# Project integration updates for week 14 _Exported on 12/12/2025 at 23:06:43 EST from Cursor (2.1.39)_ --- **User** follow the general guidelines: — for each image or video add a caption and description. — make all the text professional and succinct without losing key details — make the information as organized and as aesthetically pleasing as possible — don't just take my notes from the prompt, refine it before putting it on the page specific tasks: (all in week14.html) 1-- update data integration section with the content in this chat (refine it as data integration methods to spirally develop) let me know if you have any networking problems! 5:16 I have had success using paho mqtt 5:16 we can debug your webpage irght now if you want Saleem Aldajani 5:18 PM :pray: kye 5:52 PM https://wiki.seeedstudio.com/xiao_esp32s3_wifi_usage/#wifi-client-functions WiFiClient::write(uint8_t data) -- Write a single byte of data to the connected server through the WiFiClient instance. Or WiFiClient::write(const uint8_t *buf, size_t size). wiki.seeedstudio.comwiki.seeedstudio.com WiFi for both versions | Seeed Studio Wiki WiFi usage with Seeed Studio XIAO ESP32S3. (54 kB) https://wiki.seeedstudio.com/xiao_esp32s3_wifi_usage/#wifi-client-functions 5:54 https://docs.arduino.cc/language-reference/en/functions/communication/serial/ Saleem Aldajani 5:56 PM -- easiest serial through cable from computer to microcontroller and pyserial to stream the data -- second easiest make all microcontrollers wifi clients and then stream to flash web server 2-- add a new section for day 2 electrical and mechanical integration 2.1. mechanical integration mechanical design integration now includes the complete demo table with precise placement of the mirrorage handgrip subsystem and the aging clock subsystem, embed this image: demo-table-v14.png 3d additive mechanical component prints were all put in for rapid iterative development, the casing print required organic support, the dock required a brim, the bands needed to print as TPU (will spiral into molding and casting) printing-started.mp4 printing-case.jpeg failed-case.jpeg petg-bands.jpeg failed-dock.jpeg adding_brim.png organic-support-case.png case_organic_support.jpeg fit-acrylic-case.jpeg printing-failures.jpeg printing-progress.jpeg first 2d subtractive mechanical component was debugged, needed to export dxf of the full face to laser cut an acrylic display that fits the casing precisely (the display part face itself was too small because it was fileted, so i needed to trace the edges of the aging clock body and export and cut that face) laser-cut-1.mp4 laser-cut-2.mp4 2.2 electrical integration electrical design integration now combines the accelerometer/camera board with the pulse oximeter board all in one design that fits inside casing (might upgrade to small TFT screen later if it still fits in the casing) board-too-big.png board-in-case.png final-board-design-aging-clock.png the first version of the aging clock board was milled (which didnt fit the initial casing, can adjust the casing and print a slightly larger version or mill the new minitiarized board with shrunken electronics, and will try both today, now designing the mirrorage board for handgrip and speaker with large TFT screen milled-integrated-aging-clock-board.jpeg board-deflection-fixing.mp4 almost-fit-board.jpeg --- **Cursor** Reviewing week14.html and the week14/day2 directory to understand the current structure. Updating the data integration section and adding the Day 2 section. Checking for any additional media files: Updating the data integration section and adding the Day 2 section: ```html
System Integration
Final project integration week focused on bringing together all subsystems into a cohesive MirrorAge system, completing documentation, and preparing for final presentation.
Final integration week focused on bringing all subsystems together, completing hardware fabrication, firmware integration, and documentation for the MirrorAge system presentation.
The act of bringing something to a conclusion or ending in a decisive manner. The ability to efficiently finish tasks and projects with a goal-oriented mindset.
Related: See the Development Timeline on the final project page for the overall project schedule.
Initial system integration work focused on subsystem validation, CAD model consolidation, and design backbone acquisition for band integration.
Conducted comprehensive testing of all subsystems to ensure proper functionality. Identified and resoldered any defective joints, verifying that each subsystem operates correctly before proceeding with full system integration.
Exported CAD models of all PCBs in the final design and imported them into a unified CAD assembly. This consolidated model provides a complete view of the system's mechanical integration and spatial relationships.
