Khawrzm/echowall

EchoWall is a really interesting and ambitious project. The core idea is strong: using Wi-Fi CSI and acoustic sensing to detect presence without cameras or cloud processing. That privacy-first angle gives the project a clear identity, and the repo already has more substance than a typical concept project, with Python code, firmware, docs, tests, API surfaces, and hardware-oriented pieces.
What stands out most is the vision. The project feels like it is trying to be more than a library. It is aiming for a full edge-sensing stack, and that makes it memorable. The documentation also gives it a strong narrative, which helps people understand why the project exists.

The main area for refinement is polish and consistency. A few versions and commands don’t line up across the README, quick start, package metadata, and CLI. That is very fixable, but it matters because first-time users will judge the project by whether the quick start works exactly as written.
I’d also like to see the sensing claims backed by clearer benchmarks, model artifacts, or reproducible demos. The architecture is promising, but stronger validation would make the project much more convincing to researchers, builders, and potential contributors.

Overall, EchoWall feels like a bold early-stage project with a distinctive direction. With tighter docs, a cleaner project boundary, and more visible validation, it could become much easier for others to trust, run, and build on.