Perpetual · Always On
PALM
Perpetual Alpha Machine
The AI-native trading and intelligence engine for asset, investment, and wealth management. Three infrastructure layers, Data, Mathematical, and AI, unify Data, Macro, and Alpha models into one perpetual engine that never stops running.
AI Native · Proprietary · 3+ Years R&D · Hedge-Fund Calibre
PALM
Perpetual Alpha Machine
A proprietary model toolkit, framework and portfolio/risk management platform SUITE — the result of 3+ years of R&D. PALM is fully systematic and mathematics-based, deploying a suite of pure alpha, data and macro models across all asset classes. Operates in the medium to long-frequency trading (MFT/LFT) regime where signal persistence and execution precision both matter.

The platform's IP lies in three pillars: the AI trading agents as the decision maker and having veto rights over the mathematical models, the model library (14+ distinct alpha models plus 6+ macro models) and the research & analytics pipeline (an 8-step, 3–6 month development methodology from raw data to live deployment).
14+
Alpha Models
3+
Years R&D
8
Platform Layers
6+
Macro Models
MFT · LFT
Medium · Long Frequency
Market Data Coverage
One engine across every venue you trade.
Equities and ETFs across 66 markets worldwide, the indices that move them, and spot crypto quoted in USDT across 108 venues. Every instrument is normalised into the same model layer PALM runs its alpha on.
66
Equity Markets
100+
Exchanges
94
Equity Indices
108
Crypto Venues
Region
Asset
Equities
66 markets, 100 exchanges
MarketExchangesRegionCurrency
🇺🇸USUnited StatesAMEX, CBOE, NASDAQ, NYSE, OTCAmericasUSD
🇦🇷ARArgentinaBCBAAmericasARS
🇧🇷BRBrazilBMFBOVESPAAmericasBRL
🇨🇦CACanadaCSE, NEO, TSX, TSXVAmericasCAD
🇨🇱CLChileBCSAmericasCLP
🇨🇴COColombiaBVCAmericasCOP
🇲🇽MXMexicoBIVA, BMVAmericasMXN
🇵🇪PEPeruBVLAmericasPEN
🇦🇹ATAustriaVIEEMEAEUR
🇧🇭BHBahrainBAHRAINEMEABHD
🇧🇪BEBelgiumEURONEXTEMEAEUR
🇨🇾CYCyprusCSECYEMEAEUR
🇨🇿CZCzech RepublicPSECZEMEACZK
🇩🇰DKDenmarkOMXCOPEMEADKK
🇪🇬EGEgyptEGXEMEAEGP
🇪🇪EEEstoniaOMXTSEEMEAEUR
🇫🇮FIFinlandOMXHEXEMEAEUR
🇫🇷FRFranceEURONEXTEMEAEUR
🇩🇪DEGermanyDUS, FWB, GETTEX, HAM, HAN, LS, LSX, MUN, SWB, TRADEGATE, XETREMEAEUR
🇬🇷GRGreeceATHEXEMEAEUR
🇭🇺HUHungaryBETEMEAHUF
🇮🇸ISIcelandOMXICEEMEAISK
🇮🇱ILIsraelTASEEMEAILS
🇮🇹ITItalyEUROTLX, MILEMEAEUR
🇰🇪KEKenyaNSEKEEMEAKES
🇰🇼KWKuwaitKSEEMEAKWD
🇱🇻LVLatviaOMXRSEEMEAEUR
🇱🇹LTLithuaniaOMXVSEEMEAEUR
🇱🇺LULuxembourgLUXSEEMEAEUR
🇲🇦MAMoroccoCSEMAEMEAMAD
🇳🇱NLNetherlandsEURONEXTEMEAEUR
🇳🇬NGNigeriaNSENGEMEANGN
🇳🇴NONorwayOSLEMEANOK
🇵🇱PLPolandGPW, NEWCONNECTEMEAPLN
🇵🇹PTPortugalEURONEXTEMEAEUR
🇶🇦QAQatarQSEEMEAQAR
🇷🇴RORomaniaBVBEMEARON
🇸🇦SASaudi ArabiaTADAWULEMEASAR