Acquired CAD design files for Apple Watch form factor integration, enabling compatibility with existing band designs and standardized watch components. This provides a proven mechanical foundation for the wearable subsystem.
Resuming the daily schedule tomorrow with parallel work streams prioritized according to the critical path. Tasks that cannot be completed during scheduled days will be shifted to buffer days on Saturday and Sunday to maintain project momentum.
Project management view of the integration schedule, showing task dependencies, critical milestones, and current progress status.
Subsystem testing and validation, CAD model consolidation, design backbone acquisition for band integration
PCB design consolidation, system schematic documentation, website updates
PCB fabrication, band molding, firmware integration, system testing, final documentation
Tasks that cannot be completed during scheduled weekdays will be shifted to Saturday and Sunday buffer days. This ensures the critical path remains on schedule while allowing flexibility for unexpected delays or additional refinement work.
Progressive development approach for integrating sensor data streams from multiple subsystems, starting with simple serial communication and evolving to wireless network-based architectures.
Direct serial communication through USB cable from computer to microcontroller, using PySerial to stream data. This provides the simplest initial integration path for rapid prototyping and debugging.
Configure all microcontrollers as WiFi clients that stream data to a flash web server. This enables wireless communication while maintaining a centralized data aggregation point.
Message Queuing Telemetry Transport (MQTT) provides a lightweight, publish-subscribe messaging protocol ideal for IoT device communication. This approach enables decentralized data exchange between all MirrorAge subsystems, allowing each board to publish sensor data and subscribe to relevant topics for coordinated system behavior.
Initial development and testing will use a laptop-hosted MQTT broker. In a later development spiral, the server will be migrated to a dedicated Raspberry Pi Zero or Raspberry Pi 5 for standalone operation and improved system portability. Paho MQTT library has been successfully tested for ESP32-S3 implementation.
Each subsystem board (pulse oximeter, OLED/accelerometer, speaker/amplifier, load cell) will publish sensor data to dedicated MQTT topics. A central interface or server component will subscribe to these topics, aggregate the data, and coordinate system-wide responses. This architecture enables:
Reflections and key learnings from the final project integration week.
Acknowledgments for contributions and collaborations during the final project week.
Documentation of AI-assisted tasks and tools used during the final project integration week.
📋 General Guidelines: See General Commands for Cursor on the homepage for standard guidelines and commands used consistently throughout documentation development.
Comprehensive Cursor AI assistance for outlining the project plan and weekly schedule, including documentation structure, content organization, systematic updates across all week pages and the final project page, media integration, and summary generation workflows.
System Integration
Final project integration week focused on bringing together all subsystems into a cohesive MirrorAge system, completing documentation, and preparing for final presentation.
Final integration week focused on bringing all subsystems together, completing hardware fabrication, firmware integration, and documentation for the MirrorAge system presentation.
The act of bringing something to a conclusion or ending in a decisive manner. The ability to efficiently finish tasks and projects with a goal-oriented mindset.
Related: See the Development Timeline on the final project page for the overall project schedule.
Initial system integration work focused on subsystem validation, CAD model consolidation, and design backbone acquisition for band integration.
Conducted comprehensive testing of all subsystems to ensure proper functionality. Identified and resoldered any defective joints, verifying that each subsystem operates correctly before proceeding with full system integration.
Exported CAD models of all PCBs in the final design and imported them into a unified CAD assembly. This consolidated model provides a complete view of the system's mechanical integration and spatial relationships.
Acquired CAD design files for Apple Watch form factor integration, enabling compatibility with existing band designs and standardized watch components. This provides a proven mechanical foundation for the wearable subsystem.
Resuming the daily schedule tomorrow with parallel work streams prioritized according to the critical path. Tasks that cannot be completed during scheduled days will be shifted to buffer days on Saturday and Sunday to maintain project momentum.
Project management view of the integration schedule, showing task dependencies, critical milestones, and current progress status.
Subsystem testing and validation, CAD model consolidation, design backbone acquisition for band integration
PCB design consolidation, system schematic documentation, website updates
PCB fabrication, band molding, firmware integration, system testing, final documentation
Tasks that cannot be completed during scheduled weekdays will be shifted to Saturday and Sunday buffer days. This ensures the critical path remains on schedule while allowing flexibility for unexpected delays or additional refinement work.
