docs: add Cognitum-style animated RuView visual system

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# π RuView
[![RuView: spaces become signals, with an animated conceptual RF field](assets/readme/hero.svg)](docs/user-guide.md)
<table>
<tr>
<td align="center" width="33%"><a href="docs/user-guide.md"><img src="assets/readme/nav-start.svg" width="180" alt="Start here" /></a><br/><a href="docs/user-guide.md">Start here</a></td>
<td align="center" width="33%"><a href="firmware/esp32-csi-node/README.md"><img src="assets/readme/nav-hardware.svg" width="180" alt="Hardware" /></a><br/><a href="firmware/esp32-csi-node/README.md">Hardware</a></td>
<td align="center" width="33%"><a href="https://huggingface.co/ruvnet/wifi-densepose-pretrained"><img src="assets/readme/nav-models.svg" width="180" alt="Models" /></a><br/><a href="https://huggingface.co/ruvnet/wifi-densepose-pretrained">Models</a></td>
</tr>
<tr>
<td align="center" width="33%"><a href="harness/ruview/README.md"><img src="assets/readme/nav-agents.svg" width="180" alt="AI toolkit" /></a><br/><a href="harness/ruview/README.md">AI toolkit</a></td>
<td align="center" width="33%"><a href="docs/integrations/home-assistant.md"><img src="assets/readme/nav-home.svg" width="180" alt="Smart home" /></a><br/><a href="docs/integrations/home-assistant.md">Smart home</a></td>
<td align="center" width="33%"><a href="https://cognitum.one/seed"><img src="assets/readme/nav-seed.svg" width="180" alt="Cognitum Seed" /></a><br/><a href="https://cognitum.one/seed">Cognitum Seed</a></td>
</tr>
</table>
<details>
<summary>Watch the original RuView sensing demo</summary>
<p align="center">
<a href="https://cognitum.one/seed">
<img src="assets/ruview-hero-h3-v3.gif" alt="RuView - WiFi DensePose — animated visualization of real-time pose estimation, breathing, and heart-rate sensing through WiFi" width="100%">
</a>
</p>
</details>
<p align="center">
<a href="https://ruos.cognitum.one">
<img src="assets/ruos-animated.svg" alt="RuView — WiFi becomes spatial awareness, with Ruflo coordination and a ruOS sensing workspace" width="100%">
@@ -27,6 +47,8 @@ Works natively with the four major smart-home ecosystems: **[Home Assistant](doc
Every WiFi router already fills your space with radio waves. When people move, breathe, or even sit still, they disturb those waves in measurable ways. RuView captures these disturbances using Channel State Information (CSI) from low-cost ESP32 sensors and turns them into actionable data: who's there, what they're doing, and whether they're okay.
[![Explore RuView sensing, models and automation](assets/readme/header-features.svg)](docs/user-guide.md)
**What it senses:**
- **Presence and occupancy** — detect people through walls, count them, track entries and exits
- **Vital signs** — breathing rate and heart rate, contactless, while sleeping or sitting
@@ -43,6 +65,22 @@ Every WiFi router already fills your space with radio waves. When people move, b
- **Governed evidence** — attach privacy policy, uncertainty, provenance, and witness records to sensing events
- **RuView MetaHarness** — use an AI operator to onboard, calibrate, train, verify, and check sensing claims
<!-- ruview-capability-cards -->
<table>
<tr>
<td width="50%"><a href="docs/user-guide.md"><img src="assets/readme/feature-presence.svg" width="580" alt="Presence and motion: open documentation and current limitations" /></a><br/><a href="docs/user-guide.md">Presence and motion</a></td>
<td width="50%"><a href="v2/crates/wifi-densepose-signal/README.md"><img src="assets/readme/feature-vitals.svg" width="580" alt="Breathing and vital signals: open documentation and current limitations" /></a><br/><a href="v2/crates/wifi-densepose-signal/README.md">Breathing and vital signals</a></td>
</tr>
<tr>
<td width="50%"><a href="docs/benchmarks/pose-estimation-cog.md"><img src="assets/readme/feature-pose.svg" width="580" alt="Pose research and limitations: open documentation and current limitations" /></a><br/><a href="docs/benchmarks/pose-estimation-cog.md">Pose research and limitations</a></td>
<td width="50%"><a href="firmware/esp32-csi-node/README.md"><img src="assets/readme/feature-edge.svg" width="580" alt="Edge sensor mesh: open documentation and current limitations" /></a><br/><a href="firmware/esp32-csi-node/README.md">Edge sensor mesh</a></td>
</tr>
<tr>
<td width="50%"><a href="docs/integrations/home-assistant.md"><img src="assets/readme/feature-automation.svg" width="580" alt="Local automation: open documentation and current limitations" /></a><br/><a href="docs/integrations/home-assistant.md">Local automation</a></td>
<td width="50%"><a href="harness/ruview/README.md"><img src="assets/readme/feature-agents.svg" width="580" alt="Guided AI operator: open documentation and current limitations" /></a><br/><a href="harness/ruview/README.md">Guided AI operator</a></td>
</tr>
</table>
<details>
<summary><strong>RuView MetaHarness</strong> — guided operation for humans and AI agents</summary>
@@ -263,6 +301,8 @@ The separate **17-keypoint pose-estimation model** is now published at [`ruvnet/
### Results & proof
[![RuView visual guide: header-evidence](assets/readme/header-evidence.svg)](docs/benchmarks/pose-estimation-cog.md)
See the measured benchmarks, witness records, and one-command reproducibility check.
<details>
@@ -317,6 +357,8 @@ number. The path to a first *reproducible* on-device baseline (PCK@20 ≥ 35%) i
## 🧩 Edge Module Catalog
[![RuView visual guide: header-edge](assets/readme/header-edge.svg)](firmware/esp32-csi-node/README.md)
Add signed modules for health, security, buildings, industry, research, AI, and more.
