Agents. Automation. Outcomes.
Engineering tools, automation frameworks, and productivity systems built to accelerate research and simulation workflows.
AI Agent Engineering
I don't just use AI — I build a custom agent setup and direct it to do engineering work. Two parts: the tooling I built, and how I run it.
What I Built
MCP Servers
Model Context Protocol servers connecting Claude to external systems — filesystem, browser, EndNote, Notion, Google Drive, and scheduled tasks.
Skills
Reusable capability bundles auto-loaded per task — PDF, DOCX, XLSX, PPTX, design review, research synthesis, and project-specific helpers.
Hooks
Event-driven automations along the agent lifecycle — pre/post tool, session start/stop, prompt submission gates, and stop-time review hooks.
Subagents
Specialist Claude agents (developer / debugger / architect / researcher / analyst / tester / tech-writer / verifier) coordinated by an orchestrator.
Slash Commands
Project-scoped commands that wrap recurring workflows — /codex:rescue, /codex:review, /research-toolkit, /sync-papers, /portfolio-update, etc.
How I run
Claude
General chat for ideation, quick research questions, drafting, and lightweight summarisation — no codebase context, no tool-use.
Claude Code
Coding work in VS Code extension or the desktop app — file edits, repo-aware refactoring, terminal-integrated debugging, and review loops.
Multi-Agent Orchestration
Three-stage execution: Plan Mode → Codex cross-validation → specialist subagents (developer / debugger / analyst / tester / verifier) running the implementation.
Projects
Aspen Automation Framework
Python pipeline turning Aspen Plus into an automated engine — DOE, parallel simulation, surrogate training, optimization. 1,575 cases in hours instead of weeks.
SBH Thermal Reactor Framework
ODE-based thermal simulation framework — one model definition, five reactor scenarios, fully reproducible runs.
Claude Code Dashboard
A self-updating HTML dashboard of my entire Claude Code setup — custom agents, skills, hooks, and a GPT cross-validation loop — generated and maintained by the AI itself.
LOHC-CCPP Interactive Dashboard
Browser-based analysis dashboard for the CCPP–LOHC heat-integration study — upload Aspen sweep results and explore energy, H2 production, conversion, and exergy across extraction lines. Ships with a 10-point trial dataset.
ALD-Lab-archive (RAG)
RAG system over the ALD lab archive — accumulated documents and data, searchable and questionable in natural language. In active development.
Portfolio Website
This very site, being built right now — Astro + Tailwind + Cloudflare Pages. Source of truth for research, AI engineering, and achievements.
Dashboards
Toy-project dashboards from my early AI-tooling days — local HTML views for Pareto fronts, grid sweeps, and weekly research updates. To be refreshed.
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