G2D LabDevelopment Intelligence

Independent financial systems lab

Turn raw trading evidence into decision-ready validation.

G2D helps funds, quants, and research teams inspect strategies, stress-test assumptions, and produce validation packets before capital, engineering time, or operational trust is committed.

01 Example validation packet

A backtest chart can show performance. It does not explain whether a strategy is robust, repeatable, fragile, overfit, missing friction assumptions, or worth deeper validation.

Example validation packet

RSI 30/70 FX
Mean Reversion Study

Example only. Not investment advice. No live-readiness claim.

Overall conclusion

The strategy shows isolated pockets of signal, but current evidence does not support broad robustness, repeatability, or live-readiness.

Strongest candidate
GBP/USDRecovered after a major drawdown and finished above initial capital.
Weakest candidate
USD/CHFPersistent degradation and late-period collapse.
Primary concern
Pair dependence & regime sensitivityPerformance appears pair-dependent, regime-sensitive, and not yet supported by enough evidence for live-readiness claims.

What the raw evidence showed

GBP/USD / RSI 30/70 Drawdown

Material drawdown cluster

GBP/USD showed recovery potential, but the drawdown path reveals a material 2022 stress cluster that requires deeper validation.

GBPUSD RSI 30/70 Drawdown. Date axis 2020–2026; drawdown axis from 0.00 to −0.20, with the deepest decline in late 2022.Enlarge chart

GBP/USD RSI 30/70 Drawdown — material drawdown cluster / pain-path review.

EUR/USD / RSI 30/70 Equity Curve

Partial recovery, uneven performance

EUR/USD spent much of the sample below starting capital before recovering late, making the result directionally interesting but not yet robust.

EURUSD RSI 30/70 Equity Curve. Date axis 2020–2026; portfolio value ticks from 82,500 to 100,000. A deep 2022 decline is followed by recovery toward 2026.Enlarge chart

EUR/USD RSI 30/70 Equity Curve — partial recovery / uneven performance profile.

USD/CHF / RSI 30/70 Equity Curve

A candidate failure case

USD/CHF deteriorated into 2025–2026 and appears to be a candidate failure case that weakens broad strategy claims.

USDCHF RSI 30/70 Equity Curve. Date axis 2020–2026; portfolio value ticks from 85,000 to 100,000. Late-period decline accelerates into 2025–2026.Enlarge chart

USD/CHF RSI 30/70 Equity Curve — failure-case candidate.

Pair-level robustness is uneven, so the strategy should not be treated as broadly validated across instruments.

Friction, slippage, financing, and execution assumptions remain first-order validation questions.

Evidence availability. The source also names a GBP/USD RSI 30/70 Equity Curve — strongest candidate / recovery profile — but does not supply that image. The GBP/USD image shown here is the supplied drawdown chart.

Recommended next experiments

  • Pair attribution
  • Leave-one-pair-out testing
  • Friction stress
  • Walk-forward validation
  • Monte Carlo sequence-risk review
  • Exit threshold sensitivity
  • Trade-log replay where available

02 Why validation matters

Evidence that survives review.

Fragile

Backtests often depend on hidden assumptions, incomplete friction, narrow time windows, or untested regime exposure.

Disconnected

Evidence lives across notebooks, CSVs, screenshots, PDFs, trade logs, chats, and manually assembled memos.

Slow

Teams spend days or weeks cleaning artifacts, re-running tests, writing reports, and debating what the results actually mean.

Expensive to get wrong

A weak strategy can waste months of research, engineering time, capital, or investor confidence.

Validation packets in days, not weeks.

Send the research you already have. G2D normalizes the material, inspects assumptions, reviews fragility, and returns a structured report your team can review, archive, and act on.

Turnaround depends on the agreed scope and evidence available.

03 Evidence in / packet out

Built on your strategy evidence.

What you provide

G2D can review

  • Backtests
  • Trade logs
  • Strategy memos
  • Research notebooks
  • CSVs and datasets
  • Screenshots and existing reports
  • AI-generated trade or research outputs

What you receive

Each packet may include

  • Decision readout
  • Evidence map
  • Assumption register
  • Fragility review
  • Stress-test summary
  • Reproducibility notes
  • Missing-evidence flags
  • Recommended next experiments
  • Human-readable report
  • Machine-readable artifact package

04 How the review works

A bounded question.
A reviewable answer.

  1. Send evidence

    Share a bounded strategy question and the artifacts you already have.

  2. G2D normalizes and inspects it

    We organize the evidence, identify assumptions, and map what is known, missing, or unclear.

  3. G2D stress-reviews the claim

    We evaluate fragility, repeatability, failure modes, and deeper validation readiness.

  4. Receive a decision-ready packet

    You get a clear readout of what holds up, what breaks, and what should be tested next.

05 Deeper validation

Follow the evidence further.

For stronger scopes, G2D can support deeper validation work such as the following. The work depends on the scope; every packet does not include every technique.

06 Operating principles & lab

Serious research.
Explicit boundaries.

G2D is designed for bounded validation work, private review, and artifact-backed reporting.

Private by default
Bounded validation work and private review.
No trade execution. No investment advice.
The described validation service does not execute trades or provide investment advice.
Clear scope boundaries
Reviewable assumptions and limitations.
Structured, reviewable outputs
Structured artifacts, human-readable reports, and machine-readable outputs.

An independent AI-native financial systems lab.

G2D develops validation, research, reporting, and execution infrastructure for serious financial workflows.

The public surface is simple: send evidence, receive validation. Under the hood, G2D is built to make research more inspectable, repeatable, and trustworthy.

07 Start with your evidence

Bring a strategy question to G2D.

Share a bounded strategy question and the artifacts you already have.

info@gen2dynamics.com

Chart evidence

Original source chart. Use “Original size” to inspect labels; scroll the image horizontally on a narrow screen.

Open image in new tab ↗

Example only. Not investment advice. No live-readiness claim.