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BTC $63356.00 ▼-2.70% ETH $1873.95 ▼-4.40% USDT $1.00 ▲+0.00% BNB $564.87 ▼-1.10% USDC $1.00 ▲+0.00% XRP $1.05 ▼-4.80% SOL $72.94 ▼-4.30% TRX $0.33 ▼-1.60% FIGR_HELOC $1.03 ▲+0.20% WBT $55.38 ▼-3.10% HYPE $54.38 ▼-8.90% DOGE $0.07 ▼-3.50%

We publish what failed. That honesty is the product.

A live, pre-registered scoreboard of every strategy we tested — walk-forward validated, multiple-testing corrected, net of fees. Almost nothing passes. One fundamental screen survives out-of-sample. Research, not investment advice.

Check my strategy — from $19 See the live scoreboard → How we judge an edge
Live trading: BLOCKED until something genuinely earns it · 🌍 multilingual (EN first) · free tier + paid CLUB

Live edge scoreboard — proven vs refuted

Open /edge →

Left: what survived out-of-sample. Right: the long wall of what we refuted. Every row carries its walk-forward verdict; failures sit next to wins, never hidden.

✓ Survives out-of-sample

EPS Acceleration screen
Beats equal-weight hold across rolling walk-forward folds — the one class that holds up. Live forward window shown in the table below and on /investing.
Robust
ROE screen
Robust across folds — but the latest forward window is negative. Shown openly, not hidden.
Robust

✗ Refuted by our own tests

Momentum ∧ Quality combo
Folds hold, but latest forward is negative → NOT_READY. Never sold as proven.
Not ready
TG Signals (pump/dump) · 52.8k
Backtest collapses out-of-sample. Published for honesty, never sold.
No edge
MoonBot grids · Long-lab · Bag-Hold
All full-sample or OOS-negative. Educational counterexamples.
No edge
5-minute scalp bots
Dead after fees. We teach why ultra-HFT dies post-cost.
No edge
NASAlgo · ETH-15m conveyor
No edge OOS / NOT_READY. Verdicts pre-registered.
No edge

The honesty tally — almost nothing passes

The full journey: 6M tries → 1 winner →

That pass rate is the credential, not an apology. Live counts come from /edge.

dozenscandidates tested
2survived correction (fundamental only)
5+test families (walk-forward · PBO · Holm · permutation · costs)

Strategy audit — priced before you send anything

See a real sample report — free, no signup →

We run your strategy through the same lab that produced every verdict above — real candles, real fees, no look-ahead. The price is fixed up front; a negative verdict is a valid result and the cheapest loss you'll ever take.

Start here
$19
Quick verdict

One strategy, one market, one honest backtest against fees and a matched baseline. Written verdict within days.

from $149
Full audit

Multi-window walk-forward, cost model, null baselines, overfit checks, and a fix-list. Fixed quote agreed before we start.

from $500
Bespoke research

Deep-dive on your rules or portfolio — parameter search on our compute, forward paper book, ongoing verdict updates. Maximum quote up front.

$20 one-time
Bot unlock — live today

Unlock a paper bot for any listed strategy and watch it trade the forward book.

$25 / 30 days
Terminal Pro — live today

Advanced exits and the full terminal for 30 days, grounded in the published exit study.

Check my strategy → Every audit follows the published sample report: claim, replication, numbers, failure mechanism, limits.

Edge 101 — the vocabulary before any number

Methodology →

Honesty reads as expertise once you can read the verdicts.

What is an EDGE?

A repeatable advantage that survives walk-forward on windows we never saw during selection — not a hot tip or a pretty backtest.

What is SENTIMENT?

Aggregate positioning, news and flow per sector — a context layer, not a buy button. It carries no proven walk-forward verdict.

The verdict words

ROBUST = beat hold across folds. NO_PROVEN_EDGE = died out-of-sample. BLOCKED = no money path until something survives.

Pick your horizon — what survives depends on it

There is no universal winning method. Choose a horizon and we show you what truthfully holds up for it.

📈 I’m investing Proven class here

Long horizon (2–10yr), 1-day/1-week rebalance. Walk-forward-validated fundamental screens (fundamental · insider · TA+VSA · ranking) and a demo portfolio per strategy.

Investing branch →

⚡ I’m trading Tools & craft

Intraday 5m–4h. Learn what EDGE is and how to work it semi-manually / with broker bots; scanners, sector sentiment as context, backtests for comparison. We sell tools and craft — never winning signals.

Trading branch →

The one that passes — Investing

Full table →
✅
Our only ROBUST signal class.
Out of everything tested across crypto and equities, these fundamental screens are the only ones that beat buy-and-hold across rolling folds.
Basket forward return vs. equal-weight hold — per proven screen holds an edge refuted
ScreenTop KForward (latest)vs holdStatus
EPS Acceleration 15 +15.38% +3.10% Robust
ROE 5 +0.15% +3.10% Robust
Momentum ∧ Quality 10 +2.50% +3.10% Robust
As of 2026-06-14T19:52:07+00:00 · live figures from research.fundamental
Honest caveat: a survivorship-limited universe (today’s filers) — necessary, not sufficient for a live edge. OOS / walk-forward fold detail and live forward tracking live on /investing. ROE’s negative forward is shown on purpose. Live stays BLOCKED; forward paper is the bias-free confirm.

What we refuted — Trading (education-first)

Trading research →

The refutation library is the content moat: “backtest looked good, live failed”, as teaching. Movers & sentiment are breadth/context, labeled not a signal. No order execution on this surface.

📊 Live US-stock & crypto movers Free

15-min refresh, read-only public feed.

🔎 Crypto screener Free

Breadth and sector routing — context, not a buy button.

⚠️ Cautionary cards Refuted

TG −99.7%, MoonBot, 5m scalp — counterexamples linked to discipline lessons.

🎓 GOGA Academy Free

Discipline, risk management, bot config. No profit promises, no execution.

Free vs CLUB — depth, not secrecy

The entire transparency layer is never paywalled — hiding it would break the method. The paid CLUB (a separate 2nd domain, monthly) sells deeper analysis and tooling, explicitly NOT the signals that win.

FREE Always

Sign up, no card
  • Live movers (stocks + crypto, 15-min)
  • Full edge verdicts + the honesty scoreboard
  • The proven fundamental screens (summary)
  • GOGA Academy + Methodology
  • Public GET API (rate-limited)
Join free →

CLUB Monthly · 2nd domain

Depth + sentiment-as-tooling
  • Sentiment per subsector + rotation context
  • Full fundamental / insider / TA+VSA rankings
  • Demo-portfolio tracking + alerts
  • Backtest replay & parameter drills
  • Premium API tiers + cost-transparent audit trails
See CLUB →

How we keep it honest

The rules are the product. Verdicts are pre-registered before the backtest finishes and Holm-corrected. Forward results are shown net of fees even when negative. Every failure is published. Edge is shown next to its cost. Research, not investment advice — we don’t manage money or execute orders. Live trading stays BLOCKED until something genuinely survives.