<details>
@@ -491,6 +533,8 @@ Browse and install modules at [seed.cognitum.one/store](https://seed.cognitum.on
## 🔬 How It Works
[![RuView visual guide: overview](assets/readme/overview.svg)](docs/user-guide.md)
WiFi routers flood every room with radio waves. When a person moves — or even breathes — those waves scatter differently. WiFi DensePose reads that scattering pattern and reconstructs what happened:
```
@@ -615,6 +659,8 @@ These scenarios exploit WiFi's ability to penetrate solid materials — concrete
## 🧠 Self-Learning WiFi AI
[![RuView visual guide: header-learning](assets/readme/header-learning.svg)](docs/user-guide.md)
Learn compact room fingerprints from raw CSI and adapt the model to each environment.
<details>
@@ -744,6 +790,8 @@ For the portable RuView MetaHarness, use `npx @ruvnet/ruview@0.9.1`. The quick c
## 📖 Documentation
[![RuView visual guide: header-docs](assets/readme/header-docs.svg)](docs/user-guide.md)
Start with the user, build, and calibration guides; expand for the full reference map.
<details>
@@ -785,6 +833,8 @@ Start with the user, build, and calibration guides; expand for the full referenc
>
> Contributions and bug reports welcome at [Issues](https://github.com/ruvnet/RuView/issues).
[![Cognitum One: Ambient Intelligence at the edge of the physical world](assets/readme/cognitum.svg)](https://cognitum.one)
## 📄 License
MIT License — see [LICENSE](LICENSE) for details.
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<svg xmlns="http://www.w3.org/2000/svg" width="580" height="276" viewBox="0 0 580 276" role="img" aria-labelledby="title desc"><title id="title">A guided AI operator</title><desc id="desc">Source-cited setup and verification. CLI, MCP and agent workflows. Conceptual animation; follow the linked source for capability limits.</desc><defs><linearGradient id="wash" x1="0" y1="0" x2="1" y2="1"><stop stop-color="#0b303a"/><stop offset=".55" stop-color="#06171e"/><stop offset="1" stop-color="#030c13"/></linearGradient><linearGradient id="accent"><stop stop-color="#91f6df"/><stop offset="1" stop-color="#26bad7"/></linearGradient><radialGradient id="halo"><stop stop-color="#35d4db" stop-opacity=".17"/><stop offset="1" stop-color="#35d4db" stop-opacity="0"/></radialGradient></defs><style>text{font-family:Arial,Helvetica,sans-serif}.mono{font-family:ui-monospace,Consolas,monospace;letter-spacing:2px}.flow{stroke-dasharray:5 12;animation:flow 12s linear infinite}.breathe{animation:breathe 6s ease-in-out infinite}.trace{stroke-dasharray:400;stroke-dashoffset:0;animation:trace 10s ease-in-out infinite}.float{animation:float 9s ease-in-out infinite}@keyframes flow{to{stroke-dashoffset:-136}}@keyframes breathe{50%{opacity:.4}}@keyframes trace{0%,100%{stroke-dashoffset:0}50%{stroke-dashoffset:90}}@keyframes float{50%{transform:translateY(-6px)}}@media(prefers-reduced-motion:reduce){*{animation:none!important}}</style><rect x=".5" y=".5" width="579" height="275" rx="18" fill="url(#wash)" stroke="#245360"/><text x="30" y="39" font-size="11" fill="#72eee0" text-anchor="start" class="mono">RUVIEW / 06</text><text x="30" y="94" font-size="29" fill="#ecfafb" text-anchor="start" >A guided AI operator</text><text x="30" y="136" font-size="16" fill="#9abac5" text-anchor="start" >Source-cited setup and verification.</text><text x="30" y="164" font-size="16" fill="#9abac5" text-anchor="start" >CLI, MCP and agent workflows.</text><circle cx="465" cy="170" r="110" fill="url(#halo)"/><g transform="translate(474 168) scale(0.83)"><path d="M0 0L0 -33" fill="none" stroke="#70b6ff" stroke-width="1" stroke-linecap="round" stroke-linejoin="round" class="flow"/><circle cx="0" cy="-33" r="7" stroke="#72eee0" fill="none" class="breathe"/><path d="M0 0L-35 23" fill="none" stroke="#70b6ff" stroke-width="1" stroke-linecap="round" stroke-linejoin="round" class="flow"/><circle cx="-35" cy="23" r="7" stroke="#72eee0" fill="none" class="breathe"/><path d="M0 0L35 23" fill="none" stroke="#70b6ff" stroke-width="1" stroke-linecap="round" stroke-linejoin="round" class="flow"/><circle cx="35" cy="23" r="7" stroke="#72eee0" fill="none" class="breathe"/><circle cx="0" cy="0" r="15" stroke="#72eee0" fill="none" /><path d="M-6 0L-1 5L8 -6" fill="none" stroke="#72eee0" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round" /></g><path d="M30 204H550" fill="none" stroke="#245360" stroke-width="1" stroke-linecap="round" stroke-linejoin="round" /><path d="M30 204H550" fill="none" stroke="#72eee0" stroke-width="1" stroke-linecap="round" stroke-linejoin="round" class="flow" opacity=".5"/><text x="30" y="245" font-size="12" fill="#72eee0" text-anchor="start" class="mono">TOOLKIT GUIDE</text><path d="M510 239H540M532 231L540 239L532 247" fill="none" stroke="#72eee0" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round" /></svg>