Progressive development approach for integrating sensor data streams from multiple subsystems, starting with simple serial communication and evolving to wireless network-based architectures.
Direct serial communication through USB cable from computer to microcontroller, using PySerial to stream data. This provides the simplest initial integration path for rapid prototyping and debugging.
Configure all microcontrollers as WiFi clients that stream data to a flash web server. This enables wireless communication while maintaining a centralized data aggregation point.
Message Queuing Telemetry Transport (MQTT) provides a lightweight, publish-subscribe messaging protocol ideal for IoT device communication. This approach enables decentralized data exchange between all MirrorAge subsystems, allowing each board to publish sensor data and subscribe to relevant topics for coordinated system behavior.
Initial development and testing will use a laptop-hosted MQTT broker. In a later development spiral, the server will be migrated to a dedicated Raspberry Pi Zero or Raspberry Pi 5 for standalone operation and improved system portability. Paho MQTT library has been successfully tested for ESP32-S3 implementation.
Development will progress through these methods in order of complexity, starting with serial communication for rapid prototyping, then moving to WiFi client architecture for wireless operation, and finally implementing MQTT for advanced decentralized communication. Each subsystem board (pulse oximeter, OLED/accelerometer, speaker/amplifier, load cell) will be integrated progressively, enabling:
Reflections and key learnings from the final project integration week.
Acknowledgments for contributions and collaborations during the final project week.
Documentation of AI-assisted tasks and tools used during the final project integration week.
📋 General Guidelines: See General Commands for Cursor on the homepage for standard guidelines and commands used consistently throughout documentation development.
Comprehensive Cursor AI assistance for outlining the project plan and weekly schedule, including documentation structure, content organization, systematic updates across all week pages and the final project page, media integration, and summary generation workflows.
System Integration
Final project integration week focused on bringing together all subsystems into a cohesive MirrorAge system, completing documentation, and preparing for final presentation.
Final integration week focused on bringing all subsystems together, completing hardware fabrication, firmware integration, and documentation for the MirrorAge system presentation.
The act of bringing something to a conclusion or ending in a decisive manner. The ability to efficiently finish tasks and projects with a goal-oriented mindset.
Related: See the Development Timeline on the final project page for the overall project schedule.
Initial system integration work focused on subsystem validation, CAD model consolidation, and design backbone acquisition for band integration.
Conducted comprehensive testing of all subsystems to ensure proper functionality. Identified and resoldered any defective joints, verifying that each subsystem operates correctly before proceeding with full system integration.
Exported CAD models of all PCBs in the final design and imported them into a unified CAD assembly. This consolidated model provides a complete view of the system's mechanical integration and spatial relationships.
Acquired CAD design files for Apple Watch form factor integration, enabling compatibility with existing band designs and standardized watch components. This provides a proven mechanical foundation for the wearable subsystem.
Resuming the daily schedule tomorrow with parallel work streams prioritized according to the critical path. Tasks that cannot be completed during scheduled days will be shifted to buffer days on Saturday and Sunday to maintain project momentum.
Physical integration of subsystems into the complete demo table assembly, including mechanical component fabrication and electrical board consolidation.
Mechanical design integration now includes the complete demo table with precise placement of the MirrorAge handgrip subsystem and the aging clock subsystem. The integrated assembly provides a unified platform for system demonstration and testing.
All 3D additive mechanical components were printed for rapid iterative development. The fabrication process required specific print settings and support strategies for different components:
The first 2D subtractive mechanical component was debugged and fabricated. The display face component required exporting a DXF of the full face to laser cut an acrylic display that fits the casing precisely. The original display part face was too small because it was filleted, so the edges of the aging clock body were traced and exported for accurate laser cutting.
Electrical design integration now combines the accelerometer/camera board with the pulse oximeter board into a single unified design that fits inside the casing. The integrated board may be upgraded to include a small TFT screen in a future iteration if space constraints allow.
The first version of the aging clock board was milled. The initial board did not fit the casing, requiring either casing adjustment and reprinting, or milling a new miniaturized board with shrunken electronics. Both approaches are being evaluated. Currently designing the MirrorAge board for handgrip and speaker with large TFT screen integration.
Project management view of the integration schedule, showing task dependencies, critical milestones, and current progress status.
