XVANT
Multi-agent orchestration harness
Runs Codex, Claude Code and OpenCode agents in parallel, each on its own isolated Git worktree, with a durable runtime that survives crashes and hand-offs.
- 1,000+ tests
- ~38k lines
- TypeScript
Memory
What the agent remembers about its operator.
Hermes carried messages between worlds. I carry them between geometry and language — turning what someone means into something that can be machined, flown, or shipped.
I'm a first-year Mechanical Engineering student at the University of Virginia. My research sits where large language models meet physical design: I score AI-generated CAD for BenchCAD, generate and verify glider parts for an early-stage generative-design startup, and build Mirum, a multi-agent pipeline that turns a sentence into a parametric assembly.
On weekends I ship. Two hackathon wins this fall, a 38k-line orchestration harness that runs Codex, Claude Code and OpenCode side by side, and a habit of writing far more tests than anyone asked for.
- Hackathon wins
- 2 Fall 2026
- Tests in XVANT
- 1,000+ ~38k lines
- Mirum prompts passed
- 78/82 text → B-Rep
- BExSTEM builders
- 201 13 countries
Skills
Loaded from ~/.kevin/skills/
- agents.md Multi-agent orchestration, tool-use, MCP servers, durable coding harnesses
- ml.md Fine-tuning and evaluation for structured generation
- cad-kernel.md Parametric B-Rep and implicit geometry, assembly constraints
- simulation.md Reacting-flow CFD and aerodynamic verification
- ship.md Full-stack apps that survive a live demo
Dispatches
Things I've built and delivered.
Mirum
Think it. Have it. — text to CAD assemblies
A multi-agent Gemini pipeline that turns plain text into parametric B-Rep CAD assemblies. Fine-tuned Qwen2.5-Coder-7B with LoRA on ABC CAD data to lift valid output from 48% to 78%.
- 78 / 82 prompts
- LoRA
- CadQuery
- OpenCASCADE
Pixie
An AI cursor companion for Windows
Lives on your screen, points at things, and draws on top of whatever you're doing — an agent with a body instead of a chat box.
- TypeScript
- Desktop overlay
model-router
Cheapest model that fits, then escalate
Routes each subagent to the smallest model that can do the job, with structured junior-to-senior escalation hand-offs when the task turns out harder than it looked.
- Claude Code
- TypeScript
- Cost routing
More in the archive
Earlier text-to-CAD experiments for aerospace parts, an engineering-verification toolkit, Hermes agent bridges, the BExSTEM site, and a scholarship finder.
- Text-to-CAD
- engineering-verification
- hermes-bridge
- organize
- bexstem.org
Research
Where agents meet atoms.
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01 BenchCAD 2.0 Benchmark for programmatic CAD Oct 2026 – now
Undergraduate Researcher · Prof. Cheng Peng, UVA School of Data Science
A multi-university benchmark scoring AI-generated CAD — v1.0 was used in Anthropic's system card. I'm designing assembly-level scoring for hole alignment and part interference, going beyond per-part voxel IoU.
benchcad.com ↗ -
02 Verified AI Generative Design Glider parts in PicoGK Oct 2026 – now
Intern · early-stage startup founded by Prof. Stephen Baek
I generate parametric glider parts for a pipeline that verifies AI-generated designs before STEP export. Built 12 wing variants — polyhedral wings led on stability checks and calculated glide ratio (11.9 vs. 10.8 tapered). That's the wing spinning at the top of this page.
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03 Mirum Text-to-CAD assembly generation Mar 2026 – now
Independent research project
Multi-agent Gemini pipeline that turns text into parametric B-Rep assemblies — passed 78 of 82 test prompts. Fine-tuned Qwen2.5-Coder-7B with LoRA on ABC CAD data, raising valid output from 48% to 78%.
github.com/Azrkiel/Mirum ↗ -
04 Rotating Detonation Engines Transverse instability suppression May 2025 – Mar 2026
Senior Capstone · Mathematics & Science Academy
Simulated H2/O2 detonations in OpenFOAM. A 4 mm resonator neck cut peak pressure by ~20%.
Trail
The road the messenger took.
-
2026 → 2030
University of Virginia
B.S. Mechanical Engineering, School of Engineering & Applied Science.
-
Mar 2026 → now
Taichi Bubble Tea — Assistant Manager
Led 8 staff and grew monthly revenue 23%.
-
Dec 2024 → Jul 2026
BExSTEM — Founder
Ran a business & STEM startup competition, fiscally sponsored by Hack Club, for 201 participants in 13 countries. Mentored 3 teams to launch — one to a $200k LOI.
bexstem.org ↗ -
Aug 2023 → Jun 2026
Tidewater Chinese School — Math Teacher
Taught 30 elementary and middle schoolers.
-
→ Jun 2026
Ocean Lakes HS — Math & Science Academy
4.71 weighted GPA. Senior capstone on rotating detonation engines.
-
2015 → 2026
Eagle Scout · Junior Assistant Scoutmaster
Led 12 volunteers across 172 hours to build 14 oyster castles for the Virginia Aquarium's shoreline restoration.
Ⅵ Summon
Send a message. It will be delivered.
Open to research collaborations, internships, and anyone building agents that touch the physical world.
- github.com/Azrkiel ↗
- devpost.com/Azrkiel ↗
- Charlottesville, VA