Define the question
Explicit scope, evaluation criteria, and limitations before results.
NIEB HASAN NEOM / AI SYSTEMS
AI systems for networks and distributed infrastructure.
Computer Science PhD Student | AI Systems for Distributed Systems & Networking | Backend Engineering
I’m Nieb Hasan Neom, a Computer Science PhD student and Kummer Doctoral Fellow building AI systems for distributed systems and networking. My work combines guarded LLM orchestration and agent-driven data movement with three years of backend engineering.
PORTFOLIO / EVIDENCE-MAPPUBLIC-SAFE
01Researchclear questions
evaluate
02Systemsbackend practice
validate
03Evidenceapproved claims
FOCUSAI + NETWORKSMETHODMEASUREDSTATUSACTIVE
CURRENTPHD RESEARCHRESEARCHAGENTIC WORKFLOWSSYSTEMSNETWORKINGEXPERIENCEBACKEND ENGINEERING
THE ENGINEERING THESIS
Make AI behavior inspectable at the system boundary.
My work connects guarded model execution, adaptive data movement, and backend reliability. The evidence matters as much as the output.
Measure the system
Controlled evaluations, reproducible methods, and results separated from unsupported claims.
Ground the claim
Every public fact maps to reviewed evidence and an explicit approval state.
FEATURED RESEARCH CASE STUDYACCEPTED / 2026
Accepted research case studyCASE / GUARDED-ORCHESTRATION
Guarded Scientific Model Orchestration
A state-aware orchestration layer that extends LLM function calling with explicit workflow semantics so domain scientists can invoke trained prediction models through constrained natural language.
- Accumulates required inputs across multiple turns and validates arguments against typed schemas.
- Blocks model execution when workflow state is incomplete instead of guessing missing values.
- Supports correction, what-if exploration, and reset steering while keeping execution boundaries visible.
Research in progress
Agentic Data Transfer Optimizer
A bounded agentic system that adapts network-transfer concurrency from live TCP telemetry while making every recommendation, constraint, and state transition inspectable.
Prototype implementedEvaluation in progress