×××ץ×-×׊××Ē×Ŗ ×Š× ××Ēâר×××, ××××××§ ×××ר××, ×ĸ×ר ××××××× ×׊×ר××Ē× ××× × ××××××Ē××Ē ××ĸ× × ×פ××¨× ××Ē ××ĸ×¨× ×××× × ×××××××Ē××Ē (AI) ×××§××× ××××××× ×Š×× (sandboxed) ×פ××Ą× ××××× ×Š×¤××¨×Ą× ×׊×××ĸ.
××××××§ ×××ר×× ×××Ē'ר××× ××××ר ××¤× × ×Ą×××× × ××××× ×Š× ×Ą××× × ××× × ××××××Ē××Ē, ××׊×Ē×Ŗ ××Ē ×ĸר×××Ē ×-LLM ×פר×××Ē ×Š××

× ×§××××Ē ×ĸ×קר×××Ē:
- ×××ץ×-×׊××Ē×Ŗ ×Š× ××Ēâר×××, ××××××§ ×××ר××, × ×׊ ××Ē ×-AI ××ĸ× × ××פר×× 2026, ××ר××Ĩ ××Ē Qwen3.5:35B ××××¤× ××§××× ×ĸ× ×××Š× × ××× ×ĸ× Nvidia 5090 ××§×Ļ× ×Š× 90 ×××§× ×× ××Š× ×××.
- ×××ר×× ××Ļ× ×Š×××ĸ×¨× 15% ××××××× ××××Ē ×Š× ×Ą××× × AI ××××××Ē ××ר×××Ē ×××× ×××Ē, ×Ē×× ×Š××× ××Ļ×× × ×Ē×× ×× ×××ר×Ē ×××××× Hiddenlayer.
- ×××××× (daemon) ×××××ĸ××Ē ×Š××× ×¤×Ē× ××§×× ×¤×Ē×× ××××Ŗ ××× ××׊×ר 2-××Ē××-2 ×Š× ×××+LLM ××× ×¤×ĸ××××Ē ×-Signal ××××××´× ××××Ļ×××Ē ××Ļ×××× ×Š××׊×××.
××× ××××××§ ×××ר×× ×ר××Ĩ ××ĸר××Ē AI ר×××× ××Ē-×ĸ×Ļ×××Ē ××× ×××Š× ××ĸ× ×
×××ר×× ×Ē××ר ××Ē ×××ĸר××Ē ×״ר×××× ××Ē-×ĸ×Ļ×××Ē / ××§××××Ē / פר×××Ē / ×××××××Ē×´ ×××ר ׊××× × ×× ×Ē× ××Ē×××× ×׊××¨× ××× ×Š××× ×¨××× ××׊×× ××××× ×פר××××Ē ×××ר×× ×××Ēפ׊××× ××ר×× ×Š× ×Ą××× × AI. ××× ××Ļ×××ĸ ×ĸ× ××קר ׊×ר×× ×Š×××ĸ×¨× 15% ×××××× ××××Ē ×ץ××× ××, ×× ××× ×Ē×ץפ×× (plug-in), ×××××× ××ר×××Ē ×××× ×××Ē. ××ר×Ē ×××××× Hiddenlayer ×××××× ×Š×¤×ĸ× ×× ××Ŗ ××× ××¨× × ×××× × ×××× ×××× ×פ×××ĸ ××××××× ×××פ×ĸ ×Š× Openclaw, ×××פ׊ר ×× ×××ר×× ×××ר××Ĩ ץקר×פ××× ×Š× shell ××× ××××ĸ×Ē ××׊×Ē×׊.
×´×× × ××××ĸ ××Ēפ×ץ×Ē ×ĸ××× ×Š× ×¤×× ×ĸ×××§, ׊×פ×× ×××××§ ×׊ץ××Ŗ ץ××Ŗ ×ĸ׊×× × ×Ļ×ĸ× ×§×××× ×פר××××Ē ×ĸ× ××פ××× ×Š× ××Ļ×¤× × ××§×Ļ×-××§×Ļ× ×× ×¤××Ļ× ××ĸ× ×ĸ×× ××ĸ×× ×Ē××× × ××§××××Ē-×Ē×××× (local-first), ×× ×× × ×ĸ× ×Ą×Ŗ ××§××Ē ×ĸ×Š×¨× ×Ļ×ĸ××× ×××ר×,×´ ××Ē× ×××ר××.
