Build AI Trading Tools — Live Session

If you invest, this might sound familiar.

You've probably tried:

✓ Reading every report and thread you can find
✓ Following analysts, fintwit, and every "expert"
✓ Trying to keep up with the news, every day

But nothing really happens.

✕ No clear edge
✕ No consistency
✕ No real results

And after a while, you just stop.

Working late — same setup behind every report and every tool

Why I started taking this seriously

I invest my own money.

I didn't build these tools to become some "AI trading guru."

I started because I realized something simple:

Information that never gets turned into a decision is worthless.

So I decided to format everything into specific tranches, where all of that information actually gets processed, digested, and turned into something actionable.

Curriculum

Five tools, one session, in order.

No filler — the frameworks you need to actually succeed.

The fully automated scanner & trading pipeline

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A scanner that watches the entire S&P 500 + Nasdaq-100 every day, then turns whatever it finds into a watchlist, a research note, an annotated chart, and a trade plan — no manual work at any step.

1 · SCANNER

600 tickers, zero gate

S&P 500 + Nasdaq-100. Scored on move size plus sector/regional/narrative relevance.

2 · WATCHLIST

Tiered, deduplicated

Raw output becomes a clean A/B/C-tiered "why now" shortlist.

3 · EQUITY REPORT

Auto-generated notes

Fundamentals and narrative synthesized into a note per ticker, automatically.

4 · TRADING CHART

TradingView-style, annotated

Support/resistance, RSI, ATR, volume — generated, not typed by hand.

5 · PLAN

Entry, stop, target

Chart levels become a real plan — the last mile from data to a decision.

Built from the actual production pipeline · run_market_movers() · scoring.py · equity_research.py · technical_charts.py

Macro theme tracker

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A separate tool — instead of single names, it scores entire macro themes (AI capex, reshoring, defense) and tracks money rotating between them, sector by sector, in real time. Ranked Theme Registry, rotation monitor against 5 defensive baselines, 11-sector ETF flow tracking, and a drill-down into capital flows, backtest, and factor exposure per theme.

Built from the actual production pipeline · /tracker · /api/tracker/{themes,digest,run,live-delta,flows,backtest,factors}

Deep-dive equity research bot

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We've hand-written 30+ deep-dive reports and theses one at a time — Berkshire, RDDT, SOFI, PCHEM, and more. This module is about connecting and systematizing that exact process into one repeatable bot instead of doing it manually every time.

Deep technical-analysis bot

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Same idea, for charts — we've run this analysis manually so many times it's become a repeatable process. Turning that into an automated bot that reads price action the way we already do by hand.

Synthesis bot

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The tool that ties everything together — scanner, tracker, equity research, and technical read — into one final call. Same structure as our Thesis Builder framework: Macro → Sector → Business Quality → Catalysts → Valuation → Risk → Synthesis.

FAQs

When is the session?

December 12, 2026 — in person, KL City Centre.

Is this free?

No — it's a paid ticket, one-time, for this session.

What will actually get built?

All 5: the scanner & trading pipeline, the macro theme tracker, the deep-dive equity research bot, the deep technical-analysis bot, and the synthesis bot that ties them together.

Are the results shown real?

Yes — the +362% and +85.47% figures are real Interactive Brokers statements from a live account, with only the account identifier redacted. Past performance isn't a guarantee of future results.

Is there a refund or transfer policy?

All ticket sales are final. If you're unable to attend, you may transfer your ticket to another person with prior approval. Contact our team for assistance.

Build AI trading tools with us, live.

Five tools, one session, in order.

One ticket. That's it.

FAQs