Subsystem testing and validation, CAD model consolidation, design backbone acquisition for band integration
PCB design consolidation, system schematic documentation, website updates
PCB fabrication, band molding, firmware integration, system testing, final documentation
Tasks that cannot be completed during scheduled weekdays will be shifted to Saturday and Sunday buffer days. This ensures the critical path remains on schedule while allowing flexibility for unexpected delays or additional refinement work.
Progressive development approach for integrating sensor data streams from multiple subsystems, starting with simple serial communication and evolving to wireless network-based architectures.
Direct serial communication through USB cable from computer to microcontroller, using PySerial to stream data. This provides the simplest initial integration path for rapid prototyping and debugging.
Configure all microcontrollers as WiFi clients that stream data to a flash web server. This enables wireless communication while maintaining a centralized data aggregation point.
Message Queuing Telemetry Transport (MQTT) provides a lightweight, publish-subscribe messaging protocol ideal for IoT device communication. This approach enables decentralized data exchange between all MirrorAge subsystems, allowing each board to publish sensor data and subscribe to relevant topics for coordinated system behavior.
Initial development and testing will use a laptop-hosted MQTT broker. In a later development spiral, the server will be migrated to a dedicated Raspberry Pi Zero or Raspberry Pi 5 for standalone operation and improved system portability. Paho MQTT library has been successfully tested for ESP32-S3 implementation.
Development will progress through these methods in order of complexity, starting with serial communication for rapid prototyping, then moving to WiFi client architecture for wireless operation, and finally implementing MQTT for advanced decentralized communication. Each subsystem board (pulse oximeter, OLED/accelerometer, speaker/amplifier, load cell) will be integrated progressively, enabling:
Reflections and key learnings from the final project integration week.
Acknowledgments for contributions and collaborations during the final project week.
Documentation of AI-assisted tasks and tools used during the final project integration week.
📋 General Guidelines: See General Commands for Cursor on the homepage for standard guidelines and commands used consistently throughout documentation development.
Comprehensive Cursor AI assistance for outlining the project plan and weekly schedule, including documentation structure, content organization, systematic updates across all week pages and the final project page, media integration, and summary generation workflows.
System Integration
Final project integration week focused on bringing together all subsystems into a cohesive MirrorAge system, completing documentation, and preparing for final presentation.
Final integration week focused on bringing all subsystems together, completing hardware fabrication, firmware integration, and documentation for the MirrorAge system presentation.
The act of bringing something to a conclusion or ending in a decisive manner. The ability to efficiently finish tasks and projects with a goal-oriented mindset.
Related: See the Development Timeline on the final project page for the overall project schedule.
Initial system integration work focused on subsystem validation, CAD model consolidation, and design backbone acquisition for band integration.
Conducted comprehensive testing of all subsystems to ensure proper functionality. Identified and resoldered any defective joints, verifying that each subsystem operates correctly before proceeding with full system integration.
Exported CAD models of all PCBs in the final design and imported them into a unified CAD assembly. This consolidated model provides a complete view of the system's mechanical integration and spatial relationships.
Acquired CAD design files for Apple Watch form factor integration, enabling compatibility with existing band designs and standardized watch components. This provides a proven mechanical foundation for the wearable subsystem.
Resuming the daily schedule tomorrow with parallel work streams prioritized according to the critical path. Tasks that cannot be completed during scheduled days will be shifted to buffer days on Saturday and Sunday to maintain project momentum.
Physical integration of subsystems into the complete demo table assembly, including mechanical component fabrication and electrical board consolidation.
Mechanical design integration now includes the complete demo table with precise placement of the MirrorAge handgrip subsystem and the aging clock subsystem. The integrated assembly provides a unified platform for system demonstration and testing.
All 3D additive mechanical components were printed for rapid iterative development. The fabrication process required specific print settings and support strategies for different components:
The first 2D subtractive mechanical component was debugged and fabricated. The display face component required exporting a DXF of the full face to laser cut an acrylic display that fits the casing precisely. The original display part face was too small because it was filleted, so the edges of the aging clock body were traced and exported for accurate laser cutting.