×××××¨× ××××ĸ×פ×Ē ×ĸ××× ××× ×××Š× × ××× ×Š×ר××Ĩ GPU ×Š× Nvidia 5090 ×ĸ× 24 ××´× ×××ר×× ×××××. ××ר×Ļ×Ē ×××× Qwen3.5:35B ××ĸ× ×׊ק××× ×¤×Ē×××× (open-weights) ×Š× Alibaba ××¨× llama-server, ×××ĸ×¨× ××××ĸ ×-90 ×××§× ×× ××Š× ××× â ××ĸ× ×Š×××ר×× ××× × ×××ĸ× ×׊×××׊ ×××× × ××. ××× ××× ××Ē AMD Ryzen AI Max Pro ×ĸ× 128 ××´× ×××ר×× ×××××, ׊××××ĸ ×-51 ×××§× ×× ××Š× ×××, ×××Ē DGX Spark ׊××××ĸ ×-60 ×××§× ×× ××Š× ×××.
××× ××ר ׊×-DGX Spark, ׊×׊×××§ ×××׊×-×ĸ× ×Š×××× × ×-AI, ×× ××× ×ר׊×× ×××Ē××Š× ××ĸ×××Ē× ×××Ēפ××§× ×× ×××× ×××Ēר ××׊×××× ×-GPU ××× ××××Š× × ×××. ×××× ××ĸר××Ē ××פ×ĸ×× ×Š××, ×××ר×× ×ĸ×ר ×-Arch Linux ×-NixOS, ׊××פ׊ר×Ē ××׊×Ē×׊×× ×××××ר ××Ē ×× ×Ē×Ļ×ר×Ē ×××ĸר××Ē ×Š××× ××§×××Ĩ ××Ļ×ר×Ē× (declarative) ××××. ××× ×׊×Ē×׊ ×-llama-server ×××××× ×רק×ĸ ׊×××Š×Ŗ פ××¨× ××§××× ×Š×× ×פ×××§×Ļ×× ××××× ×××Ē××ר ××××.
Claude Code, ××× ×Ļ×××, ×××× ×××××Ē ××××× ×××פ×ĸ llama-server ××§××× ×××§×× ×׊ר×Ē×× ×Š× Anthropic. ××××× (sandboxing) ××× ×ר××× ××××× ×××××× ×Š××. ××× ×׊×Ē×׊ ×-bubblewrap ××× ×××Ļ×ר ץ×××××Ē ×××××××Ē ××× ×Ą×¤×¨××× ××××Ļ×ĸ××Ē ×¤×§××× ×××Ē. ×Ē×××××× ×Š×¨×Ļ×× ××Ē×× ×××Ē× sandboxes ×××××× ××׊×Ē ×¨×§ ××§××Ļ×× ×Š×××פ׊ר×× ××פ×ר׊ ××פ×ר×× ×¨×Š×Ē × ×Š××××. ×××ר×× ×¤×Ē× ××§×× ×¤×Ē×× ××××× ××××ĸ××Ē ×-github.com/vbuterin/messaging-daemon ׊×ĸ×××Ŗ ××Ē signal-cli ×××Ē ×××××´×.
××× ×Ļ××× ×Š×××××× ×××× ×קר×× ××××ĸ××Ē ×××פ׊×××Ē ××׊××× ××××ĸ××Ē ××ĸ×Ļ×× ××× ××׊×ר. ×× ××××ĸ× ×××Ļ××Ē ××Ļ× ×Š×××Š× ××ר׊×Ē ××׊×ר ×× ××Š× ×פ×ר׊. ××× ×§×¨× ××× ×××× ×´××× + LLM 2-××Ē××-2×´, ×××ר ׊×××Ē× ×××××× ×× ×× ×ĸ× ××¨× ×§× ××Ēâר×××. ××× ×××ĸ×Ĩ ××Ļ×××Ē×× ×Š××× ×× ××× ××¨× ×§ ×××××ר×× ×-AI ×××××× ×ĸץק×××Ē ××××× ×××××Ē ×-100 ×××ר ×××× ×××ר×׊ ××׊×ר ×× ××Š× ××× ××ר ×××× ×××Ēר ×× ××× ×ĸ×Ą×§× ×Š× ×׊××Ē calldata ׊×ĸ××× ××××Ļ×× × ×Ē×× ××.
