Projects

Projects

Selected work across infrastructure, AI tooling, and experimental builds — designed for measurable outcomes.

Enterprise-first delivery, with room for creator-led experiments.

Fine-lined luxury abstract background
Eglinton Crosstown LRT — Commissioning & Data SystemsIn Progress

Infrastructure & Industry

Eglinton Crosstown LRT — Commissioning & Data Systems

Commissioning-focused analytics, automation, and readiness reporting across complex transit environments.

Large-scale commissioning programs generate high volumes of testing, deficiencies, and documentation that can become difficult to track, validate, and report consistently across teams.

Solutions

  • Designed operational reporting and KPI dashboards for commissioning visibility and backlog management.
  • Built automation tooling to reduce manual review cycles and improve turnaround time.
  • Translated raw operational/trial datasets into actionable readiness insights for cross-functional decision-making.

Outcomes

  • Faster review cycles and clearer visibility across commissioning workflows.
  • Improved reporting consistency and stakeholder alignment through structured data outputs.
  • Confidentiality-safe delivery while maintaining engineering rigor.
Power BIPythonSmartsheetAutomation WorkflowsData Modeling

Some implementation details are intentionally generalized due to project confidentiality.

View DetailsIn Progress
Railwave Engine — Transportation Analytics PlatformIn Progress

Infrastructure & Industry

Railwave Engine — Transportation Analytics Platform

A modular analytics platform for transportation operations, performance monitoring, and workflow acceleration.

Operational data is often fragmented across sources, making it hard to produce consistent, explainable performance insights that teams can act on quickly.

Solutions

  • Built a modular data-to-insight pipeline for operational and performance monitoring.
  • Created visualization layers for travel times, dwell behavior, anomalies, and sequencing patterns.
  • Designed the platform architecture to support future automation and AI-assisted analysis.

Outcomes

  • Clearer operational visibility from raw datasets.
  • Reusable platform foundation for dashboards, forecasting, and automation tools.
  • Faster iteration of analytics workflows through structured data modeling.
TypeScriptReactPythonSQLData PipelinesDashboards
View DetailsIn Progress
Construction Report Reviewer (AI)Prototype

AI Tools & Automation

Construction Report Reviewer (AI)

An AI-assisted review workflow designed to accelerate technical report checks while keeping engineering discipline.

Technical and construction reports are time-consuming to review, and inconsistencies can slip through when timelines are tight.

Solutions

  • Structured reports into a reviewable checklist format that supports consistent evaluation.
  • Designed prompts/workflows to flag missing sections, weak evidence, and ambiguous statements.
  • Focused on explainability: clear reasons and references for every flagged item.

Outcomes

  • Reduced review friction and improved consistency of report feedback.
  • More repeatable technical review process suitable for team adoption.
  • A foundation for future agent-based review automation.
LLM WorkflowsPrompt SystemsDocument StructuringAutomation
View DetailsPrototype
Asset Intelligence via Blueprint / CADPrototype

AI Tools & Automation

Asset Intelligence via Blueprint / CAD

Mapping asset data to design documentation to improve traceability, validation, and lifecycle visibility.

Assets often live in multiple systems while drawings/CAD references exist separately, making validation and traceability difficult during delivery and handover.

Solutions

  • Designed a method to link asset identifiers to blueprint/CAD references for traceability.
  • Defined data validation rules to catch inconsistencies across asset records and documents.
  • Prepared a scalable model for future automation and QA checks.

Outcomes

  • Improved ability to verify and reconcile asset information against design references.
  • More structured asset-data checks to support QA and handover readiness.
  • Clear path to expand into automated validation workflows.
Data ModelingCAD/Blueprint MappingValidation RulesWorkflow Design
View DetailsPrototype
Daily Games — Social AI ExperimentsPrototype

Games & Experiments

Daily Games — Social AI Experiments

Lightweight daily-play game concepts built for fast iteration and fun social loops.

Many social games are either too heavy to start or too repetitive to sustain daily engagement.

Solutions

  • Designed simple mechanics that fit into short daily sessions.
  • Explored AI-assisted content generation for fresh daily challenges.
  • Built prototypes with rapid iteration and feedback loops.

Outcomes

  • Playable prototypes suitable for testing and refinement.
  • Clear design direction for social loops and retention mechanics.
  • Creator-led experimentation without diluting enterprise identity.
Rapid PrototypingGame LoopsAI Experimentation
View DetailsPrototype
Daily Prompt Systems (Prompt Packs)Live

Prompt Packs

Daily Prompt Systems (Prompt Packs)

Practical prompt systems built for builders: engineers, analysts, and operators — not generic chat prompts.

Most prompts are unstructured and hard to reuse; teams need repeatable thinking frameworks and workflows.

Solutions

  • Created structured prompt packs for consistent outputs and decision clarity.
  • Designed prompts around real workflows: review, summarize, plan, validate, write, and report.
  • Packaged prompts into reusable systems with clear instructions and examples.

Outcomes

  • More reliable outcomes from AI through structured workflows.
  • Reusable templates that reduce repeated manual thinking and writing effort.
  • Clear product direction for selling prompt packs professionally.
Prompt EngineeringWorkflow TemplatesPackaging & UX
View DetailsLive

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If you’re dealing with complex systems, messy data, or slow workflows — let’s simplify it into something measurable.

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