Electrical design integration now combines the accelerometer/camera board with the pulse oximeter board into a single unified design that fits inside the casing. The integrated board may be upgraded to include a small TFT screen in a future iteration if space constraints allow.
The first version of the aging clock board was milled. The initial board did not fit the casing, requiring either casing adjustment and reprinting, or milling a new miniaturized board with shrunken electronics. Both approaches are being evaluated. Currently designing the MirrorAge board for handgrip and speaker with large TFT screen integration.
Project management view of the integration schedule, showing task dependencies, critical milestones, and current progress status.
Subsystem testing and validation, CAD model consolidation, design backbone acquisition for band integration
PCB design consolidation, system schematic documentation, website updates
PCB fabrication, band molding, firmware integration, system testing, final documentation
Tasks that cannot be completed during scheduled weekdays will be shifted to Saturday and Sunday buffer days. This ensures the critical path remains on schedule while allowing flexibility for unexpected delays or additional refinement work.
Progressive development approach for integrating sensor data streams from multiple subsystems, starting with simple serial communication and evolving to wireless network-based architectures.
Direct serial communication through USB cable from computer to microcontroller, using PySerial to stream data. This provides the simplest initial integration path for rapid prototyping and debugging.
Configure all microcontrollers as WiFi clients that stream data to a flash web server. This enables wireless communication while maintaining a centralized data aggregation point.
Message Queuing Telemetry Transport (MQTT) provides a lightweight, publish-subscribe messaging protocol ideal for IoT device communication. This approach enables decentralized data exchange between all MirrorAge subsystems, allowing each board to publish sensor data and subscribe to relevant topics for coordinated system behavior.
Initial development and testing will use a laptop-hosted MQTT broker. In a later development spiral, the server will be migrated to a dedicated Raspberry Pi Zero or Raspberry Pi 5 for standalone operation and improved system portability. Paho MQTT library has been successfully tested for ESP32-S3 implementation.
Development will progress through these methods in order of complexity, starting with serial communication for rapid prototyping, then moving to WiFi client architecture for wireless operation, and finally implementing MQTT for advanced decentralized communication. Each subsystem board (pulse oximeter, OLED/accelerometer, speaker/amplifier, load cell) will be integrated progressively, enabling:
Reflections and key learnings from the final project integration week.
Acknowledgments for contributions and collaborations during the final project week.
Documentation of AI-assisted tasks and tools used during the final project integration week.
📋 General Guidelines: See General Commands for Cursor on the homepage for standard guidelines and commands used consistently throughout documentation development.
Comprehensive Cursor AI assistance for outlining the project plan and weekly schedule, including documentation structure, content organization, systematic updates across all week pages and the final project page, media integration, and summary generation workflows.
System Integration
Final project integration week focused on bringing together all subsystems into a cohesive MirrorAge system, completing documentation, and preparing for final presentation.
Final integration week focused on bringing all subsystems together, completing hardware fabrication, firmware integration, and documentation for the MirrorAge system presentation.
The act of bringing something to a conclusion or ending in a decisive manner. The ability to efficiently finish tasks and projects with a goal-oriented mindset.
Related: See the Development Timeline on the final project page for the overall project schedule.
Initial system integration work focused on subsystem validation, CAD model consolidation, and design backbone acquisition for band integration.
Conducted comprehensive testing of all subsystems to ensure proper functionality. Identified and resoldered any defective joints, verifying that each subsystem operates correctly before proceeding with full system integration.
Exported CAD models of all PCBs in the final design and imported them into a unified CAD assembly. This consolidated model provides a complete view of the system's mechanical integration and spatial relationships.
Acquired CAD design files for Apple Watch form factor integration, enabling compatibility with existing band designs and standardized watch components. This provides a proven mechanical foundation for the wearable subsystem.
Resuming the daily schedule tomorrow with parallel work streams prioritized according to the critical path. Tasks that cannot be completed during scheduled days will be shifted to buffer days on Saturday and Sunday to maintain project momentum.
Physical integration of subsystems into the complete demo table assembly, including mechanical component fabrication and electrical board consolidation.
Mechanical design integration now includes the complete demo table with precise placement of the MirrorAge handgrip subsystem and the aging clock subsystem. The integrated assembly provides a unified platform for system demonstration and testing.
