You will get Architectural Review: Custom Neural Networks & Simulation Environments
Project details
Your AI infrastructure is hitting a ceiling. You have a complex agent, a simulation environment, or a custom neural network that is underperforming, and standard debugging isn't fixing the underlying structural issues.
I provide senior level architectural reviews and deep system optimization for autonomous agents and complex models. I don’t just treat symptoms. I audit your memory persistence, causal reasoning logic, and execution loops to identify the actual bottleneck.
My background:
-I engineered Excelsius, a self-referential neural architecture that achieved >60% accuracy on ARC-AGI benchmarks with sub 100k parameters completely independent of third party API wrappers. I understand how to build for stability, efficiency, and scale from the ground up.
How I can help:
-Architecture Audit: I identify why your system is failing to scale or converge.
-Logic Refactor: I optimize your heavy execution loops and memory overhead.
-Strategic Roadmap: I provide a clear, actionable path to fix structural errors.
If you are tired of fighting your own stack, let’s look at the architecture together.
I provide senior level architectural reviews and deep system optimization for autonomous agents and complex models. I don’t just treat symptoms. I audit your memory persistence, causal reasoning logic, and execution loops to identify the actual bottleneck.
My background:
-I engineered Excelsius, a self-referential neural architecture that achieved >60% accuracy on ARC-AGI benchmarks with sub 100k parameters completely independent of third party API wrappers. I understand how to build for stability, efficiency, and scale from the ground up.
How I can help:
-Architecture Audit: I identify why your system is failing to scale or converge.
-Logic Refactor: I optimize your heavy execution loops and memory overhead.
-Strategic Roadmap: I provide a clear, actionable path to fix structural errors.
If you are tired of fighting your own stack, let’s look at the architecture together.
AI Development Type
Deep Learning, Knowledge Representation, Model Tuning, Software MaintenanceAI Tools
PyTorch, TensorFlowAI Development Language
PythonWhat's included
| Service Tiers |
Starter
$150
|
Standard
$450
|
Advanced
$1,200
|
|---|---|---|---|
| Delivery Time | 2 days | 5 days | 10 days |
Number of Revisions | 1 | 2 | 3 |
AI Model Integration | - | ||
Detailed Code Comments | - | ||
Knowledge Graph | - | - | |
Model Documentation | |||
Ontology | - | - | |
Source Code | - | ||
Taxonomy | - | - |
Optional add-ons
You can add these on the next page.
Fast Delivery
+$75 - $400
Additional Revision Round
+$50Frequently asked questions
About Tomas
Full Stack Developer | React, Next.js, Node.js & AI Automation
Delray Beach, United States - 7:57 pm local time
What I deliver every single day:
-React / Next.js frontends (pixel-perfect, responsive, and optimized)
-Node.js / Python backends (FastAPI, Django, robust REST APIs)
-PostgreSQL / MongoDB databases (scalable architecture & indexing)
-AI & Automation (trading bots, RL agents, OpenAI/LLM integration, web scrapers, workflow automation)
-Docker + AWS / GCP cloud deployment so everything just works
Available to start immediately. Fixed-price or hourly—whatever gets your project live fastest. Drop me a message and let’s get it done this week.
Steps for completing your project
After purchasing the project, send requirements so Tomas can start the project.
Delivery time starts when Tomas receives requirements from you.
Tomas works on your project following the steps below.
Revisions may occur after the delivery date.
Architecture Audit
I will deep-dive into your codebase and system architecture to map the logic flow, identify the specific algorithmic bottlenecks, and pinpoint structural inefficiencies.
Refactoring & Optimization
I will execute the necessary refactoring, vectorization, or logic adjustments to optimize your execution loops and improve system throughput.