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Interactive prototypeFlagship case study

Fixr

AI-Powered Real-Time Tech Support Assistant

Remote technical support loses the visual and conversational context a technician uses to diagnose a device safely and efficiently.

Interactive preview
Full demo

Fixr

AI hardware support

FixrWorkspace5 updates
FixrAUTOMATED HARDWARE TECHNICIAN
Online

Hardware assistant

Describe the issue and Fixr will narrow it down

Power railOverheatingLoose cableLED patternComponent

Fixr

Fixr is online. I'm an automated hardware technician. I can help with: - Power, thermal, and display failures - Blinking status-LED error codes - Live voice and screen-share walkthroughs Describe the problem, attach a photo of the device, or tap Live Mode to talk it through.

Fixr can make mistakes. Verify repair steps before opening hardware.

Zain Khalil Khan

My Role

Multimodal AI product engineer

What I Built

AI-powered troubleshooting tool using text, images, and live camera input to diagnose hardware issues like loose cables, damaged components, overheating, and blinking error patterns, then delivers step-by-step repair guidance instantly.

Evidence

Working interface, documented system behavior, and implementation-level decisions.

Technical Architecture

From system input to explainable output.

The control gate is shown as a first-class stage, not an afterthought added around the workflow.

Five stages connect inputs to processing, security controls, stored state, and user output.SYSTEM FLOW / FIXRTRACEABLE PIPELINE01INPUTSCamera, voice & chatVERIFIED STAGE02PROCESSINGMultimodal diagnosisVERIFIED STAGE03SECURITY CONTROLSSafe repair stepsCONTROL GATE04STORAGE / STATESession contextVERIFIED STAGE05USER OUTPUTGuided resolutionVERIFIED STAGEINPUT TO OUTCOME / EVIDENCE PRESERVED

Technical Decisions

  • Built a multimodal troubleshooting assistant that accepts text, still images, and live camera input, so a user can point a phone at the problem instead of describing it.
  • Streamed responses so guidance appears progressively instead of after a long silent wait.

Security Considerations

  • The public case study makes no additional security claim beyond the documented controls shown in the architecture.

Outcome & Evidence

  • Mapped detected symptoms to ordered repair steps, with the safety-relevant steps such as power isolation surfaced before anything else.
Google AI StudioComputer VisionReal-timeMultimodal AI

Working product

Try the interactive demo.

The product experience is part of this case study. Explore it here, reset its state, or switch viewport sizes without leaving the project page.

Fixr

AI hardware support

FixrWorkspace5 updates
FixrAUTOMATED HARDWARE TECHNICIAN
Online

Hardware assistant

Describe the issue and Fixr will narrow it down

Power railOverheatingLoose cableLED patternComponent

Fixr

Fixr is online. I'm an automated hardware technician. I can help with: - Power, thermal, and display failures - Blinking status-LED error codes - Live voice and screen-share walkthroughs Describe the problem, attach a photo of the device, or tap Live Mode to talk it through.

Fixr can make mistakes. Verify repair steps before opening hardware.

Zain Khalil Khan

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