All 3D additive mechanical components were printed for rapid iterative development. The fabrication process required specific print settings and support strategies for different components:
The first 2D subtractive mechanical component was debugged and fabricated. The display face component required exporting a DXF of the full face to laser cut an acrylic display that fits the casing precisely. The original display part face was too small because it was filleted, so the edges of the aging clock body were traced and exported for accurate laser cutting.
Electrical design integration now combines the accelerometer/camera board with the pulse oximeter board into a single unified design that fits inside the casing. The integrated board may be upgraded to include a small TFT screen in a future iteration if space constraints allow.
The first version of the aging clock board was milled. The initial board did not fit the casing, requiring either casing adjustment and reprinting, or milling a new miniaturized board with shrunken electronics. Both approaches are being evaluated. Currently designing the MirrorAge board for handgrip and speaker with large TFT screen integration.
Project management view of the integration schedule, showing task dependencies, critical milestones, and current progress status.
Subsystem testing and validation, CAD model consolidation, design backbone acquisition for band integration
PCB design consolidation, system schematic documentation, website updates
PCB fabrication, band molding, firmware integration, system testing, final documentation
Tasks that cannot be completed during scheduled weekdays will be shifted to Saturday and Sunday buffer days. This ensures the critical path remains on schedule while allowing flexibility for unexpected delays or additional refinement work.
Progressive development approach for integrating sensor data streams from multiple subsystems, starting with simple serial communication and evolving to wireless network-based architectures.
Direct serial communication through USB cable from computer to microcontroller, using PySerial to stream data. This provides the simplest initial integration path for rapid prototyping and debugging.
Configure all microcontrollers as WiFi clients that stream data to a flash web server. This enables wireless communication while maintaining a centralized data aggregation point.
Message Queuing Telemetry Transport (MQTT) provides a lightweight, publish-subscribe messaging protocol ideal for IoT device communication. This approach enables decentralized data exchange between all MirrorAge subsystems, allowing each board to publish sensor data and subscribe to relevant topics for coordinated system behavior.
Initial development and testing will use a laptop-hosted MQTT broker. In a later development spiral, the server will be migrated to a dedicated Raspberry Pi Zero or Raspberry Pi 5 for standalone operation and improved system portability. Paho MQTT library has been successfully tested for ESP32-S3 implementation.
Development will progress through these methods in order of complexity, starting with serial communication for rapid prototyping, then moving to WiFi client architecture for wireless operation, and finally implementing MQTT for advanced decentralized communication. Each subsystem board (pulse oximeter, OLED/accelerometer, speaker/amplifier, load cell) will be integrated progressively, enabling:
Reflections and key learnings from the final project integration week.
Acknowledgments for contributions and collaborations during the final project week.
Documentation of AI-assisted tasks and tools used during the final project integration week.
📋 General Guidelines: See General Commands for Cursor on the homepage for standard guidelines and commands used consistently throughout documentation development.
Comprehensive Cursor AI assistance for outlining the project plan and weekly schedule, including documentation structure, content organization, systematic updates across all week pages and the final project page, media integration, and summary generation workflows.
System Integration
Final project integration week focused on bringing together all subsystems into a cohesive MirrorAge system, completing documentation, and preparing for final presentation.
Final integration week focused on bringing all subsystems together, completing hardware fabrication, firmware integration, and documentation for the MirrorAge system presentation.
The act of bringing something to a conclusion or ending in a decisive manner. The ability to efficiently finish tasks and projects with a goal-oriented mindset.
Related: See the Development Timeline on the final project page for the overall project schedule.
Initial system integration work focused on subsystem validation, CAD model consolidation, and design backbone acquisition for band integration.
Conducted comprehensive testing of all subsystems to ensure proper functionality. Identified and resoldered any defective joints, verifying that each subsystem operates correctly before proceeding with full system integration.
Exported CAD models of all PCBs in the final design and imported them into a unified CAD assembly. This consolidated model provides a complete view of the system's mechanical integration and spatial relationships.
Acquired CAD design files for Apple Watch form factor integration, enabling compatibility with existing band designs and standardized watch components. This provides a proven mechanical foundation for the wearable subsystem.
Resuming the daily schedule tomorrow with parallel work streams prioritized according to the critical path. Tasks that cannot be completed during scheduled days will be shifted to buffer days on Saturday and Sunday to maintain project momentum.