🇷🇸RSSerbiaBELEXEMEARSD
🇸🇰SKSlovakiaBSSEEMEAEUR
🇸🇮SISloveniaLJSEEMEAEUR
🇿🇦ZASouth AfricaJSEEMEAZAR
🇪🇸ESSpainBMEEMEAEUR
🇸🇪SESwedenNGM, OMXSTOEMEASEK
🇨🇭CHSwitzerlandBX, SIXEMEACHF
🇹🇳TNTunisiaBVMTEMEATND
🇹🇷TRTurkeyBISTEMEATRY
🇦🇪AEUnited Arab EmiratesADX, DFM, NASDAQDUBAIEMEAAED
🇬🇧GBUnited KingdomAQUIS, LSE, LSINEMEAGBP
🇦🇺AUAustraliaASXAsia / PacificAUD
🇧🇩BDBangladeshDSEBDAsia / PacificBDT
🇨🇳CNChinaSSE, SZSEAsia / PacificCNY
🇭🇰HKHong KongHKEXAsia / PacificHKD
🇮🇳INIndiaBSE, NSEAsia / PacificINR
🇮🇩IDIndonesiaIDXAsia / PacificIDR
🇯🇵JPJapanFSE, NAG, SAPSE, TSEAsia / PacificJPY
🇲🇾MYMalaysiaMYXAsia / PacificMYR
🇳🇿NZNew ZealandNZXAsia / PacificNZD
🇵🇰PKPakistanPSXAsia / PacificPKR
🇵🇭PHPhilippinesPSEAsia / PacificPHP
🇸🇬SGSingaporeSGXAsia / PacificSGD
🇰🇷KRSouth KoreaKRXAsia / PacificKRW
🇱🇰LKSri LankaCSELKAsia / PacificLKR
🇹🇼TWTaiwanTPEX, TWSEAsia / PacificTWD
🇹🇭THThailandSETAsia / PacificTHB
🇻🇳VNVietnamHNX, HOSE, UPCOMAsia / PacificVND
ETFs
Listed funds across 44 markets
MarketExchangesAsset classesRegionCurrency
🇺🇸USUnited StatesAMEX, CBOE, NASDAQ, NYSE, OTCAlternatives, Asset allocation, Commodities, Currency, Equity, Fixed incomeAmericasUSD
🇧🇷BRBrazilBMFBOVESPAAlternatives, Asset allocation, Commodities, Currency, Equity, Fixed incomeAmericasBRL
🇨🇦CACanadaNEO, TSXAlternatives, Asset allocation, Commodities, Currency, Equity, Fixed incomeAmericasCAD
🇨🇴COColombiaBVCAlternatives, Commodities, Currency, Equity, Fixed incomeAmericasCOP
🇲🇽MXMexicoBIVA, BMVAsset allocation, Commodities, Currency, Equity, Fixed incomeAmericasMXN
🇵🇪PEPeruBVLCommodities, Currency, Equity, Fixed incomeAmericasPEN
🇦🇹ATAustriaVIEAlternatives, Asset allocation, Commodities, Currency, Equity, Fixed incomeEMEAEUR
🇧🇪BEBelgiumEURONEXTAlternatives, EquityEMEAEUR
🇨🇿CZCzech RepublicPSECZEquityEMEACZK
🇩🇰DKDenmarkOMXCOPEquityEMEADKK
🇫🇮FIFinlandOMXHEXEquityEMEAEUR
🇫🇷FRFranceEURONEXTAlternatives, Asset allocation, Commodities, Currency, Equity, Fixed incomeEMEAEUR
🇩🇪DEGermanyXETRAlternatives, Asset allocation, Commodities, Currency, Equity, Fixed incomeEMEAEUR
🇬🇷GRGreeceATHEXEquityEMEAEUR
🇭🇺HUHungaryBETCommodities, Equity, Fixed incomeEMEAHUF
🇮🇱ILIsraelTASECommodities, Currency, Equity, Fixed incomeEMEAILS
🇮🇹ITItalyMILEquityEMEAEUR
🇰🇪KEKenyaNSEKECommodities, EquityEMEAKES
🇱🇺LULuxembourgLUXSEEquity, Fixed incomeEMEAEUR
🇳🇱NLNetherlandsEURONEXTAlternatives, Asset allocation, Commodities, Currency, Equity, Fixed incomeEMEAEUR
🇵🇱PLPolandGPWAsset allocation, Commodities, Currency, Equity, Fixed incomeEMEAPLN
🇷🇴RORomaniaBVBEquity, Fixed incomeEMEARON
🇸🇦SASaudi ArabiaTADAWULAsset allocation, Commodities, Equity, Fixed incomeEMEASAR
🇸🇮SISloveniaLJSEEquity, Fixed incomeEMEAEUR
