For technical teams with architecture or broken algorithms needs
Algorithm Architecture, Debugging & Prototype Build
When your algorithm won't work, your code has mathematical errors, you need an architecture designed, or when you need a working prototype - I solve the problem, create the structure, or build the tool you need.
PhD Mathematician | Solving algorithm problems and building prototypes for software teams, trading firms, and AI companies
As a PhD mathematician specializing in algorithm design, debugging, and prototype development, I help technical teams and individuals fix broken algorithms, identify mathematical errors in code, create architectures that developers can implement, and build working prototypes quickly.
Whether your trading strategy won’t execute, your data pipeline produces wrong results, you need an algorithm designed from scratch, or you need a proof-of-concept built fast – I solve the problem.
Is This What You're Dealing With?
- Your trading strategy won’t execute orders correctly. You’ve debugged the code multiple times. The syntax is fine. The logic seems sound. But the issue is mathematical, and nobody on your team can find it.
- Your data processing pipeline runs without errors. But the output is wrong. You’ve checked the data, checked the transformations, checked everything. But it remains broken.
- Your AI model isn’t performing as expected. The architecture looks right on paper, but something in the implementation is off. Accuracy is lower than it should be and the results don’t match your expectations.
- You need an algorithm architecture designed for your product. Your developers are ready to build. But you need someone who can structure the mathematical approach correctly before they start coding.
- You need a working prototype built. You have an idea that needs validation. Or your developers are tied up with the main product and can’t spare time to build a proof-of-concept. You need someone who can design it, implement it, and deliver a functional tool.
- Your team has been on this for weeks. Or even months. You’ve tried different approaches, consulted documentation, asked around, but nothing works.
Why Most Attempts Fail?
Developers can write excellent code. But if the underlying mathematics is wrong, the code will be wrong too.
Mathematicians can design beautiful algorithms. But if they can’t implement them in code, or don’t understand how systems actually work, their designs sit unused.
You need both.
Someone who can read your codebase AND identify the mathematical error.
Someone who can design an architecture AND explain it in terms everybody understands.
Three ways this works
Algorithm Architecture
You need an algorithm designed. You or your team is ready to build it, but you need the mathematical structure worked out first.
I gather your requirements. I understand what the algorithm needs to do, what constraints it has, and what performance you need. Then I design the mathematical approach: the structure, the logic, and the edge cases. After that, I create architecture documentation everybody can follow.
You get an architecture document with the mathematical framework, pseudocode or flowcharts, explanations of why it is structured this way, and guidance on implementation details. You or your team builds it. You launch.
Algorithm Debugging
Something is broken. Your algorithm produces wrong results, fails under certain conditions, or behaves unpredictably. You’ve tried fixing it, but it’s still broken.
I analyze your code. I trace through the logic, identify where the mathematics diverges from what it should be, and find the error. Sometimes it’s a subtle issue like a matrix operation in the wrong order, a statistical calculation with the wrong assumption, a boundary condition that wasn’t handled. I fix it, test it, and I explain what was wrong and why the fix works.
You get corrected code, documentation explaining what the problem was, verification that it now produces correct results, and a consultation where I walk your team through the changes.
Prototype Build in Python, C++, and More
You need a working prototype. Maybe it’s a proof-of-concept to validate an idea before committing to full development. Maybe it’s a simulation environment to test your game mechanics. Maybe it’s a data analysis tool your team needs now. Maybe it’s a desktop application that automates a manual process.
I design it and build it. I gather your requirements, figure out what the prototype needs to do, implement it in Python, C++, or whatever language makes sense, and deliver a functional tool.
You get functional code that actually works, documentation explaining how to use or modify it, and a consultation where I walk you through it.
How This Works
Understand What You're Trying to Do
We start with a conversation.
For debugging: I need to understand what the algorithm should do, what it’s actually doing, and what you’ve already tried.
For architecture: I need to know your requirements, constraints, and how this fits into your system.
For prototypes: I need to understand what the prototype needs to accomplish, what constraints you have, and how quickly you need it.
Analyze the Code or Design the Structure
For debugging: I go through your code. I trace the mathematics. I identify where things break down.
For architecture: I design the mathematical approach, choose the right algorithms, structure the logic, and plan for edge cases.