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<svg xmlns="http://www.w3.org/2000/svg" width="580" height="276" viewBox="0 0 580 276" role="img" aria-labelledby="title desc"><title id="title">Local automation</title><desc id="desc">Connect rooms to your smart home. Home Assistant, MQTT and Matter. Conceptual animation; follow the linked source for capability limits.</desc><defs><linearGradient id="wash" x1="0" y1="0" x2="1" y2="1"><stop stop-color="#0b303a"/><stop offset=".55" stop-color="#06171e"/><stop offset="1" stop-color="#030c13"/></linearGradient><linearGradient id="accent"><stop stop-color="#91f6df"/><stop offset="1" stop-color="#26bad7"/></linearGradient><radialGradient id="halo"><stop stop-color="#35d4db" stop-opacity=".17"/><stop offset="1" stop-color="#35d4db" stop-opacity="0"/></radialGradient></defs><style>text{font-family:Arial,Helvetica,sans-serif}.mono{font-family:ui-monospace,Consolas,monospace;letter-spacing:2px}.flow{stroke-dasharray:5 12;animation:flow 12s linear infinite}.breathe{animation:breathe 6s ease-in-out infinite}.trace{stroke-dasharray:400;stroke-dashoffset:0;animation:trace 10s ease-in-out infinite}.float{animation:float 9s ease-in-out infinite}@keyframes flow{to{stroke-dashoffset:-136}}@keyframes breathe{50%{opacity:.4}}@keyframes trace{0%,100%{stroke-dashoffset:0}50%{stroke-dashoffset:90}}@keyframes float{50%{transform:translateY(-6px)}}@media(prefers-reduced-motion:reduce){*{animation:none!important}}</style><rect x=".5" y=".5" width="579" height="275" rx="18" fill="url(#wash)" stroke="#245360"/><text x="30" y="39" font-size="11" fill="#72eee0" text-anchor="start" class="mono">RUVIEW / 05</text><text x="30" y="94" font-size="29" fill="#ecfafb" text-anchor="start" >Local automation</text><text x="30" y="136" font-size="16" fill="#9abac5" text-anchor="start" >Connect rooms to your smart home.</text><text x="30" y="164" font-size="16" fill="#9abac5" text-anchor="start" >Home Assistant, MQTT and Matter.</text><circle cx="465" cy="170" r="110" fill="url(#halo)"/><g transform="translate(474 168) scale(0.83)"><path d="M-37 -3L0 -34L37 -3M-28 -10V32H28V-10M-9 32V8H9V32" fill="none" stroke="#72eee0" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" /><circle cx="0" cy="-9" r="5" stroke="#70b6ff" fill="none" class="breathe"/></g><path d="M30 204H550" fill="none" stroke="#245360" stroke-width="1" stroke-linecap="round" stroke-linejoin="round" /><path d="M30 204H550" fill="none" stroke="#72eee0" stroke-width="1" stroke-linecap="round" stroke-linejoin="round" class="flow" opacity=".5"/><text x="30" y="245" font-size="12" fill="#72eee0" text-anchor="start" class="mono">INTEGRATION GUIDE</text><path d="M510 239H540M532 231L540 239L532 247" fill="none" stroke="#72eee0" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round" /></svg>

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<svg xmlns="http://www.w3.org/2000/svg" width="580" height="276" viewBox="0 0 580 276" role="img" aria-labelledby="title desc"><title id="title">Presence &amp; motion</title><desc id="desc">Explore changes in room occupancy. Inspect motion features from CSI. Conceptual animation; follow the linked source for capability limits.</desc><defs><linearGradient id="wash" x1="0" y1="0" x2="1" y2="1"><stop stop-color="#0b303a"/><stop offset=".55" stop-color="#06171e"/><stop offset="1" stop-color="#030c13"/></linearGradient><linearGradient id="accent"><stop stop-color="#91f6df"/><stop offset="1" stop-color="#26bad7"/></linearGradient><radialGradient id="halo"><stop stop-color="#35d4db" stop-opacity=".17"/><stop offset="1" stop-color="#35d4db" stop-opacity="0"/></radialGradient></defs><style>text{font-family:Arial,Helvetica,sans-serif}.mono{font-family:ui-monospace,Consolas,monospace;letter-spacing:2px}.flow{stroke-dasharray:5 12;animation:flow 12s linear infinite}.breathe{animation:breathe 6s ease-in-out infinite}.trace{stroke-dasharray:400;stroke-dashoffset:0;animation:trace 10s ease-in-out infinite}.float{animation:float 9s ease-in-out infinite}@keyframes flow{to{stroke-dashoffset:-136}}@keyframes breathe{50%{opacity:.4}}@keyframes trace{0%,100%{stroke-dashoffset:0}50%{stroke-dashoffset:90}}@keyframes float{50%{transform:translateY(-6px)}}@media(prefers-reduced-motion:reduce){*{animation:none!important}}</style><rect x=".5" y=".5" width="579" height="275" rx="18" fill="url(#wash)" stroke="#245360"/><text x="30" y="39" font-size="11" fill="#72eee0" text-anchor="start" class="mono">RUVIEW / 01</text><text x="30" y="94" font-size="29" fill="#ecfafb" text-anchor="start" >Presence &amp; motion</text><text x="30" y="136" font-size="16" fill="#9abac5" text-anchor="start" >Explore changes in room occupancy.</text><text x="30" y="164" font-size="16" fill="#9abac5" text-anchor="start" >Inspect motion features from CSI.</text><circle cx="465" cy="170" r="110" fill="url(#halo)"/><g transform="translate(474 168) scale(0.83)"><circle cx="0" cy="-28" r="8" stroke="#72eee0" fill="none" /><path d="M0 -20V12M-24 -6L0 -14L24 -6M0 12L-18 38M0 12L18 38" fill="none" stroke="#72eee0" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" /><ellipse cx="0" cy="14" rx="40" ry="13" fill="none" stroke="#70b6ff" stroke-dasharray="3 8" class="flow"/></g><path d="M30 204H550" fill="none" stroke="#245360" stroke-width="1" stroke-linecap="round" stroke-linejoin="round" /><path d="M30 204H550" fill="none" stroke="#72eee0" stroke-width="1" stroke-linecap="round" stroke-linejoin="round" class="flow" opacity=".5"/><text x="30" y="245" font-size="12" fill="#72eee0" text-anchor="start" class="mono">SENSING GUIDE</text><path d="M510 239H540M532 231L540 239L532 247" fill="none" stroke="#72eee0" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round" /></svg>

