AI ASSISTANT TERMINAL // ACTIVE

MODEL: ONNX-QUANTIZED // STREAM: SSE // ZERO-DOLLAR INFRA

Interactive Production Assistant

Talk to Mahad Assistant

Ask questions about Mahad's engineering projects, architectural decisions, and career experience. Every answer is routed in-process via ONNX, strictly grounded in verifiable records, and inspected in real time.

● English & Roman Urdu● Verifiable Citations● Inspectable Telemetry● Read-Only / Zero Hallucination

Perspective ModeTailors response depth and terminology

Suggested Inquiries (GENERAL)

Ask Mahad's Assistant

Grounded on verified Sanity CMS records, technical case studies, and career history with transparent citations.

Engineering Delivery Roadmap

The assistant is architected milestone-by-milestone under strict zero-dollar operating cost budgets.

Phase 1–2Completed

Portfolio Web Foundation & Sanity CMS

Next.js 15, React 19, strict TypeScript, WCAG 2.1 AA accessibility, and managed structured content.

Phases 3–7Completed

FastAPI, PostgreSQL, Qdrant & ONNX Router

Dual-persistence source of truth, derived 384-d vector embeddings, and sub-5ms ML intent classifier.

Phases 8–10Completed

LangGraph State Engine, LangSmith & LLMOps

Deterministic state engine, SSE streaming, automated regression gate, and safe execution telemetry.

Phases 11–13Active Delivery

Production Chat, Push-to-Talk & Experimental Voice

Live multi-persona chat interface, inspectable telemetry, Whisper transcription, and OpenVoice V2.

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