You will get Deterministic AI Automation Audit & Workflow Reconstruction
Rising Talent
Rising Talent
Project details
[Project Summary]
Stop wasting capital on "fragile" automation. A single logic gap in your workflow creates operational entropy that drains your
resources. I am here to eliminate that risk.
As the founder of the Master Transcription Protocol (MTP), I provide a deterministic approach to AI system architecture. I bridge the gap between digital logic and physical reality using Spatial Computing (Apple Vision Pro). By visualizing your infrastructure in a 3D environment—from drone video analytics to complex pipelines—I identify and eliminate critical error margins that standard 2D analysis misses.
What sets this project apart:
1. Spatial Integrity Audit: High-resolution system review via Apple Vision Pro for total situational awareness.
2. MTP Realignment: Reconstructing Python/Make/Zapier flows into 100% deterministic, zero-loss business assets.
3.Meister-Level Precision: Auditing rigor that standard software analysts cannot replicate.
If you need a "coder" to follow a checklist, I am not your fit. If you are looking for a System Architect to secure your operational integrity, let’s begin.
Stop wasting capital on "fragile" automation. A single logic gap in your workflow creates operational entropy that drains your
resources. I am here to eliminate that risk.
As the founder of the Master Transcription Protocol (MTP), I provide a deterministic approach to AI system architecture. I bridge the gap between digital logic and physical reality using Spatial Computing (Apple Vision Pro). By visualizing your infrastructure in a 3D environment—from drone video analytics to complex pipelines—I identify and eliminate critical error margins that standard 2D analysis misses.
What sets this project apart:
1. Spatial Integrity Audit: High-resolution system review via Apple Vision Pro for total situational awareness.
2. MTP Realignment: Reconstructing Python/Make/Zapier flows into 100% deterministic, zero-loss business assets.
3.Meister-Level Precision: Auditing rigor that standard software analysts cannot replicate.
If you need a "coder" to follow a checklist, I am not your fit. If you are looking for a System Architect to secure your operational integrity, let’s begin.
Machine Learning Tools
ChatGPT, Google Data Studio, Google Sheets, GPT-3, Microsoft Excel, NumPy, OpenCV, Python, SQL, Vertex AIWhat's included
| Service Tiers |
Starter
$450
|
Standard
$1,450
|
Advanced
$3,450
|
|---|---|---|---|
| Delivery Time | 3 days | 7 days | 14 days |
Number of Revisions | 1 | 2 | 3 |
Number of Model Variations | 1 | 2 | 3 |
Number of Scenarios | 1 | 3 | 5 |
Number of Graphs/Charts | 1 | 2 | 3 |
Model Validation/Testing | |||
Model Documentation | - | ||
Data Source Connectivity | - | ||
Source Code | - | - |
Frequently asked questions
About Seunghyeon
Systems & Low-Level Engineer | C / Linux / Performance Optimization
Gunpo, South Korea - 10:37 am local time
been staring at the same code for days.
[Link]scalar-dev.netlify.app
I find the architectural reason in minutes.
I don't patch symptoms. I restructure the program so the problem
has nowhere to exist.
Recent work: RFC submitted to Linux kernel BPF mailing list (LKML).
Received direct response from Alexei Starovoitov (BPF subsystem
creator, Linux kernel maintainer) within 17 hours.
→ bpf/178004391665.3522.4865582628003357086
What I handle:
• Legacy C/C++ codebase refactoring & structural diagnosis
• Linux system programming & kernel-level debugging
• Performance bottleneck analysis & architectural restructuring
• Verifier/compiler rejection root cause analysis
If you need someone to rewrite a function, I'm not your person.
If you need someone to tell you why the entire approach is wrong
— and what to do instead — that's the engagement.
Production reference: SCALAR FMS — anomaly detection engine
running 24/7 on Hetzner infrastructure, zero unplanned downtime.
Steps for completing your project
After purchasing the project, send requirements so Seunghyeon can start the project.
Delivery time starts when Seunghyeon receives requirements from you.
Seunghyeon works on your project following the steps below.
Revisions may occur after the delivery date.
Architecture Audit & Entropy Detection
Description: Utilizing Spatial Computing (Vision Pro), I audit your existing logic to identify critical failure points and hidden operational entropy that standard 2D analysis misses.
MTP Deterministic Reconstruction
I re-align your system using the Master Transcription Protocol, transforming fragile automation into 100% deterministic assets with zero-loss logic mapping.