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<svg xmlns="http://www.w3.org/2000/svg" width="580" height="276" viewBox="0 0 580 276" role="img" aria-labelledby="title desc"><title id="title">Breathing &amp; vital signals</title><desc id="desc">Inspect phase-derived signal trends. Validate estimates on your hardware. Conceptual animation; follow the linked source for capability limits.</desc><defs><linearGradient id="wash" x1="0" y1="0" x2="1" y2="1"><stop stop-color="#0b303a"/><stop offset=".55" stop-color="#06171e"/><stop offset="1" stop-color="#030c13"/></linearGradient><linearGradient id="accent"><stop stop-color="#91f6df"/><stop offset="1" stop-color="#26bad7"/></linearGradient><radialGradient id="halo"><stop stop-color="#35d4db" stop-opacity=".17"/><stop offset="1" stop-color="#35d4db" stop-opacity="0"/></radialGradient></defs><style>text{font-family:Arial,Helvetica,sans-serif}.mono{font-family:ui-monospace,Consolas,monospace;letter-spacing:2px}.flow{stroke-dasharray:5 12;animation:flow 12s linear infinite}.breathe{animation:breathe 6s ease-in-out infinite}.trace{stroke-dasharray:400;stroke-dashoffset:0;animation:trace 10s ease-in-out infinite}.float{animation:float 9s ease-in-out infinite}@keyframes flow{to{stroke-dashoffset:-136}}@keyframes breathe{50%{opacity:.4}}@keyframes trace{0%,100%{stroke-dashoffset:0}50%{stroke-dashoffset:90}}@keyframes float{50%{transform:translateY(-6px)}}@media(prefers-reduced-motion:reduce){*{animation:none!important}}</style><rect x=".5" y=".5" width="579" height="275" rx="18" fill="url(#wash)" stroke="#245360"/><text x="30" y="39" font-size="11" fill="#72eee0" text-anchor="start" class="mono">RUVIEW / 02</text><text x="30" y="94" font-size="29" fill="#ecfafb" text-anchor="start" >Breathing &amp; vital signals</text><text x="30" y="136" font-size="16" fill="#9abac5" text-anchor="start" >Inspect phase-derived signal trends.</text><text x="30" y="164" font-size="16" fill="#9abac5" text-anchor="start" >Validate estimates on your hardware.</text><circle cx="465" cy="170" r="110" fill="url(#halo)"/><g transform="translate(474 168) scale(0.83)"><path d="M-42 6H-27L-18 -10L-9 25L3 -25L14 10L24 -3L31 6H43" fill="none" stroke="#72eee0" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="trace"/><path d="M-42 31H43" fill="none" stroke="#214451" stroke-width="1" stroke-linecap="round" stroke-linejoin="round" /></g><path d="M30 204H550" fill="none" stroke="#245360" stroke-width="1" stroke-linecap="round" stroke-linejoin="round" /><path d="M30 204H550" fill="none" stroke="#72eee0" stroke-width="1" stroke-linecap="round" stroke-linejoin="round" class="flow" opacity=".5"/><text x="30" y="245" font-size="12" fill="#72eee0" text-anchor="start" class="mono">SIGNAL PIPELINE</text><path d="M510 239H540M532 231L540 239L532 247" fill="none" stroke="#72eee0" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round" /></svg>

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<svg xmlns="http://www.w3.org/2000/svg" width="1200" height="148" viewBox="0 0 1200 148" role="img" aria-labelledby="title desc"><title id="title">Evidence before accuracy claims</title><desc id="desc">Animated section heading. BENCHMARKS / REPRODUCERS / LIMITS</desc><defs><linearGradient id="wash" x1="0" y1="0" x2="1" y2="1"><stop stop-color="#0b303a"/><stop offset=".55" stop-color="#06171e"/><stop offset="1" stop-color="#030c13"/></linearGradient><linearGradient id="accent"><stop stop-color="#91f6df"/><stop offset="1" stop-color="#26bad7"/></linearGradient><radialGradient id="halo"><stop stop-color="#35d4db" stop-opacity=".17"/><stop offset="1" stop-color="#35d4db" stop-opacity="0"/></radialGradient></defs><style>text{font-family:Arial,Helvetica,sans-serif}.mono{font-family:ui-monospace,Consolas,monospace;letter-spacing:2px}.flow{stroke-dasharray:5 12;animation:flow 12s linear infinite}.breathe{animation:breathe 6s ease-in-out infinite}.trace{stroke-dasharray:400;stroke-dashoffset:0;animation:trace 10s ease-in-out infinite}.float{animation:float 9s ease-in-out infinite}@keyframes flow{to{stroke-dashoffset:-136}}@keyframes breathe{50%{opacity:.4}}@keyframes trace{0%,100%{stroke-dashoffset:0}50%{stroke-dashoffset:90}}@keyframes float{50%{transform:translateY(-6px)}}@media(prefers-reduced-motion:reduce){*{animation:none!important}}</style><rect x=".5" y=".5" width="1199" height="147" rx="18" fill="url(#wash)" stroke="#245360"/><g transform="translate(76 75) scale(0.75)"><path d="M0 -38L31 -20V18L0 38L-31 18V-20ZM-31 -20L0 -1L31 -20M0 -1V38" fill="none" stroke="#72eee0" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" /><path d="M-15 1L-5 11L17 -12" fill="none" stroke="#70b6ff" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="trace"/></g><text x="140" y="63" font-size="34" fill="#ecfafb" text-anchor="start" >Evidence before accuracy claims</text><text x="142" y="99" font-size="12" fill="#72eee0" text-anchor="start" class="mono">BENCHMARKS / REPRODUCERS / LIMITS</text><path d="M865 44Q960 10 1124 52" fill="none" stroke="#72eee0" stroke-width="1" stroke-linecap="round" stroke-linejoin="round" class="flow" opacity="0.65"/><path d="M865 61Q960 38 1124 69" fill="none" stroke="#72eee0" stroke-width="1" stroke-linecap="round" stroke-linejoin="round" class="flow" opacity="0.55"/><path d="M865 78Q960 66 1124 86" fill="none" stroke="#72eee0" stroke-width="1" stroke-linecap="round" stroke-linejoin="round" class="flow" opacity="0.45"/><path d="M865 95Q960 94 1124 103" fill="none" stroke="#72eee0" stroke-width="1" stroke-linecap="round" stroke-linejoin="round" class="flow" opacity="0.35"/><path d="M1140 70H1160M1152 62L1160 70L1152 78" fill="none" stroke="#72eee0" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" /></svg>

