ABOUT ME
WASEEM HABIB
I build AI products for the people inside a company — internal assistants, copilots and IT-operations automation. Enterprise AI that gets adopted, not just deployed.
Product and architecture for employee-facing AI: taking the AI platforms an enterprise already licenses, building first-party capability on top so they fit how teams actually work, publishing that as internal product, and driving adoption across go-to-market, sales, engineering and IT — then feeding what breaks back to the vendor. Shipped a three-layer assistant ecosystem that cut preparation work from hours to under 30 seconds per query at zero incremental license cost, and owned product definition for an agentic AI platform under FedRAMP High and CJIS constraints, where a wrong answer has legal consequences. Fifteen-plus years of enterprise systems underneath it, which is why I can specify an AI product rather than just describe one: I benchmark the models and build the prototype before I write the requirements.
waseem@qbitloop.comCore Competencies
CAREER JOURNEY
DASHBOARDS
ops.qbitloop.com
open_in_newEnterprise MLOps research hub — 7-layer reference architecture, Visa & Goldman case studies, inference economics, and multi-agent protocols (MCP/ACP/A2A).
The Crow Code
open_in_newMarketplace for Claude Code skills, MCP servers, and AI tools. CLI-first discovery and installation for AI coding agents.
HIGHLIGHTED WORK
SIDE PROJECTS
openai-platform-starter
Production FastAPI reference app covering Responses API, Structured Outputs, Tool Calling, and Streaming SSE. Shipped Jul 2026.
RealtimeVoice
ASR benchmark: Nemotron 600M at 43ms on an L40S, Deepgram Nova-2 at 272ms via cloud, Whisper medium at 916ms on Apple Silicon. Hardware differs by design — it measures deployment paths, not models. Reproducible Colab notebooks.
nvidia-nim-rag-demo
Production-ready RAG with NIM API, FastAPI, Streamlit, pgvector. Reference implementation.
Jensen Insights Compass
AI-powered keynote analyzer for NVIDIA content. YouTube transcript extraction and analysis.
QbitLoop Code CLI
Memory-aware AI CLI with 13 bundled plugins. Personal AI development toolkit.
MLX-OCR
Apple Silicon optimized OCR using MLX-VLM. Fast local document processing.
Digital Twin Template
7-domain personal AI framework. Template for building your own digital twin.
ai-infra-advisor
AI infrastructure TCO calculator. Compare cloud vs on-prem costs with DGX pricing.
roi-calculator
AI project ROI calculator with industry benchmarks and cost models.
WRITING & THINKING
IDEAS I'M EXPLORING
The LLM OS Thesis
Tracking how MCP, tool registries, and trust layers are forming the actual operating system for AI. Writing a multi-part series on Medium.
Agent Trust & Governance
The missing layer between silicon and applications: identity, provenance, audit trails, and kill switches for autonomous agents.
Silicon Split Analysis
Training stays NVIDIA-dominant, inference is fragmenting (Cerebras, Groq, custom ASICs). Tracking the economics of the split.
Voice-First RAG
GPU-accelerated ASR (Nemotron 43ms) with RAG for hands-free document querying. Sub-second voice-to-answer pipeline.
Production Agent Teams
Five-agent meeting prep system in production. Documenting what actually works: sequential beats parallel, role specificity matters.