For prototypes: I design the approach and start building – choosing the right tools, structuring the code, and implementing the functionality.
Fix or Build
For debugging: I correct the mathematical errors in the code and test them against your data or use cases.
For architecture: I create detailed documentation your developers can implement from.
For prototypes: I build the working prototype and test it to make sure it does what you need.
Verify It Works
I make sure the fix actually solves the problem, the architecture makes sense for your specific situation, or the prototype works as intended. Everything tested or validated.
Explain and Hand Off
You get the corrected code, the architecture document, or the working prototype. I walk you through what I did. You move forward.
This Offer is Perfect For You If:
✓ You’re a CTO or technical lead dealing with a broken algorithm your team can’t fix
✓ You’re building a software product that needs sophisticated algorithmic design
✓ Your trading strategy has bugs that only someone with mathematical expertise can identify
✓ Your data pipeline produces incorrect results and you’ve exhausted standard debugging
✓ You need an architecture designed before your developers start building
✓ You need a working prototype built quickly to validate your idea before full development
✓ You need simulation tools, data analysis scripts, or desktop applications
This might not be the right fit if:
✗ Your problem is purely implementation (syntax errors, performance optimization without mathematical issues)
✗ You need generic software development help (I focus on mathematical and algorithmic problems)
Projects
Python Algorithms for Financial Market Data
This project was about building a web app that displays charts with price data, signals (green and red dots), and metrics.
Racing Simulation System Design for an NFT Game
The goal of this project was to create a mathematical model of an NFT game and implement the model in C++.
Mathematical Model that Predicts Total Deaths due to COVID-19
The goal of this project was to develop a mathematical model that computes the “level of confidence” that the total deaths due to COVID-19 were within some number intervals as time progresses.
Time Series Forecasting Model for Bitcoin (BTC)
The goal was to build a machine learning model that
can predict the daily high prices of the cryptocurrency Bitcoin.
What You Get
For Algorithm Architecture Projects:
- Architecture document with mathematical framework and logic structure
- Pseudocode or flowcharts your developers can implement from
- Explanations of why it’s designed this way
- Guidance on implementation considerations
- One-on-one consultation to walk your team through it
For Debugging Projects:
- Corrected code with mathematical errors fixed
- Documentation explaining what was wrong and how it’s fixed
- Test results showing it now works correctly
- Analysis of what caused the issue
- One-on-one consultation where I explain the changes
For Prototype Projects:
- Functional Python, C++, or other code that works
- Documentation explaining how to use, modify, or extend it
- Testing to verify it does what you need
- One-on-one consultation to walk your team through the prototype
- Code your developers can integrate or build from
For All:
- Clear communication throughout the project
- Availability for follow-up questions
- Code or documentation your team can actually use
What Clients Say!
Frequently Asked Questions
Debugging projects: typically 2 to 4 weeks depending on code complexity and how deep the issue is.
Architecture projects: typically 2 to 16 weeks depending on algorithm sophistication.
Prototype projects: typically 2 to 24 weeks depending on what needs to be built.
During the free consultation, I’ll give you a realistic timeline for your specific situation.
Cost depends on problem complexity. Debugging a single algorithm costs less than designing a complete architecture for a product or building a complex prototype. I also offer hourly consulting if you want to start small. The free 30-minute consultation helps us both assess scope and cost.
Yes. I work with Python, C++, and other languages. I can read your code, understand your system, and make changes that fit your architecture. If your codebase is in a language I don’t typically work in, we’ll discuss whether I can still help during the consultation.
I’ll tell you. During the initial analysis, if I discover the issue is deeper or broader than expected, I’ll let you know what we’re actually dealing with and what it will take to fix it. No surprises.
I focus on mathematical correctness first. If your algorithm has mathematical errors, I fix those. If you want broader improvements or optimizations beyond correctness, we can discuss that separately.
That’s why the one-on-one consultation is included. I explain what was wrong, why it was wrong, and how the correction works. Both for technical and non-technical team members if needed.
Proof-of-concept systems, simulation environments, data analysis tools, desktop applications, algorithmic implementations. Anything that needs working code. I focus on functional prototypes, not polished production software. Your developers can take the prototype and turn it into the final product.
Let's Solve Your Algorithm Problem or Build Your Prototype
Contact me
Please send me a message about your project. Be as detailed as possible.