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<svg xmlns="http://www.w3.org/2000/svg" width="1200" height="396" viewBox="0 0 1200 396" role="img" aria-labelledby="title desc"><title id="title">RuView sensing overview</title><desc id="desc">Conceptual sequence: capture RF, extract context, act locally. Links to architecture and user documentation.</desc><defs><linearGradient id="wash" x1="0" y1="0" x2="1" y2="1"><stop stop-color="#0b303a"/><stop offset=".55" stop-color="#06171e"/><stop offset="1" stop-color="#030c13"/></linearGradient><linearGradient id="accent"><stop stop-color="#91f6df"/><stop offset="1" stop-color="#26bad7"/></linearGradient><radialGradient id="halo"><stop stop-color="#35d4db" stop-opacity=".17"/><stop offset="1" stop-color="#35d4db" stop-opacity="0"/></radialGradient></defs><style>text{font-family:Arial,Helvetica,sans-serif}.mono{font-family:ui-monospace,Consolas,monospace;letter-spacing:2px}.flow{stroke-dasharray:5 12;animation:flow 12s linear infinite}.breathe{animation:breathe 6s ease-in-out infinite}.trace{stroke-dasharray:400;stroke-dashoffset:0;animation:trace 10s ease-in-out infinite}.float{animation:float 9s ease-in-out infinite}@keyframes flow{to{stroke-dashoffset:-136}}@keyframes breathe{50%{opacity:.4}}@keyframes trace{0%,100%{stroke-dashoffset:0}50%{stroke-dashoffset:90}}@keyframes float{50%{transform:translateY(-6px)}}@media(prefers-reduced-motion:reduce){*{animation:none!important}}</style><rect x=".5" y=".5" width="1199" height="395" rx="18" fill="url(#wash)" stroke="#245360"/><text x="36" y="44" font-size="12" fill="#72eee0" text-anchor="start" class="mono">SIGNAL TO CONTEXT</text><text x="36" y="89" font-size="34" fill="#ecfafb" text-anchor="start" >A sensing loop you can inspect.</text><rect x="36" y="120" width="336" height="220" rx="14" fill="#071b23" stroke="#285360"/><text x="60" y="153" font-size="12" fill="#72eee0" text-anchor="start" >01</text><text x="60" y="188" font-size="26" fill="#ecfafb" text-anchor="start" >Capture RF</text><text x="60" y="216" font-size="15" fill="#9abac5" text-anchor="start" >CSI from supported hardware</text><g transform="translate(305 281) scale(0.62)"><path d="M-10.4 -5.2Q0 -18.2 10.4 -5.2" fill="none" stroke="#72eee0" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round" class="breathe" style="animation-delay:-0.65s"/><path d="M-20.0 -10.0Q0 -35.0 20.0 -10.0" fill="none" stroke="#72eee0" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round" class="breathe" style="animation-delay:-1.25s"/><path d="M-30.400000000000002 -15.200000000000001Q0 -53.199999999999996 30.400000000000002 -15.200000000000001" fill="none" stroke="#72eee0" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round" class="breathe" style="animation-delay:-1.9s"/><circle cx="0" cy="20" r="4" stroke="#72eee0" fill="#72eee0"/><path d="M0 12V-1" fill="none" stroke="#72eee0" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round" /></g><text x="60" y="311" font-size="13" fill="#9abac5" text-anchor="start" >Provision and calibrate</text><path d="M380 229H420M412 221L420 229L412 237" fill="none" stroke="#72eee0" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="flow"/><rect x="432" y="120" width="336" height="220" rx="14" fill="#071b23" stroke="#285360"/><text x="456" y="153" font-size="12" fill="#72eee0" text-anchor="start" >02</text><text x="456" y="188" font-size="26" fill="#ecfafb" text-anchor="start" >Extract context</text><text x="456" y="216" font-size="15" fill="#9abac5" text-anchor="start" >Signal processing and models</text><g transform="translate(701 281) scale(0.62)"><path d="M-42 6H-27L-18 -10L-9 25L3 -25L14 10L24 -3L31 6H43" fill="none" stroke="#72eee0" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="trace"/><path d="M-42 31H43" fill="none" stroke="#214451" stroke-width="1" stroke-linecap="round" stroke-linejoin="round" /></g><text x="456" y="311" font-size="13" fill="#9abac5" text-anchor="start" >Compare against real data</text><path d="M776 229H816M808 221L816 229L808 237" fill="none" stroke="#72eee0" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="flow"/><rect x="828" y="120" width="336" height="220" rx="14" fill="#071b23" stroke="#285360"/><text x="852" y="153" font-size="12" fill="#72eee0" text-anchor="start" >03</text><text x="852" y="188" font-size="26" fill="#ecfafb" text-anchor="start" >Act locally</text><text x="852" y="216" font-size="15" fill="#9abac5" text-anchor="start" >Events, APIs and integrations</text><g transform="translate(1097 281) scale(0.62)"><path d="M-37 -3L0 -34L37 -3M-28 -10V32H28V-10M-9 32V8H9V32" fill="none" stroke="#72eee0" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" /><circle cx="0" cy="-9" r="5" stroke="#70b6ff" fill="none" class="breathe"/></g><text x="852" y="311" font-size="13" fill="#9abac5" text-anchor="start" >Apply rules and review outputs</text><text x="36" y="373" font-size="11" fill="#9abac5" text-anchor="start" class="mono">CONCEPTUALine truncated

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# RuView README visual system
The README uses a Cognitum-inspired palette: midnight backgrounds, cyan gradients, wireframe geometry and restrained signal motion. It includes a hero, six feature cards, six navigation icons, an overview, five chapter headings and a Cognitum destination banner.
## Rebuild and check
```bash
python3 scripts/render-readme-visuals.py
python3 scripts/verify-readme-visuals.py
```
The generator uses only Python's standard library and makes no network calls. The committed SVGs are the deployment artifacts. The manifest in `assets/readme/manifest.json` lists every destination.
