Mohammed Farhan Baluch
AI Engineer specialized in building AI that goes beyond execution — systems that reason, learn, and create value. Passionate about shaping the future of AI through practical innovation and purpose-driven design.
Featured Projects
Recent projects showcasing my skills and capabilities.
RAG Evaluation Lab
RAG Evaluation Lab is an end-to-end workspace I built to help applied ML teams evaluate retrieval-augmented generation pipelines before they reach production. It reduces validation friction by centralizing dataset ingestion, experiment workflows, and performance reporting in one secure environment.
Fine-Tuning Llama 3.2 for BRD Extraction
A production-ready system that fine-tunes Llama 3.2 1B to extract structured project estimations from Business Requirements Documents using QLoRA and synthetic data generation.
Featured Blogs
Recent thoughts and discoveries from my work and research.
10 Operational Directives for Better AI Chatbot Results
Stop guessing magic words. Use these 10 operational directives—structured instructions placed directly into your prompts—to force clarity and utility from your AI chatbot.
Spec-Driven Development: Moving Beyond Vibe Coding
Why ad-hoc AI prompting fails at scale, and how Spec-Driven Development (SDD) provides the structured guardrails needed for enterprise AI engineering.
11 Brutal Truths About Deploying AI Agents in Production
Real-world lessons from shipping AI agents to production environments and keeping them alive.