🇿🇦ZASouth AfricaJSEAsset allocation, Commodities, Currency, Equity, Fixed incomeEMEAZAR
🇪🇸ESSpainBMEEquityEMEAEUR
🇨🇭CHSwitzerlandBX, SIXAlternatives, Asset allocation, Commodities, Currency, Equity, Fixed incomeEMEACHF
🇹🇷TRTurkeyBISTCommodities, Currency, Equity, Fixed incomeEMEATRY
🇦🇪AEUnited Arab EmiratesADX, DFM, NASDAQDUBAICommodities, Currency, Equity, Fixed incomeEMEAAED
🇬🇧GBUnited KingdomAQUIS, LSE, LSINAlternatives, Asset allocation, Commodities, Currency, Equity, Fixed incomeEMEAGBP
🇦🇺AUAustraliaASXAlternatives, Asset allocation, Commodities, Currency, Equity, Fixed incomeAsia / PacificAUD
🇨🇳CNChinaSSE, SZSEAsset allocation, Commodities, Equity, Fixed incomeAsia / PacificCNY
🇭🇰HKHong KongHKEXCommodities, Currency, Equity, Fixed incomeAsia / PacificHKD
🇮🇳INIndiaBSE, NSEAlternatives, Commodities, Equity, Fixed incomeAsia / PacificINR
🇮🇩IDIndonesiaIDXEquity, Fixed incomeAsia / PacificIDR
🇯🇵JPJapanNAG, TSEAlternatives, Asset allocation, Commodities, Currency, Equity, Fixed incomeAsia / PacificJPY
🇲🇾MYMalaysiaMYXCommodities, Equity, Fixed incomeAsia / PacificMYR
🇳🇿NZNew ZealandNZXCommodities, Currency, Equity, Fixed incomeAsia / PacificNZD
🇵🇭PHPhilippinesPSEEquityAsia / PacificPHP
🇸🇬SGSingaporeSGXCommodities, Equity, Fixed incomeAsia / PacificSGD
🇰🇷KRSouth KoreaKRXAlternatives, Asset allocation, Commodities, Currency, Equity, Fixed incomeAsia / PacificKRW
🇹🇼TWTaiwanTPEX, TWSEAsset allocation, Commodities, Currency, Equity, Fixed incomeAsia / PacificTWD
🇹🇭THThailandSETCommodities, Equity, Fixed incomeAsia / PacificTHB
🇻🇳VNVietnamHOSEEquityAsia / PacificVND
Indices
94 primary equity indices
MarketPrimary indicesRegionCurrency
🇺🇸USUnited StatesS&P 500, Dow Jones Industrial Average, Nasdaq 100 +5 moreAmericasUSD
🇦🇷ARArgentinaS&P MERVALAmericasARS
🇧🇷BRBrazilIbovespaAmericasBRL
🇨🇦CACanadaS&P/TSX Composite, S&P/TSX 60AmericasCAD
🇨🇱CLChileS&P IPSAAmericasCLP
🇨🇴COColombiaCOLCAPAmericasCOP
🇲🇽MXMexicoS&P/BMV IPCAmericasMXN
🇵🇪PEPeruS&P/BVL Peru GeneralAmericasPEN
🇦🇹ATAustriaATXEMEAEUR
🇧🇭BHBahrainBahrain All ShareEMEABHD
🇧🇪BEBelgiumBEL 20EMEAEUR
🇨🇾CYCyprusCSE General IndexEMEAEUR
🇨🇿CZCzech RepublicPX (Prague)EMEACZK
🇩🇰DKDenmarkOMX Copenhagen 25EMEADKK
🇪🇬EGEgyptEGX 30EMEAEGP
🇪🇪EEEstoniaOMX TallinnEMEAEUR
🇫🇮FIFinlandOMX Helsinki 25EMEAEUR
🇫🇷FRFranceCAC 40EMEAEUR
🇩🇪DEGermanyDAX, MDAXEMEAEUR
🇬🇷GRGreeceAthens General CompositeEMEAEUR
🇭🇺HUHungaryBUXEMEAHUF
🇮🇸ISIcelandOMX Iceland 15EMEAISK
🇮🇱ILIsraelTA-35EMEAILS
🇮🇹ITItalyFTSE MIBEMEAEUR
🇰🇼KWKuwaitBoursa Kuwait All ShareEMEAKWD
🇱🇻LVLatviaOMX RigaEMEAEUR
🇱🇹LTLithuaniaOMX VilniusEMEAEUR
🇱🇺LULuxembourgLuxXEMEAEUR
🇲🇦MAMoroccoMASIEMEAMAD
🇳🇱NLNetherlandsAEXEMEAEUR
🇳🇬NGNigeriaNGX All-ShareEMEANGN