## Links and rendering
GitHub renders SVGs as images, so image-internal links are not used. Each SVG has an outer Markdown or HTML link in the README. Each card and navigation icon also has a plain text link for narrow screens and assistive technology. Source headings remain intact so existing README anchors still work.
Animation uses CSS only. All copy and essential geometry are visible without animation, JavaScript, remote fonts or remote images. `prefers-reduced-motion` disables decorative movement. The original GIF remains available in an expandable demo section; the existing ruOS promotion remains linked.
## Content boundaries
The overview and RF room are conceptual illustrations, not live measurements or benchmark evidence. Feature cards link to current source documentation. Pose research is identified as such, and the signal card directs readers to hardware validation. No new speed, accuracy, medical or device-support claims are introduced.
Sources: `docs/user-guide.md`, `docs/benchmarks/pose-estimation-cog.md`, `v2/crates/wifi-densepose-signal/README.md`, `firmware/esp32-csi-node/README.md`, `docs/integrations/home-assistant.md`, and `harness/ruview/README.md`.
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#!/usr/bin/env python3
"""Generate the RuView README visual system. Deterministic, stdlib, no network."""
from pathlib import Path
from html import escape
import math,json,xml.etree.ElementTree as ET
ROOT=Path(__file__).resolve().parents[1];OUT=ROOT/'assets/readme';OUT.mkdir(parents=True,exist_ok=True)
C='#72eee0';BLUE='#70b6ff';INK='#041117';WHITE='#ecfafb';MUTED='#9abac5'
def text(x,y,value,size=16,color=MUTED,anchor='start',extra=''):
return f'<text x="{x}" y="{y}" font-size="{size}" fill="{color}" text-anchor="{anchor}" {extra}>{escape(value)}</text>'
def path(d,color=C,width=1.5,extra=''):
return f'<path d="{d}" fill="none" stroke="{color}" stroke-width="{width}" stroke-linecap="round" stroke-linejoin="round" {extra}/>'
def circle(x,y,r,color=C,extra=''):
fill = '' if 'fill=' in extra else 'fill="none"'
return f'<circle cx="{x}" cy="{y}" r="{r}" stroke="{color}" {fill} {extra}/>'
def icon(kind,x,y,scale=1):
s=''
if kind in ['signal','start']:
for r in [13,25,38]:s+=path(f'M{-r*.8} {-r*.4}Q0 {-r*1.4} {r*.8} {-r*.4}',extra=f'class="breathe" style="animation-delay:-{r/20}s"')
s+=circle(0,20,4,extra='fill="#72eee0"')+path('M0 12V-1')
elif kind in ['presence','pose']:
s+=circle(0,-28,8)+path('M0 -20V12M-24 -6L0 -14L24 -6M0 12L-18 38M0 12L18 38',width=2)
if kind=='pose':
for px,py in [(0,-14),(0,12),(-24,-6),(24,-6),(-18,38),(18,38)]:s+=circle(px,py,3,BLUE,extra='fill="#041117" class="breathe"')
else:s+=f'<ellipse cx="0" cy="14" rx="40" ry="13" fill="none" stroke="{BLUE}" stroke-dasharray="3 8" class="flow"/>'
elif kind in ['vitals','models']:
s+=path('M-42 6H-27L-18 -10L-9 25L3 -25L14 10L24 -3L31 6H43',width=2,extra='class="trace"')+path('M-42 31H43','#214451',1)
elif kind in ['edge','hardware']:
s+='<rect x="-25" y="-25" width="50" height="50" rx="7" fill="#0a2630" stroke="#72eee0"/>'
s+='<rect x="-13" y="-13" width="26" height="26" rx="3" fill="none" stroke="#70b6ff"/>'
for v in [-16,0,16]:s+=path(f'M{v} -36V-25M{v} 25V36M-36 {v}H-25M25 {v}H36')
s+=circle(0,0,4,extra='fill="#72eee0" class="breathe"')
elif kind in ['home','automation']:
s+=path('M-37 -3L0 -34L37 -3M-28 -10V32H28V-10M-9 32V8H9V32',width=2)
s+=circle(0,-9,5,BLUE,extra='class="breathe"')
elif kind in ['agent','agents']:
for px,py in [(0,-33),(-35,23),(35,23)]:s+=path(f'M0 0L{px} {py}',BLUE,1,extra='class="flow"')+circle(px,py,7,extra='class="breathe"')
s+=circle(0,0,15)+path('M-6 0L-1 5L8 -6')
elif kind in ['seed','evidence']:
s+=path('M0 -38L31 -20V18L0 38L-31 18V-20ZM-31 -20L0 -1L31 -20M0 -1V38',width=2)
s+=path('M-15 1L-5 11L17 -12',BLUE,2,extra='class="trace"')
else:
for j in range(3):s+=path(f'M-38 {j*14-20}L0 {j*14-38}L38 {j*14-20}L0 {j*14-2}Z',extra='class="breathe"')
return f'<g transform="translate({x} {y}) scale({scale})">{s}</g>'
def frame(w,h,title,desc,body):
return f'''<svg xmlns="http://www.w3.org/2000/svg" width="{w}" height="{h}" viewBox="0 0 {w} {h}" role="img" aria-labelledby="title desc"><title id="title">{escape(title)}</title><desc id="desc">{escape(desc)}</desc><defs><linearGradient id="wash" x1="0" y1="0" x2="1" y2="1"><stop stop-color="#0b303a"/><stop offset=".55" stop-color="#06171e"/><stop offset="1" stop-color="#030c13"/></linearGradient><linearGradient id="accent"><stop stop-color="#91f6df"/><stop offset="1" stop-color="#26bad7"/></linearGradient><radialGradient id="halo"><stop stop-color="#35d4db" stop-opacity=".17"/><stop offset="1" stop-color="#35d4db" stop-opacity="0"/></radialGradient></defs><style>text{{font-family:Arial,Helvetica,sans-serif}}.mono{{font-family:ui-monospace,Consolas,monospace;letter-spacing:2px}}.flow{{stroke-dasharray:5 12;animation:flow 12s linear infinite}}.breathe{{animation:breathe 6s ease-in-out infinite}}.trace{{stroke-dasharray:400;stroke-dashoffset:0;animation:trace 10s ease-in-out infinite}}.float{{animation:float 9s ease-in-out infinite}}@keyframes flow{{to{{stroke-dashoffset:-136}}}}@keyframes breathe{{50%{{opacity:.4}}}}@keyframes trace{{0%,100%{{stroke-dashoffset:0}}50%{{stroke-dashoffset:90}}}}@keyframes float{{50%{{transform:translateY(-6px)}}}}@media(prefers-reduced-motion:reduce){{*{{animation:none!important}}}}</style><rect x=".5" y=".5" width="{w-1}" height="{h-1}" rx="18" fill="url(#wash)" stroke="#245360"/>{body}</svg>'''
manifest=[]
def save(name,w,h,title,desc,body,target):
s=frame(w,h,title,desc,body);ET.fromstring(s);(OUT/(name+'.svg')).write_text(s+'\n');manifest.append({'file':'assets/readme/'+name+'.svg','title':title,'target':target,'width':w,'height':h})
