Publications

Search, filter, and preview portfolio research notes and grant-style packets

The library now includes more technical briefs around AI products, robustness, backend systems, and the original demo documents.

9 documents
Technical brief Portfolio note 2026

Reliability Patterns for GPT-4 Product Assistants

Youssef Ibrahim

A portfolio note on structured prompting, feedback loops, trust boundaries, and why user-facing AI assistants need product discipline as much as model capability.

GPT-4Product AIReliability
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Research note Portfolio note 2025

Adversarial Robustness Evaluation for Practical LLM Systems

Youssef Ibrahim

A compact note connecting perturbation-based evaluation to real deployment questions around reliability, brittleness, and failure analysis.

Trustworthy AIEvaluationAdversarial testing
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Technical brief Portfolio note 2025

Designing Billing State Machines for Subscription Platforms

Youssef Ibrahim

A technical brief on subscription states, webhook handling, retries, entitlements, and why financial flows demand idempotent backend design.

StripeNode.jsState machines
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Whitepaper Portfolio note 2026

Latency Budgets for AI Assistants in User-Facing Products

Portfolio Demo Document

A demo-safe research note on decomposing end-to-end latency into retrieval, reasoning, rendering, and human-loop checkpoints.

LatencyAI systemsUX
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Research note Portfolio note 2025

Designing Observable Retrieval-Augmented Systems

Portfolio Demo Document

A compact framework for measuring retrieval quality, failure surfaces, and operational readiness in production assistants.

RAGEvaluationObservability
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Essay Portfolio note 2025

Interface Systems: Making Architecture Legible for Hiring and Delivery

Portfolio Demo Document

How premium interfaces, diagrams, and system narratives turn complexity into confidence for recruiters and stakeholders.

ArchitectureDesignDeveloper experience
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Grant Portfolio packet 2026

Edge AI Systems Dossier

Demo Grant Packet • Template

A demo packet showing how applied ML work can be framed for grant-style review, with milestones, risks, and deliverables.

Edge inferenceApplied MLSystems research
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Grant Portfolio packet 2025

Human-in-the-Loop Quality Memo

Demo Funding Memo • Template

A demo funding memo focused on quality control, evaluation coverage, and operator workflows for deployed assistants.

EvaluationSafetyOperations
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Grant Portfolio packet 2025

Research Tooling Modernization Proposal

Portfolio Proposal Packet • Concept

A proposal-style packet for improving data workflows, dashboards, SOPs, and reproducibility infrastructure in research environments.

Research opsDashboardsReproducibility
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