Focused pages for engineering incident investigation.
Choose the page that matches the problem you are trying to solve: software incidents, firmware reproduction, hardware debugging, wireless failures, or engineering memory.
Main category page
AI Incident Investigation Agent
Investigate engineering incidents faster by gathering context, executing workflows, validating evidence, and preserving memory.
- Works from any inbound channel
- Cross-checks tickets, code, and data
- Surfaces root cause and next action
Integration workflow
Slack, Jira & GitHub Investigation
Follow an incident across conversations, tickets, code changes, docs, and prior fixes without opening scattered tabs.
- Starts from Slack or Jira
- Checks GitHub changes and tickets
- Returns evidence and next action

Embedded and firmware
Firmware Bug Reproduction Automation
Automate the repetitive setup before firmware debugging: recover context, prepare reproduction steps, capture logs, and report evidence.
- Identifies firmware context
- Runs reproduction workflows
- Captures logs and reports

Hardware and embedded systems
Hardware Investigation Agent
Investigate device issues by recovering historical context, flashing firmware, connecting through serial or SSH, and producing an investigation report.
- Connects to real devices
- Runs firmware and serial workflows
- Improves from every resolved issue

Wireless and networking devices
Wireless Networking Agent
Investigate WiFi, Bluetooth, Zigbee, Matter, cellular, OpenWrt, and firmware issues with reusable workflows.
- Understands wireless failure modes
- Learns your flash procedures
- Preserves device investigation knowledge

Memory from execution
Engineering Memory
Turn every investigation into source-backed memory your team and future AI agents can reuse.
- Captures validated fixes
- Keeps source links attached
- Improves future workflows
Secondary use case
Onboarding Agents
Give new hires personal AI companions that answer questions, guide training, and reduce repetitive onboarding work.
- Guides new hires through setup
- Answers questions around the clock
- Reduces repeated manual follow-up
Each agent runs on the same operational memory layer.
Connect
Jira, Slack, GitHub, docs, devices, and internal tools.
Execute
Agents run repeatable workflows instead of only answering questions.
Improve
Resolved work updates procedures and makes the next run smarter.