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The Thought Process

How ANTEdge went from an idea to a working five-module platform — in the builder's own words. The Master Overview and the non-technical walkthrough are open to everyone; the deeper technical decks are behind a short access code (find it on my resume).

Master Overview Walkthrough (Non-Technical) Certifications Research & Hypothesis🔒 Walkthrough (Technical)🔒 Architecture & Optimization🔒 Testing🔒 HMM Macro Regime (AI Model)🔒
Open to everyone
1

Master Overview

~14 min

The one deck that covers the whole platform end to end — how the five modules (Factor Strategy, Portfolio Management, Valuation, Short-Horizon Trading, and Macro Regime detection) fit together, the story behind why it was built this way, and a quick pass through the architecture, optimization, and testing work that went into it.

Short on time? Watch this one. It covers the whole platform in a single pass.
2

Product Walkthrough — Non-Technical

~16 min

A plain-language, feature-by-feature tour of the live product across all five modules — what it does and why it's useful, no jargon required. Built for beta users who want to understand the product without the technical detail.

Credentials

Certifications

19 certificates

The methodology underlying this platform wasn't picked up casually — it's backed by 19 certificates: 17 in quantitative trading and machine learning for finance (QuantInsti), plus the math foundations underneath it (Coursera). Click any certificate to view it.

Go deeper

Five more decks cover the research, the technical build, the architecture, testing, and the AI model behind it. Enter the access code to unlock them.

Find the code on my resume.

3

Research & Hypothesis

~11 min

The survey data, the competitive landscape research, and the hypotheses that actually shaped what got built — why these five modules, and not something else.

4

Product Walkthrough — Technical

~13 min

The same tour, but with the actual mechanics underneath — the formulas, methodology, and technical decisions behind each feature.

5

Architecture & Optimization

~17 min

The system-design pass across the platform — what was slow or fragile early on, what changed, and the before/after performance results, module by module.

6

Testing — Unit & Integration

~13 min

How the platform gets tested — the unit and integration testing approach, and how errors get caught and handled along the way.

7

HMM Macro Regime — the AI Model

~11 min

The six-state Hidden Markov Model that detects macro regimes — the motivation, the process, why six states, and what it changed for the rest of the platform.