🇳🇴NONorwayOslo Bors Benchmark (OSEBX)EMEANOK
🇵🇱PLPolandWIG20EMEAPLN
🇵🇹PTPortugalPSI 20EMEAEUR
🇶🇦QAQatarQE General IndexEMEAQAR
🇷🇴RORomaniaBETEMEARON
🇸🇦SASaudi ArabiaTadawul All Share (TASI)EMEASAR
🇷🇸RSSerbiaBELEX 15EMEARSD
🇸🇰SKSlovakiaSAXEMEAEUR
🇸🇮SISloveniaSBI TOPEMEAEUR
🇿🇦ZASouth AfricaFTSE/JSE All ShareEMEAZAR
🇪🇸ESSpainIBEX 35EMEAEUR
🇸🇪SESwedenOMX Stockholm 30EMEASEK
🇨🇭CHSwitzerlandSwiss Market Index (SMI)EMEACHF
🇹🇳TNTunisiaTunindex 20EMEATND
🇹🇷TRTurkeyBIST 100, BIST 50EMEATRY
🇦🇪AEUnited Arab EmiratesDFM General Index, FTSE ADX General IndexEMEAAED
🇬🇧GBUnited KingdomFTSE 100, FTSE 250, FTSE 350 +4 moreEMEAGBP
🇦🇺AUAustraliaS&P/ASX 200, All OrdinariesAsia / PacificAUD
🇧🇩BDBangladeshDSE Broad IndexAsia / PacificBDT
🇨🇳CNChinaCSI 300, SSE Composite, SZSE Component +1 moreAsia / PacificCNY
🇭🇰HKHong KongHang Seng, Hang Seng China Enterprises, Hang Seng TechAsia / PacificHKD
🇮🇳INIndiaNifty 50, BSE Sensex, Nifty BankAsia / PacificINR
🇮🇩IDIndonesiaIDX CompositeAsia / PacificIDR
🇯🇵JPJapanNikkei 225, TOPIXAsia / PacificJPY
🇲🇾MYMalaysiaFTSE Bursa Malaysia KLCIAsia / PacificMYR
🇳🇿NZNew ZealandS&P/NZX 50Asia / PacificNZD
🇵🇰PKPakistanKSE 100Asia / PacificPKR
🇵🇭PHPhilippinesPSEiAsia / PacificPHP
🇸🇬SGSingaporeStraits Times IndexAsia / PacificSGD
🇰🇷KRSouth KoreaKOSPI, KOSDAQ, KOSPI 200Asia / PacificKRW
🇱🇰LKSri LankaCSE All-Share (ASPI)Asia / PacificLKR
🇹🇼TWTaiwanTAIEX, FTSE TWSE Taiwan 50Asia / PacificTWD
🇹🇭THThailandSET IndexAsia / PacificTHB
🇻🇳VNVietnamVN-IndexAsia / PacificVND
Crypto
Spot pairs quoted in USDT, 108 venues
Centralised exchanges and on-chain venues. Quote currency: USDT.
AERODROME AERODROMESLIPSTREAM BASESWAP BINANCE BINANCEUS BINGX BISWAP BITAZZA BITFINEX BITFLYER BITGET BITHUMB BITKUB BITMART BITMEX BITRUE BITSO BITSTAMP BITUNIX BITVAVO BLACKHOLE3 BLOFIN BLUEFIN BTCC BTSE BYBIT BYDFI CAMELOT CAMELOT3ARBITRUM CETUS COINBASE COINEX COINW CRYPTOCOM CURVE CURVEARBITRUM DEDUST DEEPCOIN DELTA DELTAIN DERIBIT GATE GEMINI HONEYSWAP HTX KATANA KATANA3 KCEX KRAKEN KUCOIN LBANK LFJ2DOT2 METEORADLMM METEORADYN MEXC MMFINANCE OKX ORCA PANCAKESWAP PANCAKESWAP3ARBITRUM PANCAKESWAP3BASE PANCAKESWAP3BSC PANCAKESWAP3ETH PANGOLIN PHARAOH PHEMEX PIONEX POLONIEX PULSEX PULSEX2 QUICKSWAP QUICKSWAP3POLYGON QUICKSWAP3POLYGONZKEVM RAMSES2 RAYDIUM RAYDIUMCLMM RAYDIUMCPMM SPOOKYSWAP STONFI STONFI2 SUNSWAP2 SUSHISWAP SUSHISWAPPOLYGON SYNCSWAP TOOBIT TRADERJOE TURBOSFINANCE UNISWAP UNISWAP3ARBITRUM UNISWAP3AVALANCHE UNISWAP3BASE UNISWAP3BSC UNISWAP3ETH UNISWAP3OPTIMISM UNISWAP3POLYGON UNISWAPBASE UNISWAPUNICHAIN UPBIT VELODROME VELODROME2 VELODROMESLIPSTREAM VVS3 VVSFINANCE WEEX WHITEBIT WOONETWORK XTCOM ZOOMEX
No coverage rows match the current filters.