Physical integration of subsystems into the complete demo table assembly, including mechanical component fabrication and electrical board consolidation.
Mechanical design integration now includes the complete demo table with precise placement of the MirrorAge handgrip subsystem and the aging clock subsystem. The integrated assembly provides a unified platform for system demonstration and testing.
All 3D additive mechanical components were printed for rapid iterative development. The fabrication process required specific print settings and support strategies for different components:
The first 2D subtractive mechanical component was debugged and fabricated. The display face component required exporting a DXF of the full face to laser cut an acrylic display that fits the casing precisely. The original display part face was too small because it was filleted, so the edges of the aging clock body were traced and exported for accurate laser cutting.
Electrical design integration now combines the accelerometer/camera board with the pulse oximeter board into a single unified design that fits inside the casing. The integrated board may be upgraded to include a small TFT screen in a future iteration if space constraints allow.
The first version of the aging clock board was milled. The initial board did not fit the casing, requiring either casing adjustment and reprinting, or milling a new miniaturized board with shrunken electronics. Both approaches are being evaluated. Currently designing the MirrorAge board for handgrip and speaker with large TFT screen integration.
Project management view of the integration schedule, showing task dependencies, critical milestones, and current progress status.
Subsystem testing and validation, CAD model consolidation, design backbone acquisition for band integration
PCB design consolidation, system schematic documentation, website updates
PCB fabrication, band molding, firmware integration, system testing, final documentation
Tasks that cannot be completed during scheduled weekdays will be shifted to Saturday and Sunday buffer days. This ensures the critical path remains on schedule while allowing flexibility for unexpected delays or additional refinement work.
Progressive development approach for integrating sensor data streams from multiple subsystems, starting with simple serial communication and evolving to wireless network-based architectures.
Direct serial communication through USB cable from computer to microcontroller, using PySerial to stream data. This provides the simplest initial integration path for rapid prototyping and debugging.
Configure all microcontrollers as WiFi clients that stream data to a flash web server. This enables wireless communication while maintaining a centralized data aggregation point.
Message Queuing Telemetry Transport (MQTT) provides a lightweight, publish-subscribe messaging protocol ideal for IoT device communication. This approach enables decentralized data exchange between all MirrorAge subsystems, allowing each board to publish sensor data and subscribe to relevant topics for coordinated system behavior.
Initial development and testing will use a laptop-hosted MQTT broker. In a later development spiral, the server will be migrated to a dedicated Raspberry Pi Zero or Raspberry Pi 5 for standalone operation and improved system portability. Paho MQTT library has been successfully tested for ESP32-S3 implementation.
Development will progress through these methods in order of complexity, starting with serial communication for rapid prototyping, then moving to WiFi client architecture for wireless operation, and finally implementing MQTT for advanced decentralized communication. Each subsystem board (pulse oximeter, OLED/accelerometer, speaker/amplifier, load cell) will be integrated progressively, enabling:
Reflections and key learnings from the final project integration week.
Acknowledgments for contributions and collaborations during the final project week.
Documentation of AI-assisted tasks and tools used during the final project integration week.
📋 General Guidelines: See General Commands for Cursor on the homepage for standard guidelines and commands used consistently throughout documentation development.
Comprehensive Cursor AI assistance for outlining the project plan and weekly schedule, including documentation structure, content organization, systematic updates across all week pages and the final project page, media integration, and summary generation workflows.
System Integration
Final project integration week focused on bringing together all subsystems into a cohesive MirrorAge system, completing documentation, and preparing for final presentation.
Final integration week focused on bringing all subsystems together, completing hardware fabrication, firmware integration, and documentation for the MirrorAge system presentation.
The act of bringing something to a conclusion or ending in a decisive manner. The ability to efficiently finish tasks and projects with a goal-oriented mindset.
Related: See the Development Timeline on the final project page for the overall project schedule.
Initial system integration work focused on subsystem validation, CAD model consolidation, and design backbone acquisition for band integration.
Conducted comprehensive testing of all subsystems to ensure proper functionality. Identified and resoldered any defective joints, verifying that each subsystem operates correctly before proceeding with full system integration.
