Raspberry-Pi

The Hailo-8 (26 TOPS) is the clear winner for any Frigate build beyond four cameras, and the Hailo-8L (13 TOPS) has taken over as the sweet spot for mid-tier setups of six to ten cameras. The Google Coral Edge TPU (4 TOPS) is still a defensible pick for ultra-budget one-to-three-camera Raspberry Pi builds where an M.2 slot or spare USB port is already sitting idle, but the Hailo-8L usually beats it on price per TOPS even in that range. Reach for Coral when the only goal is stopping Frigate from melting a Pi’s CPU. Reach for Hailo-8 when there is headroom to grow into YOLOv8, higher resolutions, and future model upgrades.

The Orange Pi 5 Plus is the better self-hosting board for Docker-heavy workloads thanks to its 8-core RK3588 CPU, up to 32GB RAM, and dual NVMe M.2 slots. The Raspberry Pi 5 wins for beginners and single-service setups with its superior software ecosystem and community support. Both boards draw under 18W, run Docker containers on ARM64 without issues, and can be purchased for under $200 in their mid-range configurations. The right pick depends on how many services you plan to run and whether hardware expandability or software polish matters more to you.

For most developers wanting hands-on RISC-V in 2026, the StarFive VisionFive 2 at $65 for the 8GB model is the most practical entry point. It runs Debian 13 (Trixie) on the JH7110 quad-core SiFive U74 at 1.5GHz, ships with an Imagination BXE-4-32 GPU that now has mainline Mesa Vulkan drivers, supports Docker and NVMe via kernel 6.6+ LTS, and delivers roughly 60-70% of a Raspberry Pi 4’s single-threaded speed. That gap is smaller than you might expect when the goal is learning RISC-V toolchain internals. The ecosystem here has matured enough that you spend time writing code, not fighting drivers.

Deploy at least two Thread border routers and connect them to the same Thread network. Each can be an Apple HomePod Mini, a Google Nest Hub (2nd gen), or a DIY OpenThread Border Router (OTBR) on a Raspberry Pi. This gives your Matter -compatible smart locks, sensors, and lights a reliable IPv6 path to your IP network. They can then talk to Home Assistant , Apple Home, and Google Home at once through Matter’s multi-admin feature. Two routers is the minimum for any network you depend on. If one goes down, the other keeps your mesh alive.

You can use HDMI-CEC commands through Home Assistant ’s HDMI-CEC integration - or a CEC-capable device like a Raspberry Pi running cec-client - to control TV power, input switching, and volume from automations and dashboards. Instead of juggling three or four remotes, you wire up a “Movie Mode” automation that dims the lights , powers on the TV, switches to the correct HDMI input, and sets volume to a comfortable level. One tap. Done.

Yes, you can build a multi-room audio system that rivals Sonos for under $300. It covers five rooms. Snapcast is an open-source audio player. It streams music to every room with sub-millisecond sync. Home Assistant adds per-room volume, source switching, and automation. Each room costs $30 to $50. Sync stays within 1ms, and humans can’t detect delays under 5ms. The whole system runs locally, with no cloud and no monthly fees.