Most OpenClaw installs do nothing because they’re missing plumbing: channels, tools, permissions, and guardrails. Here are the setups people report as genuinely useful—and how to copy the patterns.
Voice agents aren’t a model demo. They’re a latency + streaming systems problem. Here’s what’s current in STT/TTS (Pipecat, Parakeet MLX, modern TTS), how to evaluate it, and how to ship it without vibes.
Everything you need to know about running local LLMs in 2026: model recommendations, hardware configurations, and practical best practices.