Exported CAD models of all PCBs in the final design and imported them into a unified CAD assembly. This consolidated model provides a complete view of the system's mechanical integration and spatial relationships.
Acquired CAD design files for Apple Watch form factor integration, enabling compatibility with existing band designs and standardized watch components. This provides a proven mechanical foundation for the wearable subsystem.
Resuming the daily schedule tomorrow with parallel work streams prioritized according to the critical path. Tasks that cannot be completed during scheduled days will be shifted to buffer days on Saturday and Sunday to maintain project momentum.
Physical integration of subsystems into the complete demo table assembly, including mechanical component fabrication and electrical board consolidation.
Mechanical design integration now includes the complete demo table with precise placement of the MirrorAge handgrip subsystem and the aging clock subsystem. The integrated assembly provides a unified platform for system demonstration and testing.
All 3D additive mechanical components were printed for rapid iterative development. The fabrication process required specific print settings and support strategies for different components:
The first 2D subtractive mechanical component was debugged and fabricated. The display face component required exporting a DXF of the full face to laser cut an acrylic display that fits the casing precisely. The original display part face was too small because it was filleted, so the edges of the aging clock body were traced and exported for accurate laser cutting.
Electrical design integration now combines the accelerometer/camera board with the pulse oximeter board into a single unified design that fits inside the casing. The integrated board may be upgraded to include a small TFT screen in a future iteration if space constraints allow.
The first version of the aging clock board was milled. The initial board did not fit the casing, requiring either casing adjustment and reprinting, or milling a new miniaturized board with shrunken electronics. Both approaches are being evaluated. Currently designing the MirrorAge board for handgrip and speaker with large TFT screen integration.
Project management view of the integration schedule, showing task dependencies, critical milestones, and current progress status.
Subsystem testing and validation, CAD model consolidation, demo table integration design, aging clock PCB design (accelerometer/camera + pulse oximeter), 3D printing of mechanical components (casing with organic support, dock with brim, TPU bands), laser-cut acrylic display, initial board milling
Board fit optimization (casing adjustment vs. miniaturized board), MirrorAge board design (handgrip + speaker + TFT), data integration methods documentation (serial, WiFi, MQTT spiral development)
Component soldering, band mold printing and casting, firmware integration, WiFi/MQTT network setup, system wiring, integrated testing, final documentation
Tasks that cannot be completed during scheduled weekdays will be shifted to Saturday and Sunday buffer days. This ensures the critical path remains on schedule while allowing flexibility for unexpected delays or additional refinement work.
Progressive development approach for integrating sensor data streams from multiple subsystems, starting with simple serial communication and evolving to wireless network-based architectures.
Direct serial communication through USB cable from computer to microcontroller, using PySerial to stream data. This provides the simplest initial integration path for rapid prototyping and debugging.
Configure all microcontrollers as WiFi clients that stream data to a flash web server. This enables wireless communication while maintaining a centralized data aggregation point.
Message Queuing Telemetry Transport (MQTT) provides a lightweight, publish-subscribe messaging protocol ideal for IoT device communication. This approach enables decentralized data exchange between all MirrorAge subsystems, allowing each board to publish sensor data and subscribe to relevant topics for coordinated system behavior.
Initial development and testing will use a laptop-hosted MQTT broker. In a later development spiral, the server will be migrated to a dedicated Raspberry Pi Zero or Raspberry Pi 5 for standalone operation and improved system portability. Paho MQTT library has been successfully tested for ESP32-S3 implementation.
Development will progress through these methods in order of complexity, starting with serial communication for rapid prototyping, then moving to WiFi client architecture for wireless operation, and finally implementing MQTT for advanced decentralized communication. Each subsystem board (pulse oximeter, OLED/accelerometer, speaker/amplifier, load cell) will be integrated progressively, enabling:
Reflections and key learnings from the final project integration week.
Acknowledgments for contributions and collaborations during the final project week.
Documentation of AI-assisted tasks and tools used during the final project integration week.
📋 General Guidelines: See General Commands for Cursor on the homepage for standard guidelines and commands used consistently throughout documentation development.
Comprehensive Cursor AI assistance for outlining the project plan and weekly schedule, including documentation structure, content organization, systematic updates across all week pages and the final project page, media integration, and summary generation workflows.