RuView: Weekly Recap - Guarded Hardware, Fresher Sensing, and Joint Room Learning

Three merged releases hardened sensor identity and added experimental ESP32-C5 support, while open proposals push multi-source room calibration, signed firmware manifests, and patched dependencies. The weekly pattern is a shift from single-radio assumptions to verified hardware, fresh evidence, and joint learning.

Duration: PT3M28S

Episode overview

This episode is a short developer briefing from RuView.

It explains recent repository work in plain language.

  • Show: RuView
  • Published: 2026-11-02T09:26:57Z
  • Audio duration: PT3M28S

Transcript excerpt

This excerpt keeps the crawler page concise. Listen to the episode or use the RSS feed for the full update.

Hello, this is RuView for the week of October 26 through November 02, 2026.

23 pull request activity items, 4 additional commits this week.

The lead pattern: the project tightened what it trusts — which sensor, which observation, and which room model — while opening the door to new hardware.

First, hardware support with stricter checks. Release PR 2369 shipped the identification fix from PR 2368, narrowing auto-detection to documented heart-rate, distance and presence frames so unrelated sensor traffic can no longer claim to be an M R 60 B H A 2. On top of that, PR 2382 added experimental ESP32-C5…

Second, fresher and safer sensing. PR 2379 stops the server from rebroadcasting cached observations after input stops, sends only source transitions on the timer, and withholds expired pose, vital and calibration proof from new clients. PR 2374 aligns publication gates so the web interface and the sensing stream use…

Third, calibration moves toward multi-source and releases move toward verification. The open stack of PR 2407, 2417, 2423 and 2424 would retain validated full-room receipts across restarts, add an opt-in per-source shadow bank to avoid mixing radio offsets, introduce a managed…

Nearby episodes from RuView

  1. Bounded Learner Updates and Scan Corrections
  2. Training Lineage Survives Resume
  3. Learner Publication, Zip Security Fix, and Fall Detection
  4. Encrypted Learning Recovery and Python CI
  5. Multi-Source Room Calibration Push
  6. Persistent Calibration, Self-Contained Sensing, and Security Patch
  7. Signed Firmware and Boundary Hardening
  8. ESP32-C5 Guardrails and Orphan Helper Fix