××Ą×§× ×ר×××§, ××Ē× ××× ×Š× ×××ר××
××Ļ×ר×× ××קר, ×××ר×× ×׊××× ××Ē ××× Local Deep Research ×××§××× ××× ×××ĸ×¨× ×Š×× ×ĸ×Ļ××, ×Ē×× ×Š×××׊ ××ץ×ר×Ē ×ץ××× ×× pi ××× ×ĸ× SearXNG, ×× ××ĸ ×××-××פ×׊ ××××§× ×¤×¨××××Ē ×Š×××××Ą× ×ĸ×Ļ×××Ē. ××× ××ר ׊-pi ××× ×ĸ× SearXNG ×פ××§× ×Ē׊××××Ē ××××××Ē ×××× ×××Ēר. ××× ××××Ą× dump ××§××× ×Š× ×××§×פ××× ×× ×¤× ×Š× ×-1 ×ר×-×××× ××Ļ× ×Ē××ĸ×× ××× × ××× ××פ×××Ē ××Ē ××Ē×××Ē ×Š×× ×׊××××Ē××Ē ××פ×׊ ×××Ļ×× ×××Ē, ׊×××Ē× ××× ××׊×× ××××פ×Ē ×¤×¨××××Ē.
××× ×× ×¤×¨×Ą× ××××× ××§××× ××Ē×××× ××××× ×-github.com/vbuterin/stt-daemon. ×××× ×¤××ĸ× ××× GPU ×׊×××׊ ×ץ××Ą× ××××× ××Ē ×פ×× ×-LLM ××Ļ××¨× ×Ē××§×× ×ץ××××. ×× ××Š× ××× ××ר×Ļ×× ×ĸ× ××Ēâר×××, ×××ר×× ××ר ׊ץ××× × AI ××ĸ××× ×× ×Ļר×××× ××××××§ ×××Š× ×××Ē× ××××××Ē ×××¨× ×§. ××× ×××××Ĩ ×××Ē×××ץ ×××× ××-LLM ××Š× × ××ר×× ××׊×ר × ×¤×¨×××, ׊×× ××× ××× ×Ē×פץ ××Ļ×× ××Š× ×Š×× ××.
××קר×× ×Š××× ×××××× ××§××××× ××× × ×ץפ××§××, ×××ר×× ××Ē××× ×××Š× ×Š××ר×Ē-פר××××Ē ×××Ą×§× ×ר×××§. ××× ××Ļ×××ĸ ×ĸ× ××Ļ×ĸ×Ē ×-ZK-API ׊×× ×ĸ× ×××קר Davide, ×ĸ× ×¤×¨×××§× Openanonymity, ××ĸ× ×Š×××׊ ×-mixnets ××× ××× ××ĸ ×׊ר×Ē×× ×ק׊ר ×ק׊××Ē ×ĸ××§×××Ē ××××Ļ×ĸ××Ē ××Ē×××Ē IP. ××× ×× ×Ļ××× ×Ą×××××Ē ×ר×Ļ× ××××× ××Ē (trusted execution environments) ×××¨× ××פ×××Ē ×××פ×Ē × ×Ē×× ×× ×××Ą×§× ×ר×××§ ××××× ×קר××, ×Ē×× ×Š××× ××Ļ××× ×Š××Ļ×¤× × ××××××רפ××Ē ×××× ×××Ą×§× ×¤×¨×××Ē ××ĸ× × ×ĸ×××× ×××××Ē ××× ×××× ×××××Ē ××ĸ׊××Ē ××××.
×××ר×× ×Ą××× ×××ĸ×¨× ×Š×פ××Ą× ××Ē×ר × ×§×××Ē ××Ē×××, ×× ×××Ļר ××××ר, ×××××ר ××Ē ××§×ר××× ×Š×× ×××ĸ×Ē××§ ××Ē ××××× ××××××§×× ×Š×× ×××× ×× ×Š×× ××××××××.

















