# RuView | rUv | Knowledge Base | Instagit

π RuView: WiFi DensePose turns commodity WiFi signals into real-time human pose estimation, vital sign monitoring, and presence detection — all without a single pixel of video. 

GitHub Stars: 29.7k

Repository: https://github.com/ruvnet/RuView

---

## Articles

### [EWC++ Lifelong Learning Architecture in RuView for On-Device Adaptation](/ruvnet/RuView/ewc-lifelong-learning-architecture-ruview)

Explore the EWC++ lifelong learning architecture in RuView for on-device adaptation. Discover how RuView uses diagonal Fisher information on ESP32 S3 via WASM3 to prevent catastrophic forgetting during continual learning.

- Tags: architecture
- Published: 2026-03-08

### [How RuView's PageRank Influence Mapping Enables Spatial Reasoning in Wi-Fi Sensing](/ruvnet/RuView/ruview-pagerank-influence-mapping-spatial-reasoning)

Discover RuView's PageRank influence mapping for Wi-Fi sensing. Learn how it identifies influential individuals and enables spatial reasoning using CSI data for advanced insights.

- Tags: deep-dive
- Published: 2026-03-08

### [How to Implement DTW Gesture Learning with 3-Rehearsal Protocol on Edge Devices Using RuView](/ruvnet/RuView/dtw-gesture-learning-3-rehearsal-protocol-edge-ruview)

Implement DTW gesture learning with 3-rehearsal protocol on edge devices using RuView. RuView offers a no-std, stack-only DTW learner under 10KB RAM for ESP-32 S3.

- Tags: how-to-guide
- Published: 2026-03-08

### [Axum WebSocket Server Architecture for Real-Time CSI Streaming in RuView](/ruvnet/RuView/axum-websocket-server-architecture-csi-streaming-ruview)

Discover the Axum WebSocket server architecture in RuView. Learn how Tokio broadcast channels enable real-time CSI streaming over separate ports for sensing data and pose updates.

- Tags: architecture
- Published: 2026-03-08

### [How VitalSignStore Uses Welford Running Statistics for Clinical Alerts in RuView](/ruvnet/RuView/vitalsignstore-welford-running-statistics-ruview)

Discover how VitalSignStore leverages Welford running statistics within RuView for real-time clinical alerts. Learn about seamless vital-sign monitoring and anomaly detection implemented by VitalAnomalyDetector.

- Tags: how-to-guide
- Published: 2026-03-08

### [How to Build a Multistatic Mesh with ESP32 for 360-Degree Room Coverage Using RuView](/ruvnet/RuView/build-multistatic-mesh-esp32-ruview)

Create a 360 room multistatic mesh with ESP32 and RuView. Deploy ESP32-S3 nodes and fuse CSI data for full room pose estimates. Learn how to build your own.

- Tags: how-to-guide
- Published: 2026-03-08

### [How RuView’s Adversarial Detector Identifies Spoofing Attempts](/ruvnet/RuView/adversarial-detector-spoofing-identification-ruview)

Discover how RuView’s adversarial detector identifies spoofing by analyzing CSI patterns for physical impossibilities and unusual energy spikes, ensuring robust detection.

- Tags: deep-dive
- Published: 2026-03-08

### [RuView CSI Capture Capabilities: ESP32-S3 vs Intel 5300 vs Atheros AR9580](/ruvnet/RuView/esp32-s3-intel-5300-atheros-ar9580-csi-comparison)

Compare CSI capture capabilities of ESP32-S3, Intel 5300, and Atheros AR9580 with RuView. Seamlessly switch between embedded nodes and desktop NICs for Wi-Fi sensing.

- Tags: comparison
- Published: 2026-03-08

### [How to Implement Temporal Logic Verification (LTL) on CSI Event Streams in RuView](/ruvnet/RuView/ltl-temporal-logic-verification-csi-streams-ruview)

Implement LTL temporal logic verification on CSI event streams using RuView's WebAssembly module. Detect rule violations in real time for enhanced system safety.

- Tags: how-to-guide
- Published: 2026-03-08

### [How Multi-Person Tracking Works with Hungarian-Lite Assignment in RuView](/ruvnet/RuView/multi-person-tracking-hungarian-lite-ruview)

Discover how RuView's Hungarian-lite algorithm achieves real-time multi-person tracking on ESP-32-S3 devices with sub-5 ms latency by matching Wi-Fi CSI variance.

- Tags: internals
- Published: 2026-03-08

### [HNSW Vector Search Architecture for Room Fingerprinting in RuView](/ruvnet/RuView/hnsw-vector-search-architecture-room-fingerprinting-ruview)

Discover how RuView uses HNSW vector search for fast room fingerprinting with CSI data. Achieve sub-millisecond identification against a million fingerprints.

- Tags: architecture
- Published: 2026-03-08

### [How to Implement Cross-Environment Domain Generalization with MERIDIAN for Zero-Shot Deployment in RuView](/ruvnet/RuView/cross-environment-domain-generalization-meridian-ruview)

Implement MERIDIAN for zero-shot domain generalization in RuView. Eliminate accuracy loss when deploying between environments with CSI normalization, FiLM conditioning, and adversarial domain factorization.

