Longform article reframing abstention (reject option / selective prediction) as product design, not model weakness. Covers coverage as a KPI, calibration as a prerequisite, threshold selection under review capacity and risk, queue/UX design for human-in-the-loop workflows, and anti-patterns that break safety in production.

A Sovereign Agent Governance Protocol for Deep-Water Workflows

:computer: Workflow Data For Github Actions & Linux Server Testing of Lockdown Enterprise Content :computer:

:computer: Workflow Data For Github Actions & Windows Server Testing of Lockdown Enterprise Content :computer:

Documentation-led human-in-the-loop workflow case study for decision support and Power Platform-style process automation.

A structured LLM persona for college admission workflows, including documentation and system prompt.

Bilingual Codex skills for requirement discovery, AI workflows, and reusable project-management methods.

AI workflow state modelling, guardrails, and human-in-the-loop design patterns for SaaS platforms.

SaaS Automation Tool UX/UI Design

A powerful Python + PyQt5 GUI application for visually designing workflows using draggable nodes and connections. Drag-and-drop visual workflow editor with execution and validation. Python desktop app powered by PyQt5.

Portfolio showcasing technical writing, systems documentation, case studies, and workflow design.

Process mapping and analysis using Miro to design an AI-ready customer support framework, identifying automation opportunities and integration points for improved efficiency.

This project combines automation tools with the natural language understanding power of LLMs to handle restaurant calls and take orders automatically.

Governance-first design tool for creating, analysing, and documenting AI-supported workflows with explicit human oversight and accountability.