tag:github.com,2008:https://github.com/SharpAI/DeepCamera/releases 2026-03-14T00:40:34Z tag:github.com,2008:Repository/173961960/v2026.3 2026-03-14T00:43:09Z <h1>DeepCamera v2026.3 — Skill Platform Milestone</h1> <p><strong>136 commits</strong> since the last release, transforming DeepCamera from a monolithic AI camera backend into a <strong>decentralized Skill Platform</strong> for Aegis-AI.</p> <hr> <h2>🏗️ Skill Platform Architecture</h2> <ul> <li><strong>18 skills</strong> across 10 categories: Detection, Analysis, Annotation, Automation, Streaming, Channels, Transformation, Integrations, Camera Providers, and Benchmarking</li> <li>Standardized SKILL.md manifest + <code>requirements.txt</code> dependency model</li> <li>JSON-lines over stdin/stdout communication protocol</li> <li>Progress event emission during startup for Aegis UI feedback</li> <li>Graceful SIGTERM shutdown handling</li> </ul> <h2>📊 HomeSec-Bench: 131-Test Benchmark Suite</h2> <p>The <strong>Home Security AI Benchmark</strong> is the anchor skill, evaluating LLM and VLM performance in residential security contexts:</p> <ul> <li><strong>131 tests</strong> across <strong>16 suites</strong> (96 LLM + 35 VLM)</li> <li>Context Preprocessing, Knowledge Distillation, Event Deduplication, Security Classification</li> <li>Tool Use validation against real Aegis agent-bridge.cjs definitions</li> <li>35 AI-generated security camera fixture frames</li> <li>Auto-generated HTML report with Historical Comparison table</li> <li><strong>Qwen3.5 compatibility</strong>: <code>&lt;think&gt;&lt;/think&gt;</code> injection to disable reasoning, balanced-brace JSON parser, buffered token streaming with <code>[C]/[R]</code> field tagging, smart early-abort (100 reasoning tokens, 2× maxTokens, 2000 global cap)</li> </ul> <h2>🖥️ Cross-Platform Deployment</h2> <h3>Windows</h3> <ul> <li><code>deploy.bat</code> equivalents for all skills with <code>deploy.sh</code></li> <li>WMI-based GPU detection fallback</li> <li>Quoting bug fixes in GPU detection</li> </ul> <h3>AMD ROCm</h3> <ul> <li>ROCm 7.2+ GPU detection</li> <li>PyTorch+HIP inference (replacing ONNX)</li> <li>Auto-detect installed ROCm version for correct PyTorch wheel</li> <li>Graceful CPU fallback when ROCm PyTorch unavailable</li> </ul> <h3>Apple Silicon</h3> <ul> <li>YOLO routing to Neural Engine (NPU) via CoreML</li> <li>numpy &lt;2.0.0 pin for CoreML export compatibility</li> </ul> <h2>🔧 Infrastructure</h2> <ul> <li>CameraClaw registry migrated to DeepCamera with <code>url</code> field</li> <li>Third-party benchmarks removed from skill registry</li> <li>Modernized README with skill catalog and platform identity</li> <li><code>src/</code> directory index with module map and architecture docs</li> </ul> <h2>📦 Skill Catalog (10 Categories)</h2> <table> <thead> <tr> <th>Category</th> <th>Skills</th> </tr> </thead> <tbody> <tr> <td>Detection</td> <td>YOLO 2026</td> </tr> <tr> <td>Analysis</td> <td>Home Security Benchmark, VLM Scene Analysis</td> </tr> <tr> <td>Annotation</td> <td>Bounding Box Overlay</td> </tr> <tr> <td>Automation</td> <td>Schedule Engine</td> </tr> <tr> <td>Streaming</td> <td>go2rtc, RTSP Relay</td> </tr> <tr> <td>Channels</td> <td>Discord, Telegram</td> </tr> <tr> <td>Transformation</td> <td>Frame Resize, Video Compose</td> </tr> <tr> <td>Camera Providers</td> <td>Blink, ONVIF</td> </tr> <tr> <td>Integrations</td> <td>CameraClaw (OpenClaw)</td> </tr> </tbody> </table> <hr> <p><strong>Full Changelog</strong>: <a href="https://github.com/SharpAI/DeepCamera/compare/Aegis...v2026.3">Aegis...v2026.3</a></p> solderzzc tag:github.com,2008:Repository/173961960/Aegis 2026-02-19T10:04:22Z <p>Add comprehensive documentation for DeepCamera integration and archit…</p> <p>…ecture</p> <p>Create three new documentation files: <br />- Home Assistant integration guide <br />- DeepCamera pipeline architecture overview <br />- Supported AI models documentation</p> <p>These documents provide in-depth technical details about DeepCamera's capabilities, integration methods, and underlying technical architecture, enhancing project documentation and user understanding.