AD12 · Development Unit

Meet the team
behind MIA

AD12 is the core engineering unit powering the Mavericks Interview Agent. A tight-knit team with a clear hierarchy and a shared mission.

A unit of Mavericks United · maverickslabs.io

Org Chart · Team Hierarchy
K
Kaleem Ullah
Chief Executive Officer

Founder & visionary of Mavericks United. Drives the company mission of shared success and Pakistan's IT revolution.

CEO · Mavericks United
B
Sir Behzad
Chief Technology Officer

The technology visionary behind MIA. Shapes engineering direction, architecture decisions and the product's technical future.

CTO · Technology Visionary
AD12
A
Ammar
Lead Developer

Creator of MIA. Built the entire product end-to-end — audio capture engine, AI integration, real-time overlay, and full deployment pipeline.

Lead Dev · Creator of MIA
A
Anees
Associate Software Engineer

Core engineering team member. Contributes to development, testing, and product refinement across each release cycle of MIA.

ASE · Engineering Team
AD12 Unit
Ammar (Lead) + Anees (ASE) form the AD12 development unit — the hands-on engineering team building MIA under Sir Behzad's technical vision.
The Product

Everything we're building in MIA

A full breakdown of what MIA does today, what we're enhancing based on your feedback, and where we're taking it next.

🔊
Two-way audio capture

Captures interviewer's voice via system loopback + your mic simultaneously. Mixed via AudioContext, chunked every 6 seconds, sent to Groq Whisper.

Sub-2s AI responses

Powered by Groq LPU — world's fastest LLM inference. Llama 3.1 8B Instant returns bullet points, STAR stories and full answers in under 2 seconds.

💬
Chat history overlay

All Q&A stays visible. Scroll back mid-interview. Every exchange appended as a chat bubble. Never lose a previous answer.

CV-aware STAR stories

Generates Situation-Task-Action-Result answers using your actual CV. Specific, believable, personalized — not generic templates.

🛡
Screen-share invisible

Windows content protection API excludes the overlay from Zoom, Teams, Meet, OBS. Your interviewer never sees MIA running.

⟨/⟩
Technical question solver

Auto-detects technical questions. Returns working code + explanation for algorithms, system design, and debugging problems.

Roadmap · Based on user feedback

What we're building next

Live now
Core interview assistant + overlay
Audio capture, AI responses, chat history, STAR generator, screen-share protection — all live in v1.0 Beta.
Next up
Auto question detection
MIA auto-detects when a question has been asked and fires the AI without needing to hit Enter — fully hands-free.
Next up
Better audio quality & noise cancellation
Improved audio mixing, background noise removal, and smarter chunking for cleaner transcription in noisy environments.
Coming soon
Session recording & export
Record your full interview session, export Q&A pairs as PDF or notes, review your performance after.
Coming soon
Interview coaching mode
Practice mode where MIA asks you questions and scores your answers — helping you prep before the real thing.
Coming soon
Cloud sync & multi-device
Save your CV, context, and session history to the cloud. Access MIA from any Windows machine instantly.