Architecture
Platform Architecture
PALM is structured as 8 interconnected layers, all feeding into and drawing from a central Quantitative Analytics Engine. The architecture mirrors institutional systematic trading infrastructure — not a collection of standalone scripts, but a fully integrated platform where each layer has explicit interfaces to the others.
8-Layer Architecture
⚙️
Quantitative Analytics Engine
The central hub. All layers feed into and draw from this engine — signal processing, model execution, real-time analytics, and cross-layer coordination.
📐
Portfolio Construction & Management
Signal aggregation across all active alpha models. Position sizing via risk-adjusted contribution. Capital allocation optimised by Sharpe per model at the portfolio level.
⚡
Execution Management
Order routing and timing precision. Slippage minimisation is critical in the MFT regime (not so much on LFT regime) — transaction costs can easily eliminate the edge of a well-calibrated model if execution is poor.
🛡️
Risk Management
Real-time drawdown monitoring, VaR computation, position limits, and cross-model correlation tracking. Ensures no single model or asset class dominates total risk exposure.
📊
Reporting
P&L attribution by model, asset, and timeframe. Sharpe decomposition, drawdown analytics, turnover reporting. Full transparency across all active strategies in real time.
⚡
AI agents in POD structure
Full automation by various AI agents (trading, research, quant, risk management, pod management, chief risk management) per pd generating alpha only for its edge. Several pods exist simultaneously and they are managed in real time.
🗄️
Data
Multi-asset, multi-frequency data ingestion, cleaning, normalisation, and storage. Covers tick to daily frequencies. The foundation all other layers depend on — data quality is model quality.
🔬
Research & Analytics Pipeline
The IP-generating layer. Houses the full 7-step model development methodology — from raw data acquisition through mathematical formulation, testing, calibration, AI training, to live deployment.
Competitive Context
Positioning
Where PALM sits in the landscape of systematic trading platforms and how its philosophy compares to elite hedge fund infrastructure.
PALM vs Elite Hedge Funds
✓
AI native. None of the existing hedge funds are natively using AI.
✓
Hedge-fund calibre pipeline rigour. The 8-step methodology with 3–6 month cycles per model matches the development intensity of top systematic shops.
✓
Math-first, ML-second philosophy. Unlike black-box ML funds, PALM grounds every model in explicit mathematical theory — jump diffusion, PDEs, stochastic processes — before applying ML enhancement and AI agents take control.
✓
Multi-asset, multi-model diversification. 14+ distinct alpha models across asset classes mirrors the pod diversification of multi-strat funds at a smaller scale.
✓
Full-stack integrated platform. Data through execution through reporting — not a signal library bolted onto a third-party OMS. Mirrors institutional infrastructure architecture.
~
Pipeline competitive with institutions & Hedge Funds — directionally. Not comparable in scale or resources, but the IP architecture and development discipline reflects the same systematic rigour.
What Makes PALM Distinctive
●
AI Architecture. Agentic architecture, once completed, will fully replicate what trading pods do (research, analyze, backtest, ingest, model, trade & manage) across different asset classes.
●
The MFT sweet spot. Not HFT (an infrastructure arms race) and not slow fundamental — PALM sits in medium frequency where mathematical edge persists long enough to capture but fast enough to avoid crowding by fundamental managers.
●
Composable internal sub-models. Memphis, Sensus, and Rheo act as building blocks recombined across the library — creating model diversity from a shared, well-understood component set. Accelerates development without sacrificing rigour.
●
Human + machine at every step. The pipeline explicitly combines mathematical formulation, ML techniques, and thorough human judgment — avoiding both pure black-box ML fragility and pure rules-based brittleness.
●
Conditional AI training. Not every model needs ML. PALM's discipline of deciding when ML adds value (vs when a clean mathematical model is sufficient) is itself a competitive advantage — it avoids overfitting by default.
PALM · Proprietary & Confidential