THE RESEARCH LAB
Explore. Understand. Build.
Practical planning notes for AI workflows, connected devices and responsible technical research.
AI & AUTOMATION
Planning a useful local AI workflow
Start with a repeatable task, a measurable acceptance test and a clear boundary for human review.
CONNECTED SYSTEMS
Planning an ESP32 or Raspberry Pi project
Choose the device around the workload, operating environment and maintenance plan.
SECURITY RESEARCH
Setting up a responsible research brief
Good technical research starts with a specific question and a clearly authorised environment.
SOFTWARE & SYSTEMS
Designing a workflow worth automating
Map the work before choosing the tools.
ENGINEERING GUIDE
Commission with evidence.
A practical acceptance checklist for embedded nodes, service hosts and configured hardware.
ENGINEERING GUIDE
Recover a Raspberry Pi host.
A controlled sequence for restoring a small service host and checking its storage, services and access paths.
ENGINEERING GUIDE
Deploy an ESP32 with confidence.
Keep board identity, firmware configuration and recovery instructions together throughout deployment.
ENGINEERING GUIDE
Make every release traceable.
A compact control model for firmware, system images and configuration packages.
WHAT ARE YOU WORKING ON?