You will get an AI Architecture & Algorithm Code Review (Written Report)
Rising Talent

Rising Talent

Project details
You will receive a mathematically rigorous and highly optimized architectural audit or custom algorithmic solution for your complex systems. I am a Systems Architecture Consultant specializing in Edge AI, causal inference, and resource-constrained environments (C++/Python).
Unlike standard developers, I do not just write scripts; I design deterministic, offline-capable architectures and solve critical performance bottlenecks. Operating entirely asynchronously allows me to maintain the deep, uninterrupted focus required to deliver top-tier, production-ready algorithms and comprehensive technical reports. My work is strictly tailored for mission-critical applications where latency, zero-dynamic memory allocation, and mathematical precision are non-negotiable. I bridge the gap between complex theoretical mathematics and highly efficient code.
Unlike standard developers, I do not just write scripts; I design deterministic, offline-capable architectures and solve critical performance bottlenecks. Operating entirely asynchronously allows me to maintain the deep, uninterrupted focus required to deliver top-tier, production-ready algorithms and comprehensive technical reports. My work is strictly tailored for mission-critical applications where latency, zero-dynamic memory allocation, and mathematical precision are non-negotiable. I bridge the gap between complex theoretical mathematics and highly efficient code.
What's included
| Service Tiers |
Starter
$150
|
Standard
$350
|
Advanced
$650
|
|---|---|---|---|
| Delivery Time | 3 days | 5 days | 7 days |
Number of Revisions | 1 | 2 | 3 |
Number of Model Variations | 1 | 1 | 2 |
Number of Scenarios | 1 | 2 | 3 |
Number of Graphs/Charts | 1 | 2 | 4 |
Model Validation/Testing | - | ||
Model Documentation | |||
Data Source Connectivity | - | - | |
Source Code | - |
Optional add-ons
You can add these on the next page.
Fast Delivery
+$50 - $150
Additional Revision
+$75
Source Code
(+ 1 Day)
+$100Frequently asked questions
About Houssam
Edge AI & Causal Inference Consultant
Casablanca, Morocco - 12:01 am local time
As a Systems Architecture Consultant and applied researcher, I specialize in bridging complex theoretical mathematics with efficient, production-ready code (C++/Python). My core focus is on Edge AI, causal direction discovery (training-data-free models), and flight dynamics.
Key Capabilities & Proof of Concepts:
Aviation Edge AI (Project ASTRIA-CAT): Engineered an embedded predictive system utilizing 1D-CNNs and MEMS sensors to forecast Clear-Air Turbulence (CAT) in real-time, operating entirely without cloud dependency.
Aerospace Dynamics (Project ASTRIA): Developed an autonomous satellite collision avoidance framework, computing multi-object conjunction probabilities and trajectory propagation for LEO CubeSats.
Algorithmic Research: Author of advanced theoretical models focusing on One-Shot Causal Inference and Phase-Space Hysteresis.
I do not just write scripts; I build robust architectures that solve million-dollar logistical and operational bottlenecks. Whether it's optimizing physical simulations, causal inference algorithms, or hardware-level AI deployments, I deliver mathematically sound and computationally efficient solutions.
Let’s discuss how we can optimize your systems.
Steps for completing your project
After purchasing the project, send requirements so Houssam can start the project.
Delivery time starts when Houssam receives requirements from you.
Houssam works on your project following the steps below.
Revisions may occur after the delivery date.
Technical Ingestion & Constraint Analysis
I will review your submitted problem statement, architecture diagrams, and codebase to establish the exact mathematical and hardware constraints of your system.
Algorithmic Audit & Optimization Design
I conduct a deep-dive analysis of your current pipeline, identifying latency bottlenecks, memory inefficiencies, and logical flaws, then design a mathematically sound optimization strategy.
