/development — the quantitative engine

the OS

A Unified System Where Everything Is Connected

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System Architecture — /overview

Behind the Screen

The Agent88 Pipeline — from raw data ingestion to macro-aware execution. Click any node to explore.

/01 — Ingestion

/01.0
Structurally
Stale Data
EIA reports carry a 6-day lag; monthly data up to 6 weeks. We ingest, transform, and project forward to find the alpha.
Natural Gas
Storage, flow, spot & futures prices
Power Markets
Nodal prices, demand, generation mix
Petroleum
Crude, distillates, refinery margins

/02 — Early Warning

/02.0
NASA FIRMS &
NOAA CPC
Thermal anomalies at Gulf Coast refineries and 6-10 day probabilistic temperature outlooks give us a 5-day head start.
NASA FIRMS
Refinery thermal anomalies
NOAA CPC
6-10 day prob_below_normal
NLP News
Macro event detection

/03 — Modelling

/03.0
Strict Walk-
Forward Eval
No lookahead bias. Models are validated strictly on a 60-day horizon—the timeline for physical repricing.
Agentic Drop
Reconstruction error tracking
LSTM Directional
60-day momentum signals
Regime Detection
HMM crisis transition models

/04 — Analysis

/04.0
Cross-Commodity
Term Structure
M1-M2 spread evaluation reveals backwardation (immediate scarcity) or contango (future stress setups).
NG M1-M2
Contango buildup tracking
HO M1-M2
Physical tightness alerts
WTI-Brent Arb
Export logistics spreads
PADD1A Stocks
HO crack spread drivers

/05 — Decision

/05.0
Agent88
Execution LLM
The system synthesizes ML forecast direction with 14 active fundamental edge signals to output final trade decisions.
Macro Veto
Geopolitical override logic
Trade Output
Instrument & entry triggers
Risk Controls
Max drawdowns & position sizing

A

100M+ data points → output

Time to generate a comprehensive cross-commodity market report. Manually aggregating adiation imagery, physical storage data, and international news into an actionable analysis takes a human team days; energyOS outputs this instantly per query

B

x

Efficiency Multiplier

C

0%

Autonomous Analysis

D

hours

Time Spent Manually Recalibrating Predictive Models

E

0+

Types of Data Autonomously Updated and Analyzed

/capabilities

Built for the speed of markets

/01
Real-Time Execution
Machine-speed signal processing with limited analysis latency. Every tick processed, every anomaly flagged — without human delay.
/02
Multi-Layer Modelling
Three parallel model classes — fair value, directional LSTM, and regime detection — synthesised into a single unified market signal.
/03
Unconventional Signals
Satellite imagery, NLP-processed news, and refinery thermal signatures surface market-moving information 24–72 hours before official reports.
/04
Institutional Grade
Engineered for absolute uptime. Redundant cloud infrastructure paired with AES-256 encryption ensures the firm's data pipeline remains secure and persistent.

/access

The Engine of
Agent88.

A closed architecture for exclusive alpha generation.

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/01.0
Node
Description.