Projects

What Is It? Neural Garden is an interactive visualization tool that lets you watch neural networks learn in real-time. Instead of just seeing loss curves, you see the decision boundaries evolving, the weights flowing, the network “thinking.” Why I Built It I was frustrated with how abstract neural network learning felt. You tweak hyperparameters, wait, look at numbers. Where’s the intuition? I wanted to see what the network was doing. To watch it struggle with non-linear boundaries. To see why learning rates matter, viscerally. ...

What this is ExtremeFitness is a system for designing and tracking structured exercise and diet plans. It is built for trainers working with clients and for individuals who want to take a methodical approach to their fitness. The emphasis is on structure — programs with clear progressions, meals with defined macros, and a record of what was actually done versus what was planned. Why it exists I spent years trying to follow fitness advice that was either too vague to be actionable or too rigid to adapt to real life. Most tools I found were either glorified note-taking apps or overcomplicated dashboards designed for professional athletes. ...

What this is Get Diet Plan is a personalized nutrition planning tool that creates tailored meal plans based on individual goals, preferences, and constraints. It takes the guesswork out of nutrition by providing structured, actionable guidance. The focus is on practical, sustainable eating — not fad diets or extreme restrictions, but balanced plans that people can actually follow. Why it exists Nutrition is simultaneously simple and overwhelming. The basic principles are well-understood, but applying them to your specific situation — your goals, your food preferences, your schedule, your budget — requires effort most people do not have time for. ...

What this is Mindent is a space for exploring AI systems, orchestration patterns, and agentic workflows. It is where I experiment with ideas that may or may not become products. The focus is on understanding how to build reliable systems with AI components — not demos, but actual working software that handles edge cases and fails gracefully. Why it exists The current wave of AI tooling is exciting but often shallow. Most tutorials and examples show happy paths. Few address what happens when models hallucinate, when context windows overflow, or when orchestration logic becomes a tangled mess. ...

What this is RepoEngine is a unified engineering knowledge platform. It sits at the intersection of code understanding, decision history, and documentation — treating them as one interconnected surface rather than separate systems. The core premise is that a codebase is more than source files. It includes the reasoning behind architectural choices, the context that led to tradeoffs, and the documentation that explains intent. RepoEngine attempts to make all of this searchable and traversable together. ...

What this is Sparrow is a studio for client work and applied engineering. It is the umbrella under which I take on projects for other companies — building systems, solving technical problems, and occasionally advising on architecture or process. The name reflects the intent: small, focused, and deliberate. Not an agency in the traditional sense. Not a consultancy optimizing for billable hours. Just careful work for a limited number of clients. ...