Adaptive algorithmic trading intelligence

Find the move.
Measure the edge.

Money Magnet is being built to continuously scan digital-asset markets, compare multiple trading strategies and identify short-duration opportunities using live market intelligence, disciplined risk controls and adaptive research.

Multi-strategy analysis
Shadow + paper testing
Hard risk controls
Continuous research
scan everything →
only act when the edge is there
MONEY MAGNET
Market feed
BTC · GBP / LIVE MARKET
£—,—
SCANNING
SOL-GBP
92
STRONG
ETH-GBP
87
WATCH
XRP-GBP
81
WATCH
BTC-GBP
76
WAIT
Illustrative interface only — live performance data will be shown only when generated by the platform.
01. SCAN Continuously monitor eligible markets and liquidity.
02. ANALYSE Compare signals, regimes and strategy confidence.
03. TEST Shadow and paper-trade ideas before real deployment.
04. ADAPT Measure outcomes and refine strategies from evidence.
How it works

One engine.
Thousands of decisions.

Money Magnet is designed to turn live market data into a disciplined process: scan, compare, test, decide and learn. No single indicator gets to control the system.

01

Scan the market

Monitor eligible Coinbase markets, liquidity, spread, volatility, volume and real-time price behaviour.

find where the action is →
02

Analyse the setup

Score momentum, trend, order-book pressure, volume acceleration and wider market context.

measure the edge →
03

Compare strategies

Momentum, breakout, trend and other algorithms compete for the strongest statistically supported setup.

no one-trick bot →
04

Pass the risk gate

Position limits, exposure rules, daily-loss controls and execution checks must all approve the trade.

risk gets the final say →
05

Learn from outcomes

Every signal, trade and missed opportunity becomes evidence for future strategy refinement and testing.

keep improving →
the important bit ↘

Multiple algorithms. One coordinated decision.

Money Magnet is designed as a strategy portfolio rather than a single buy/sell formula. Each algorithm can analyse the same market differently, while the meta-engine compares confidence, current market regime and historical performance before any action reaches the risk layer.

Momentum Breakout Trend Order Book Volume Experimental
Strategy Engine / Illustrative
Analysing
Momentum 91
Strong↑ aligned
Breakout 84
Positive↑ building
Order Book 88
Buy pressure↑ favourable
Mean Reversion 29
Weakskip
Combined opportunity 88 / 100
illustration, not live data
Strategy Lab

Not one algorithm.
A whole toolbox.

Markets behave differently from one hour to the next. Money Magnet is designed to let different strategies compete for the same opportunity instead of forcing every market through one fixed trading formula.

01 / MOMENTUM

Momentum

Looks for accelerating price movement supported by volume, trend alignment and wider market strength.

Best suited tomoving markets
02 / BREAKOUT

Breakout

Watches compressed trading ranges and tests whether rising participation supports a genuine move beyond them.

Best suited torange expansion
03 / ORDER BOOK

Order-book pressure

Studies nearby liquidity, bid/ask behaviour and changing market depth for short-duration shifts in pressure.

Best suited tomicro moves
04 / TREND

Trend following

Uses multiple time horizons to distinguish persistent directional movement from short-lived market noise.

Best suited toclear direction
05 / REVERSION

Mean reversion

Tests whether unusually stretched short-term moves have a statistically credible chance of reverting toward normality.

Best suited torange markets
06 / EXPERIMENTAL

Research strategies

New ideas can be measured in isolation without risking capital, creating a controlled path from hypothesis to evidence.

Best suited tofinding new edge
nothing jumps straight to live ↘

Ideas have to earn their place.

New and amended strategies can move through a staged research pipeline. Weak ideas are rejected; promising ones collect more evidence before they are ever considered for real execution.

Idea
Backtest
Shadow
Paper
Candidate
Promotion is evidence-led. A strategy should be judged on realistic execution assumptions, drawdown, consistency and out-of-sample behaviour — not simply on an attractive headline win rate.
The goal is not to predict every move. It is to identify situations where the measured probability and potential reward justify taking controlled risk — and to do nothing when they do not.
sometimes the best trade is no trade.
AI Research Engine

Built to question.
Built to improve.

Money Magnet is designed to use independent AI research and review to generate, challenge and refine strategy ideas — while measured market evidence decides what survives.

G
GPT Research
Research layer

Creates hypotheses, analyses strategy performance, proposes controlled variants and reviews implementation logic.

