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Meet Mohammed, an

I have built and shipped production computer vision and generative AI systems, from image generation pipelines at Reap Studio to a local content detection tool using pretrained models and ONNX Runtime.

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LoRA Fine Tuning

A QLoRA fine-tune that turns messy booking requests into schema-valid JSON, shipped with a baseline comparison and a rank sweep, because a falling loss curve doesn't prove anything.

LoRAQLoRAFine-Tuning

Conductor

Four specialized agents coordinated by a state graph, running as durable background jobs behind a REST API, with state checkpointed after every step so a crashed worker resumes instead of starting over.

Multi-Agent SystemsAgent OrchestrationLangGraph

NBA Halfcourt

An ML model predicts the second half of an NBA game from halftime stats; an LLM writes the broadcast commentary based on the model's SHAP scores and is never allowed to contradict it.

Machine LearningLLM IntegrationModel Explainability

Writing

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Meet Mohammed, an AI Engineer

Featured Projects

LoRA Fine Tuning

Conductor

NBA Halfcourt

Latest Posts

Dangerously Looping Agents

Guardrails and Security for AI

LLM/Agent Evaluation

Meet Mohammed, an