# Main title panel: a radio field passes through an illustrated room.
s=text(48,44,'RUVIEW / COGNITUM ECOSYSTEM',13,C,extra='class="mono"')+text(48,121,'RuView',76,WHITE)+text(48,184,'Spaces become signals.',38,WHITE)+text(48,234,'Signals become understanding.',32,C)+text(50,279,'Explore RF sensing, edge inference and local automation.',18)
s+='<rect x="48" y="326" width="270" height="52" rx="12" fill="url(#accent)"/>'+text(72,359,'Explore the guide',20,INK)+path('M272 352H292M285 345L292 352L285 359',INK,2)
s+=text(49,419,'RF SENSING / EDGE MODELS / LOCAL ACTION',11,MUTED,extra='class="mono"')
s+='<circle cx="950" cy="235" r="235" fill="url(#halo)"/>'
for i in range(9):s+=path(f'M{750+i*40} 282L{610+i*80} 443','#12343d',1)
for y in [306,336,372,418]:s+=path(f'M680 {y}H1168','#12343d',1)
s+=path('M803 157L1008 106L1137 177L930 236ZM803 157V314L930 391L1137 324V177M930 236V391M1008 106V268L803 314M1008 268L1137 324','#4b9ba4',1.5)
s+=icon('presence',976,265,1.35)+icon('edge',780,349,.7)
for i in range(4):s+=path(f'M{794+i*12} {333-i*9}Q{830+i*25} {245-i*24} {896+i*29} {207-i*3}',C,1.4,extra=f'class="flow" style="animation-delay:-{i}s" opacity="{.8-i*.12}"')
for x,y in [(803,157),(1008,106),(1137,177),(930,236),(930,391),(803,314),(1137,324)]:s+=circle(x,y,3,extra='fill="#72eee0" class="breathe"')
s+=text(1148,419,'CONCEPTUAL RF FIELD',10,MUTED,'end',extra='class="mono"')
save('hero',1200,450,'RuView: spaces become signals','Animated conceptual RF field and room geometry. Explore the RuView user guide. This illustration is not a sensor measurement.',s,'docs/user-guide.md')
# Visual navigation icons, each receives a real outer link in Markdown.
nav=[('start','Start here','docs/user-guide.md'),('hardware','Hardware','firmware/esp32-csi-node/README.md'),('models','Models','https://huggingface.co/ruvnet/wifi-densepose-pretrained'),('agents','AI toolkit','harness/ruview/README.md'),('home','Smart home','docs/integrations/home-assistant.md'),('seed','Cognitum','https://cognitum.one/seed')]
for k,label,target in nav:save('nav-'+k,180,116,label,'Open '+label+'. Animated navigation icon.',icon(k,90,45,.65)+text(90,98,label,16,WHITE,'middle'),target)
# Capability cards. No unverified performance claims.
cards=[('presence','01','Presence & motion','Explore changes in room occupancy.','Inspect motion features from CSI.','SENSING GUIDE','docs/user-guide.md'),('vitals','02','Breathing & vital signals','Inspect phase-derived signal trends.','Validate estimates on your hardware.','SIGNAL PIPELINE','v2/crates/wifi-densepose-signal/README.md'),('pose','03','Pose research','Train and compare body keypoints.','Live accuracy differs from benchmarks.','READ THE EVIDENCE','docs/benchmarks/pose-estimation-cog.md'),('edge','04','Edge sensor mesh','Provision, capture and calibrate.','Explore ESP32 firmware and runbooks.','HARDWARE GUIDE','firmware/esp32-csi-node/README.md'),('automation','05','Local automation','Connect rooms to your smart home.','Home Assistant, MQTT and Matter.','INTEGRATION GUIDE','docs/integrations/home-assistant.md'),('agents','06','A guided AI operator','Source-cited setup and verification.','CLI, MCP and agent workflows.','TOOLKIT GUIDE','harness/ruview/README.md')]
for k,num,title,l1,l2,cta,target in cards:
s=text(30,39,'RUVIEW / '+num,11,C,extra='class="mono"')+text(30,94,title,29,WHITE)+text(30,136,l1,16)+text(30,164,l2,16)
s+='<circle cx="465" cy="170" r="110" fill="url(#halo)"/>'+icon(k,474,168,.83)+path('M30 204H550','#245360',1)+path('M30 204H550',C,1,extra='class="flow" opacity=".5"')
s+=text(30,245,cta,12,C,extra='class="mono"')+path('M510 239H540M532 231L540 239L532 247',C,1.5)
save('feature-'+k,580,276,title,l1+' '+l2+' Conceptual animation; follow the linked source for capability limits.',s,target)