Research taskCompare recent momentum outcomes against volume acceleration.
CandidateMomentum variant / testing required
Rule✓ Cannot bypass hard risk limits
challenge
each other
independent
review loop
C
Claude Review
Review layer

Stress-tests assumptions, searches for failure modes, reviews code and challenges whether an apparent edge is robust.

Review taskTest candidate for overfitting, regime bias and execution sensitivity.
FindingFurther out-of-sample evidence required
Rule✓ No direct live-strategy promotion

Observe

Collect market conditions, strategy signals, simulated outcomes and real execution data when available.

what actually happened?

Question

Look for weaknesses, changing regimes, missed opportunities and signals that may no longer carry useful information.

why did it happen?

Experiment

Create controlled variants and test them against historical and forward market data without immediately risking capital.

can we improve it?

Prove

Only candidates that survive testing, realistic costs and risk analysis can progress through the research pipeline.

show the evidence.
!

AI proposes. Evidence decides.

GPT and Claude are research tools — not an unrestricted route to the trading account. Strategy changes remain separated from the hard risk layer, and experimental ideas must prove themselves before any live consideration.

Risk Engine

The algorithm can say yes.
Risk can still say no.

Opportunity detection is only half the system. Every proposed trade is designed to pass through a separate risk layer before it can reach execution.

Protect the account before chasing the opportunity.

Strategy confidence does not override account protection. Exposure, drawdown, data quality, connectivity and execution conditions can independently block a trade.

capital preservation comes first →
Hard Risk Policy / Example Controls Guard active
Position exposure CAPPED Limits how much account capital a single position may use.
Total exposure CAPPED Prevents multiple strategies from quietly concentrating overall risk.
Daily drawdown STOP RULE Trading can be halted when losses reach a predefined safety threshold.
Market quality FILTERED Wide spreads, weak liquidity or stale data can automatically block execution.
Strategy health MONITORED Deteriorating performance can reduce allocation or remove a strategy from consideration.
System health REQUIRED Trading requires valid market data, exchange connectivity and healthy internal services.
Independent emergency stop The execution layer can be halted without depending on the WordPress dashboard.
KILL SWITCH

Signal valid?

Is the underlying strategy setup still present?

Market healthy?

Are spread, liquidity and market data acceptable?

Risk available?

Would the trade remain inside account-level limits?

Execution safe?

Can the order be submitted and monitored correctly?

Risk controls are not a promise against losses. Digital-asset trading can result in loss, and no algorithm can guarantee profitable execution. Money Magnet is being designed to make risk explicit, measurable and enforceable rather than leaving it to emotion.

no edge? no trade.
Execution Engine

A signal isn't a trade.
Execution matters.

Once an opportunity survives strategy and risk analysis, Money Magnet still has to decide how — or whether — to execute it under the market conditions actually available.

example decision ticket ↘

From opportunity to controlled order.

The execution layer receives an approved trading instruction, checks the latest market state and tracks the order through its complete lifecycle.

MarketSOL-GBP
StrategyMomentum
Opportunity score91 / 100
Order modeLimit / controlled
Position sizeWithin risk policy
ILLUSTRATIVE ORDER — RISK CHECK PASSED
Order lifecycle monitored end-to-end
01
ValidateRe-check the marketConfirm signal freshness, spread, liquidity and system health immediately before submission.
02
SubmitPlace the controlled orderUse the strategy's approved execution method rather than blindly crossing the market.
03
ReconcileTrack fills and partial fillsKeep internal position state aligned with what the exchange actually executed.
04
ManageMonitor the positionApply the strategy's exit, stop, time and signal-invalidated rules.
RecordClose, reconcile and learnStore the real outcome for performance measurement and future research.
Mode 01

Observe

Analyse live markets and generate signals without creating simulated or real orders.

watch everything.
Mode 02

Paper

Trade against live market conditions with virtual capital so strategies can be evaluated without putting real funds at risk.

prove it first.
Mode 03

Live

Real execution is a separate operating state, protected by account controls, system health checks and deliberate activation.

only when ready.
Real markets are messy. Orders can fill partially, prices can move during execution and connectivity can fail. Money Magnet is being engineered around those realities rather than assuming every theoretical trade fills perfectly. measure reality →
Command Centre

See the whole system.
Not just the trades.

The Money Magnet dashboard is designed to bring market intelligence, strategy health, risk status and execution into one control centre.

