai-agents-gap-future/</loc>
    <lastmod>2026-03-22T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/brezn-decentralized-local-communication/</loc>
    <lastmod>2026-03-22T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/browseros-0-44-release-local-inference/</loc>
    <lastmod>2026-03-22T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/careless-whisper-local-speech-to-text/</loc>
    <lastmod>2026-03-22T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/comparing-chatgpt-vs-local-llms-practical/</loc>
    <lastmod>2026-03-22T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/ik-llamacpp-26x-faster-prompt-processing/</loc>
    <lastmod>2026-03-22T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/llama-8b-structured-prompting-reasoning/</loc>
    <lastmod>2026-03-22T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/multi-agent-local-vllm-setup/</loc>
    <lastmod>2026-03-22T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/nemotron-cascade-2-local-deployment/</loc>
    <lastmod>2026-03-22T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/private-brain-windows-pc-local-llm/</loc>
    <lastmod>2026-03-22T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/qwen-3-5-122b-uncensored-gguf-release/</loc>
    <lastmod>2026-03-22T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/rust-project-perspectives-ai/</loc>
    <lastmod>2026-03-22T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/self-hosted-llms-alternative-chatgpt-claude/</loc>
    <lastmod>2026-03-22T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/ai-receptionist-luxury-mechanic-shop/</loc>
    <lastmod>2026-03-23T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/ai-search-engine-geforce-rtx-5090-single-gpu/</loc>
    <lastmod>2026-03-23T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/alibaba-qwen-wan-open-source-commitment/</loc>
    <lastmod>2026-03-23T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/build-self-hosted-ai-server-lm-studio-guide/</loc>
    <lastmod>2026-03-23T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/claude-usage-monitor-macos-app/</loc>
    <lastmod>2026-03-23T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/korea-domestic-ai-chips-smart-cities-npu-trials/</loc>
    <lastmod>2026-03-23T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/llama-cpp-rocm-vulkan-benchmarks-amd/</loc>
    <lastmod>2026-03-23T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/lm-studio-plugins-local-web-research/</loc>
    <lastmod>2026-03-23T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/minimax-m27-open-weights-release/</loc>
    <lastmod>2026-03-23T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/private-brain-windows-pc-local-llm-alternative/</loc>
    <lastmod>2026-03-23T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/qt-6-11-released/</loc>
    <lastmod>2026-03-23T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/qwen35-performance-optimization-settings/</loc>
    <lastmod>2026-03-23T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/self-hostable-ai-agents-internal-software/</loc>
    <lastmod>2026-03-23T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/velr-embedded-property-graph-database/</loc>
    <lastmod>2026-03-23T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/ai-agents-experimental-physics-autonomously/</loc>
    <lastmod>2026-03-24T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/ai-saas-vs-assisted-market-survival/</loc>
    <lastmod>2026-03-24T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/chinese-open-source-llm-market-analysis/</loc>
    <lastmod>2026-03-24T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/flashattention-4-inference-performance-breakthrough/</loc>
    <lastmod>2026-03-24T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/fomoe-400b-moe-inference-budget-hardware/</loc>
    <lastmod>2026-03-24T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/kv-cache-quantization-benchmarking-swe-bench/</loc>
    <lastmod>2026-03-24T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/llm-d-joins-cncf/</loc>
    <lastmod>2026-03-24T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/llm-neuroanatomy-hacking-insights/</loc>
    <lastmod>2026-03-24T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/locally-hosted-voice-assistant-adafruit/</loc>
    <lastmod>2026-03-24T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/open-source-tool-local-llm-pc-compatibility/</loc>
    <lastmod>2026-03-24T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/open-source-tts-models-local-deployment/</loc>
    <lastmod>2026-03-24T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/qwen3-5-27b-golden-era-local-inference/</loc>
    <lastmod>2026-03-24T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/raspberry-pi-ai-tools-guide/</loc>
    <lastmod>2026-03-24T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/rubric-open-source-ai-monitoring/</loc>
    <lastmod>2026-03-24T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/south-korea-on-device-ai-pilot-projects/</loc>
    <lastmod>2026-03-24T00:00:00.000Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/why-local/</loc>
    <lastmod>2026-04-03T10:17:06.795Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/about/</loc>
    <lastmod>2026-04-03T10:17:06.795Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/bookmarks/</loc>
    <lastmod>2026-04-03T10:17:06.795Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/clinic/</loc>
    <lastmod>2026-04-03T10:17:06.795Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/contribute/</loc>
    <lastmod>2026-04-03T10:17:06.795Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/graph/</loc>
    <lastmod>2026-04-03T10:17:06.795Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/guides/</loc>
    <lastmod>2026-04-03T10:17:06.795Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/</loc>
    <lastmod>2026-04-03T10:17:06.795Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/posts/</loc>
    <lastmod>2026-04-03T10:17:06.795Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/trends/</loc>
    <lastmod>2026-04-03T10:17:06.795Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/feed.xml</loc>
    <lastmod>2026-04-03T10:17:13.747Z</lastmod>
  </url>
  <url>
    <loc>https://lftw.dev/feed.json</loc>
    <lastmod>2026-04-03T10:17:13.747Z</lastmod>
  </url>
</urlset>
