https://humux.dev/blog/ Deep dives into agent architecture, memory systems, and self-hosted infrastructure. en https://humux.dev/blog/release-notes-v025-v028.html https://humux.dev/blog/release-notes-v025-v028.html Tue, 07 Jul 2026 00:00:00 +0000 Four releases in one week: GitHub webhook integration, per-agent LLM overrides, token usage dashboard, and chain-of-thought feedback. https://humux.dev/blog/replacing-cloud-ai.html https://humux.dev/blog/replacing-cloud-ai.html Fri, 03 Jul 2026 00:00:00 +0000 A personal account of migrating from cloud AI assistants to humux — what worked, what broke, and what I'd do differently. https://humux.dev/blog/subagent-patterns.html https://humux.dev/blog/subagent-patterns.html Sun, 28 Jun 2026 00:00:00 +0000 How to spawn scoped sub-tasks with inherit-never-widen security, budget controls, and sync or background execution. https://humux.dev/blog/group-chat-engineering.html https://humux.dev/blog/group-chat-engineering.html Tue, 23 Jun 2026 00:00:00 +0000 The addressing protocol, reply decision gate, rate cap, and speaker tags that make multi-agent Telegram groups work. https://humux.dev/blog/why-multiple-agents.html https://humux.dev/blog/why-multiple-agents.html Thu, 18 Jun 2026 00:00:00 +0000 Specialized agents with different skills, tools, and personalities outperform one monolithic agent trying to do everything. https://humux.dev/blog/use-case-walkthroughs.html https://humux.dev/blog/use-case-walkthroughs.html Thu, 11 Jun 2026 00:00:00 +0000 Real conversation flows for four personas — from code review to email triage to multi-agent group chats. https://humux.dev/blog/voice-pipelines-for-agents.html https://humux.dev/blog/voice-pipelines-for-agents.html Thu, 04 Jun 2026 00:00:00 +0000 Building offline-capable voice interaction with faster-whisper for speech-to-text and Kokoro 82M for text-to-speech. https://humux.dev/blog/secrets-management-agents.html https://humux.dev/blog/secrets-management-agents.html Thu, 28 May 2026 00:00:00 +0000 How a two-tier encrypted vault keeps credentials out of the model context and why .env files are a security risk for autonomous agents. https://humux.dev/blog/permission-engineering.html https://humux.dev/blog/permission-engineering.html Tue, 19 May 2026 00:00:00 +0000 Glob-pattern rules, approval flows via Telegram, and vault-sealed secrets that never enter the model context. https://humux.dev/blog/memory-architecture-for-agents.html https://humux.dev/blog/memory-architecture-for-agents.html Tue, 05 May 2026 00:00:00 +0000 Four tiers of memory: lexical retrieval, semantic search, importance-based forgetting, and hygiene via deduplication. https://humux.dev/blog/skills-over-code.html https://humux.dev/blog/skills-over-code.html Tue, 21 Apr 2026 00:00:00 +0000 Why describing CLI tools in markdown files beats writing Python adapter classes for every new agent capability. https://humux.dev/blog/single-container-agents.html https://humux.dev/blog/single-container-agents.html Thu, 02 Apr 2026 00:00:00 +0000 Architecture decisions that make it possible to run LLM orchestration, voice, email, calendar, and admin UI in one Docker container. https://humux.dev/blog/multi-channel-agent-architecture.html https://humux.dev/blog/multi-channel-agent-architecture.html Tue, 17 Mar 2026 00:00:00 +0000 How to build agents that operate across Telegram, email, calendar, and CLI as a unified system with a common message abstraction.