</p> solderzzc tag:github.com,2008:Repository/173961960/v3.4.3 2024-01-24T21:03:57Z <p>This release introduced a big leap of DeepCamera, SharpAI team implemented an python cli based installation helper to easily deploy AI Camera applications to your system.</p> solderzzc tag:github.com,2008:Repository/173961960/3.0.0 2020-11-19T22:53:59Z <p>update api_server to 3.0.0</p> solderzzc tag:github.com,2008:Repository/173961960/1.4 2019-06-11T22:56:36Z <h2>Install DeepCamera AI monitor on Android <a href="https://github.com/SharpAI/DeepCamera/releases/download/1.4/DeepCamera_1.4.4.apk">https://github.com/SharpAI/DeepCamera/releases/download/1.4/DeepCamera_1.4.4.apk</a></h2> <p>built from <a href="https://github.com/SharpAI/DeepCamera_Android/releases/tag/1.4.4">1.4.4 release of DeepCamera_Android</a>.</p> <h2>Install mobile app to receive notification</h2> solderzzc tag:github.com,2008:Repository/173961960/1.3.1 2019-04-24T17:57:39Z <p>Update to 1.3 release</p> solderzzc tag:github.com,2008:Repository/173961960/0418_2019 2019-04-19T00:53:20Z <p>to set front only mode.</p> solderzzc tag:github.com,2008:Repository/173961960/1.3 2019-04-24T18:07:14Z <p>To speed up the evaluation of DeepCamera platform, SharpAI Dev Team developed an Application to use Android Camera instead of surveillance camera, remove hardware dependency will speed up the evaluation procedure for developers.</p> <p>There would be some issues caused by Camera quality on the device, it always has better result if replace Android camera to surveillance camera but still, our Android AI camera is state-of-the-art production leveraging AutoML for Edge devices.</p> <p>Following is what you need to do:</p> <ol> <li>Install DeepCamera AI monitor on Android, built from <a href="https://github.com/SharpAI/DeepCamera_Android/releases/tag/1.3">1.3 release of DeepCamera_Android</a>. <a href="https://github.com/SharpAI/DeepCamera/releases/download/1.3/DeepCamera_1.3.apk">https://github.com/SharpAI/DeepCamera/releases/download/1.3/DeepCamera_1.3.apk</a></li> <li>Install mobile app to receive notification, name/labelling people(Beta test)<br> Android: <a href="https://github.com/SharpAI/DeepCamera/releases/download/v1.2.1/sharpai-2.2.67-20190122181044.apk">https://github.com/SharpAI/DeepCamera/releases/download/v1.2.1/sharpai-2.2.67-20190122181044.apk</a><br> iOS: <a href="https://testflight.apple.com/join/8LXGgu3q" rel="nofollow">https://testflight.apple.com/join/8LXGgu3q</a></li> </ol> <h2>Release Note</h2> <ul> <li>To show recognition status on device</li> <li>Changed package name to org.sharpai from com.termux</li> <li>Update <a href="https://github.com/SharpAI/DeepCamera/releases/download/1.3/DeepCamera_Dev_All_In_One_04182019.bz2">deep camera source code package</a> to the tag of 1.3</li> </ul> <h2>Known Issue</h2> <ul> <li>After system setup, if the camera preview doesn't show up, you just need restart the application.</li> <li>If system setup failed, need clear the data of application and run again.</li> </ul> solderzzc tag:github.com,2008:Repository/173961960/1.2 2019-03-26T04:49:08Z <p>To log post2 API.</p> solderzzc tag:github.com,2008:Repository/173961960/3288 2019-03-23T16:54:13Z <p>fixed typo</p> solderzzc