- Tags: how-to-guide
- Published: 2026-03-08

### [How RuView Extracts Breathing and Heart Rate from CSI Data: A Technical Deep Dive](/ruvnet/RuView/breathing-heart-rate-extraction-csi-ruview)

Discover how RuView extracts breathing and heart rate from Wi-Fi CSI data. Explore FFT-based filtering, spectral analysis, and Rust implementation in this technical guide.

- Tags: deep-dive
- Published: 2026-03-08

### [17-Keypoint Pose Estimation Architecture in RuView: Wi-Fi Dense Pose Implementation](/ruvnet/RuView/17-keypoint-pose-estimation-architecture-ruview)

Explore the 17-keypoint pose estimation architecture in RuView. Discover how Wi-Fi CSI tensors are transformed into human keypoints using ResNet-18 and a convolutional head for accurate human pose tracking.

- Tags: architecture
- Published: 2026-03-08

### [How to Deploy 65 WASM Edge Modules on ESP32 Using WASM3 Runtime with RuView](/ruvnet/RuView/deploy-wasm-edge-modules-esp32-wasm3-ruview)

Deploy 65 WASM edge modules on ESP32 using WASM3 runtime and RuView. Compile WASM, flash firmware, and upload binaries via HTTP API. Maximize your ESP32 edge computing power.

- Tags: how-to-guide
- Published: 2026-03-08

### [RuView Coherence Gate Decision-Making Process: How Accept, Reject, and Recalibrate Decisions Work](/ruvnet/RuView/coherence-gate-decision-making-ruview)

Understand the RuView coherence gate's decision-making process. Learn how Accept, Reject, and Recalibrate decisions manage Kalman filter updates and SONA/AETHER recalibration.

- Tags: deep-dive
- Published: 2026-03-08

### [How to Implement the Persistent Field Model for Room RF Fingerprinting in RuView](/ruvnet/RuView/persistent-field-model-room-rf-fingerprinting)

Learn how to implement the persistent field model for room RF fingerprinting in RuView. Discover how it isolates human perturbations from background drift for accurate environmental sensing.

- Tags: how-to-guide
- Published: 2026-03-08

### [Understanding the Six Stages of the Signal-Line Protocol (CRV) in RuView](/ruvnet/RuView/signal-line-protocol-crv-pipeline-stages)

Explore the six stages of the Signal-Line Protocol CRV in RuView. Learn how RuView transforms Wi-Fi CSI for multi-person tracking and cross-room continuity via wireless sensing.

- Tags: deep-dive
- Published: 2026-03-08

### [How RuView's Self-Learning System Uses Contrastive CSI Embeddings and MicroLoRA Adapters](/ruvnet/RuView/ruview-self-learning-csi-embeddings-microlora)

Discover RuView's self-learning system leveraging contrastive CSI embeddings and MicroLoRA adapters for rapid, environment-specific adaptation in just 10 seconds. Discover AI advancements.

- Tags: deep-dive
- Published: 2026-03-08

### [How RuView Configures QUIC Mesh Security for Tamper Detection and Replay Protection](/ruvnet/RuView/ruview-quic-mesh-security-configuration)

Discover how RuView configures QUIC mesh security using TLS 1.3 and HMAC-SHA256 with nonce windows for tamper detection and replay protection. Secure your Wi-Fi mesh network effectively.

- Tags: how-to-guide
- Published: 2026-03-08

### [How the Adaptive Classifier (ADR-048) Is Implemented in Pure Rust in RuView](/ruvnet/RuView/adaptive-classifier-adr-048-rust-implementation)

Discover how RuView implements the ADR-048 adaptive classifier in pure Rust. Learn about its 15-dimensional feature extraction and multinomial logistic regression model without external ML dependencies.

- Tags: internals
- Published: 2026-03-08

### [RVF Model Container Architecture in RuView: Progressive Loading Explained](/ruvnet/RuView/rvf-model-container-architecture-progressive-loading)

Discover the RVF model container architecture in RuView. Learn how progressive loading streams heavy weights for instant UI feedback and efficient Wi-Fi DensePose deployment.

- Tags: architecture
- Published: 2026-03-08

### [ESP32 TDM Protocol: How RuView Orchestrates Multistatic CSI Streaming](/ruvnet/RuView/esp32-tdm-protocol-csi-streaming)

Learn how RuView leverages the ESP32 TDM protocol for synchronized multistatic CSI streaming. Achieve precise TX/RX scheduling and drift compensation with distributed radios.

- Tags: deep-dive
- Published: 2026-03-08

### [How RuView's RuvSense Implements Attention-Weighted Cross-Viewpoint Embedding for Multistatic Wi-Fi Sensing](/ruvnet/RuView/ruvnet-ruvnet-ruvnet-ruvnet-ruvnet-ruvnet-ruvnet-ruvnet-ruvnet-ruvnet-ruvnet-ruvnet-ruvnet-ruvnet-ruvnet-ruvnet-ruvnet-ruvnet-ruvnet-ruvnet-ruvnet-ruvnet-ruvnet-ruvnett)

Discover how RuView's RuvSense uses attention-weighted cross-viewpoint embedding, fusing Wi-Fi CSI data with hierarchical attention for advanced multistatic sensing.

- Tags: deep-dive
- Published: 2026-03-08