# Overview uses three clearly labelled stages rather than fabricated telemetry.
s=text(36,44,'SIGNAL TO CONTEXT',12,C,extra='class="mono"')+text(36,89,'A sensing loop you can inspect.',34,WHITE)
for i,(label,sub,kind,tail) in enumerate([('Capture RF','CSI from supported hardware','signal','Provision and calibrate'),('Extract context','Signal processing and models','models','Compare against real data'),('Act locally','Events, APIs and integrations','automation','Apply rules and review outputs')]):
x=36+i*396;s+=f'<rect x="{x}" y="120" width="336" height="220" rx="14" fill="#071b23" stroke="#285360"/>'
s+=text(x+24,153,f'0{i+1}',12,C)+text(x+24,188,label,26,WHITE)+text(x+24,216,sub,15)+icon(kind,x+269,281,.62)+text(x+24,311,tail,13)
if i<2:s+=path(f'M{x+344} 229H{x+384}M{x+376} 221L{x+384} 229L{x+376} 237',C,2,extra='class="flow"')
s+=text(36,373,'CONCEPTUAL PIPELINE / HARDWARE AND ENVIRONMENT VALIDATION MATTER',11,MUTED,extra='class="mono"')
save('overview',1200,396,'RuView sensing overview','Conceptual sequence: capture RF, extract context, act locally. Links to architecture and user documentation.',s,'docs/user-guide.md')
# Chapter headings act as visual landmarks, all remain links.
headers=[('features','Explore the capabilities','SENSING / MODELS / AUTOMATION','presence','docs/user-guide.md'),('edge','Intelligence at the edge','SENSORS / FIRMWARE / MODULES','edge','firmware/esp32-csi-node/README.md'),('learning','From recordings to models','CAPTURE / TRAIN / EVALUATE','models','docs/user-guide.md'),('evidence','Evidence before accuracy claims','BENCHMARKS / REPRODUCERS / LIMITS','evidence','docs/benchmarks/pose-estimation-cog.md'),('docs','Choose your next step','GUIDES / HARDWARE / INTEGRATIONS','agents','docs/user-guide.md')]
for k,title,sub,kind,target in headers:
s=icon(kind,76,75,.75)+text(140,63,title,34,WHITE)+text(142,99,sub,12,C,extra='class="mono"')
for i in range(4):s+=path(f'M865 {44+i*17}Q960 {10+i*28} 1124 {52+i*17}',C,1,extra=f'class="flow" opacity="{.65-i*.1}"')
s+=path('M1140 70H1160M1152 62L1160 70L1152 78',C,2)
save('header-'+k,1200,148,title,'Animated section heading. '+sub,s,target)
# Brand destination; original ruOS promotion remains in the README.
s=text(44,42,'COGNITUM ONE',12,C,extra='class="mono"')+text(44,99,'Ambient Intelligence.',42,WHITE)+text(44,147,'At the edge of the physical world.',25,C)+text(44,190,'Explore the platform behind the ecosystem.',16)
s+='<rect x="44" y="224" width="256" height="46" rx="11" fill="url(#accent)"/>'+text(65,254,'Explore Cognitum',18,INK)+path('M263 247H284M277 240L284 247L277 254',INK,2)
s+='<circle cx="947" cy="151" r="173" fill="url(#halo)"/>'+icon('seed',945,150,2.4)
for j in range(3):s+=f'<ellipse cx="945" cy="150" rx="{140+j*20}" ry="{30+j*13}" transform="rotate(-25 945 150)" fill="none" stroke="#3c8897" stroke-dasharray="5 18" class="flow"/>'
save('cognitum',1200,304,'Explore Cognitum One','Ambient Intelligence at the edge of the physical world. Open cognitum.one.',s,'https://cognitum.one')
(OUT/'manifest.json').write_text(json.dumps({'schema_version':1,'style':'Cognitum cyan on midnight','motion':'Decorative CSS; prefers-reduced-motion supported; no script or remote dependencies','assets':manifest},indent=2)+'\n')
print(f'Generated {len(manifest)} SVGs, {sum((ROOT/x["file"]).stat().st_size for x in manifest):,} bytes')
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#!/usr/bin/env python3
"""Verify the generated SVGs and GitHub-compatible image link wrappers."""
from pathlib import Path
import json,re,xml.etree.ElementTree as ET
from urllib.parse import urlparse
ROOT=Path(__file__).resolve().parents[1];NS='{http://www.w3.org/2000/svg}'
manifest=json.loads((ROOT/'assets/readme/manifest.json').read_text());readme=(ROOT/'README.md').read_text();total=0
for asset in manifest['assets']:
file=ROOT/asset['file'];raw=file.read_text();total+=file.stat().st_size;root=ET.fromstring(raw)
assert root.tag==NS+'svg' and root.get('viewBox'),asset['file']
assert root.find(NS+'title') is not None and root.find(NS+'desc') is not None
ids=[e.get('id') for e in root.iter() if e.get('id')];assert len(ids)==len(set(ids))
assert 'prefers-reduced-motion:reduce' in raw and '@keyframes' in raw
for e in root.iter():
assert e.tag not in [NS+'script',NS+'foreignObject',NS+'image'],asset['file']
assert all(not k.lower().startswith('on') for k in e.attrib)
assert not any(k.endswith('href') for k in e.attrib),'Links belong to README wrappers'
assert not re.search(r'url\((?!#)',raw),'Remote dependency'
target=asset['target'];parsed=urlparse(target)
if parsed.scheme:
assert parsed.scheme=='https' and parsed.hostname in ['cognitum.one','huggingface.co']
else:assert (ROOT/target.split('#')[0]).is_file(),target
escaped=re.escape(asset['file']);destination=re.escape(target)
linked=bool(re.search(r'\[!\[[^\]]*\]\('+escaped+r'\)\]\('+destination+r'\)',readme))
linked=linked or bool(re.search(r'<a href="'+destination+r'">\s*<img src="'+escaped+r'"',readme))
assert linked,('Missing clickable wrapper',asset['file'])
assert file.stat().st_size<20000,'Unexpected asset growth'
assert total<100000
print(f'PASS: {len(manifest["assets"])} accessible animated SVGs, link targets and README wrappers; {total:,} bytes. No scripts, remote resources or SVG-internal links.')