Releases · SharpAI/DeepCamera
DeepCamera v2026.3 — Skill Platform Milestone
136 commits since the last release, transforming DeepCamera from a monolithic AI camera backend into a decentralized Skill Platform for Aegis-AI.
🏗️ Skill Platform Architecture
- 18 skills across 10 categories: Detection, Analysis, Annotation, Automation, Streaming, Channels, Transformation, Integrations, Camera Providers, and Benchmarking
- Standardized SKILL.md manifest +
requirements.txtdependency model - JSON-lines over stdin/stdout communication protocol
- Progress event emission during startup for Aegis UI feedback
- Graceful SIGTERM shutdown handling
📊 HomeSec-Bench: 131-Test Benchmark Suite
The Home Security AI Benchmark is the anchor skill, evaluating LLM and VLM performance in residential security contexts:
- 131 tests across 16 suites (96 LLM + 35 VLM)
- Context Preprocessing, Knowledge Distillation, Event Deduplication, Security Classification
- Tool Use validation against real Aegis agent-bridge.cjs definitions
- 35 AI-generated security camera fixture frames
- Auto-generated HTML report with Historical Comparison table
- Qwen3.5 compatibility:
<think></think>injection to disable reasoning, balanced-brace JSON parser, buffered token streaming with[C]/[R]field tagging, smart early-abort (100 reasoning tokens, 2× maxTokens, 2000 global cap)
🖥️ Cross-Platform Deployment
Windows
deploy.batequivalents for all skills withdeploy.sh- WMI-based GPU detection fallback
- Quoting bug fixes in GPU detection
AMD ROCm
- ROCm 7.2+ GPU detection
- PyTorch+HIP inference (replacing ONNX)
- Auto-detect installed ROCm version for correct PyTorch wheel
- Graceful CPU fallback when ROCm PyTorch unavailable
Apple Silicon
- YOLO routing to Neural Engine (NPU) via CoreML
- numpy <2.0.0 pin for CoreML export compatibility
🔧 Infrastructure
- CameraClaw registry migrated to DeepCamera with
urlfield - Third-party benchmarks removed from skill registry
- Modernized README with skill catalog and platform identity
src/directory index with module map and architecture docs
📦 Skill Catalog (10 Categories)
| Category | Skills |
|---|---|
| Detection | YOLO 2026 |
| Analysis | Home Security Benchmark, VLM Scene Analysis |
| Annotation | Bounding Box Overlay |
| Automation | Schedule Engine |
| Streaming | go2rtc, RTSP Relay |
| Channels | Discord, Telegram |
| Transformation | Frame Resize, Video Compose |
| Camera Providers | Blink, ONVIF |
| Integrations | CameraClaw (OpenClaw) |
Full Changelog: Aegis...v2026.3
Aegis-Quick-release
Add comprehensive documentation for DeepCamera integration and archit…
SharpAI Hub release
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.
DeepCamera Android 1.4.4 Release
DeepCamera on Android 1.3 release
test_model
This is only for testing.