- Human-AI collaboration
- Workflow automation use cases
Technical portfolio
Binary Outlook
Computing student building practical systems across AI tooling, deep learning, CUDA, and interactive web experiences.
About
Curious systems, real constraints.
I like ideas that survive contact with code: clear workflows, measurable models, fast kernels, and interfaces people can use.
Direction
Technical Direction
Application, model, systems, and interface work I am sharpening now.
- CNN architecture design
- Post-training quantization
- Parallel execution
- GPU cost-performance optimization
- Front-end engineering
- Interaction design patterns
Projects
Featured Projects
Projects that carry the proof: agent safety, developer tools, simulation, and web interaction.
HaLoop
2nd place, Deep Learning Week 2026 Hackathon. DevSecOps guardrails for AI coding agents: approvals, risk scoring, and audit trails.
Binary Markdown
An independently maintained visual Markdown editor for VS Code, building on Any Markdown with fixes for code copying and persistent outline preferences.
BadmintonManager
A badminton management sim for coaching decisions, match simulation, long-term systems, and tactical data.
The Lank Forenzo Simulator
A browser game for decision systems, reality-bending interactions, and web storytelling experiments.
Contact
Let's build something useful.
Want to compare notes, test an idea, or build something together? Send a short message with the context and the difficult part.
Open channel
Available for thoughtful conversations around technical work, research, and collaboration.
Good reasons to reach out
- AI tooling and human-in-the-loop workflows
- CUDA, models, and systems experiments
- Research and interactive web projects
- GitHub
- @BinaryOutlook
The best first message says what you are building and where you would value another perspective.