Writing & reading notes

Evaluation methods, computational studies, and technical notes.

Reproducible examples and focused analyses of agent evaluation, online experimentation, progressive deployment, retrieval, and stochastic optimization.

Agent evaluation

Technical noteSeptember 23, 20268 min

Separating capability, causal effect, and rollout risk

A three-part evaluation model for controlled task performance, randomized online effects, and stability under progressive exposure.

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Reference implementationPython8 tests

Agent Evaluation Playbook

Executable synthetic examples for task-contract evaluation, binary A/B analysis, non-inferiority guardrails, Wilson confidence bounds, and progressive rollout recommendations.

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Research artifacts

Journal articleINFORMS Journal on Computing2025

Stochastic optimization for medical evacuation

A chance-constrained model with exogenous and decision-dependent uncertainty, Boolean reformulation, convexification, and computational analysis using realistic medical-evacuation data.

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Course materialsPortuguese6 × 3 hours

Agentes de IA: Zero to Hero

Technical material covering ReAct, planning, tool execution, MCP, context management, RAG, memory, multi-agent systems, evaluation, observability, and guardrails.

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