MONEY MAGNET / COMMAND CENTRE
Market data Risk engine System
Operating modePAPERIllustrative dashboard
Markets monitoredMultipleFiltered by eligibility
Risk statusHEALTHYAll gates responding
Strategy equity / illustrativelive view →
Strategy health
Momentum91Paper
Order Book88Shadow
Breakout84Shadow
Experimental v0473Research
Opportunity scanner / example
SOL-GBP92STRONG
ETH-GBP87WATCH
XRP-GBP81WATCH
BTC-GBP76WAIT
System health
Market feedHealthy
Strategy engineHealthy
Risk engineHealthy
Execution serviceStandby
Research agentsAvailable
Master execution controlLOCKED

Live execution remains a distinct permissioned state. The public website does not control trading credentials.

WordPress becomes the window, not the trading engine. The eventual dashboard can display and control permitted functions through a secured API, while market processing, strategy services, credentials and execution remain isolated on the VPS.

one place to see everything →
Performance Intelligence

Measure everything.
Trust the evidence.

Money Magnet is designed to judge strategies by how they actually perform — across different markets, conditions and versions — rather than by whether an idea sounds convincing.

Strategy comparison / illustrative which one earns capital? →
StrategyVersionWin rateProfit factorStatus
Momentumv8.467.8%1.73LEADING
Order Bookv7.264.1%1.58HEALTHY
Breakoutv5.158.9%1.29WATCH
Mean Reversionv3.651.7%0.94DEMOTED
Candidate comparison Momentum v8.1 vs v8.4
new version outperforming

Promotion checks

A candidate should not replace a working strategy simply because it had a good week.

Out-of-sample performancePASS
Shadow tradingPASS
Paper executionPASS
Drawdown behaviourPASS
Live promotionHOLD
v8.4
Candidate strategy Momentum / Combined Research Generated, reviewed and tested before promotion consideration.
candidate ↑

Automatic demotion matters too.

If a live strategy starts underperforming, the platform can reduce its allocation, move it back to paper/shadow mode or stop using it entirely.

Expectancy

Measures whether the average reward from winners outweighs the average cost of losing trades.

is there a real edge?

Drawdown

Tracks the depth and duration of losses, not just whether the strategy eventually recovered.

how painful is failure?

Consistency

Checks whether performance survives across market regimes rather than depending on one favourable period.

does it travel?

Execution reality

Separates theoretical chart performance from what happens after spread, slippage and actual fills.

did the trade really work?

The system is designed to evolve — not drift.

Continuous improvement does not mean constant uncontrolled change. Every strategy version is measured, versioned and compared so the platform can improve deliberately without losing track of what actually worked.

Platform Architecture

The website is the window.
The engine lives behind it.

Money Magnet is designed as a separated platform: a clean WordPress control interface on the front, with market processing, research, risk and execution services running independently on the VPS.

Money Magnet / System Map keep the important bits isolated →
Market sourceCoinbase Market Data

Prices, trades, liquidity and order-book feeds.

Research sourceHistorical Data

Stored observations, signals and outcomes.

VPS / CORE ENGINE
01Market Intelligence

Normalise data and detect market conditions.

02Strategy Engine

Run competing algorithms and score opportunities.

03Risk Engine

Apply independent account and trade controls.

04Execution Service

Manage approved orders and reconcile fills.

05Research Agents

Analyse results and test candidate strategies.

Control layerMoney Magnet Dashboard

Secure monitoring and permitted controls.

InterfaceWordPress + Elementor

Presentation, documentation and user interface.

Key principle: exchange credentials and high-frequency market processing should not depend on a public WordPress page being open, responsive or even online.
what WordPress does ↘

The control surface.

  • Display strategy and market information
  • Show paper/live status and performance
  • Provide approved configuration controls
  • Surface alerts, logs and system health
  • Present research and strategy history
easy to use.
what the VPS does ↘

The actual machinery.

  • Maintain persistent exchange connections
  • Process real-time market streams
  • Run strategy and risk services continuously
  • Store sensitive credentials outside WordPress
  • Continue operating independently of the website
built to keep running.
01. IsolatedPublic website and trading services remain separate.
02. PersistentThe VPS engine can operate continuously without a browser session.
03. ObservableHealth, logs, strategies and results can flow back to the dashboard.
04. ExpandableNew strategies and services can be added without rebuilding the whole site.