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Author Topic: ANN Automated Arbitrage Engine | Real-Time Spreads & Polymarket Whale Signals  (Read 17 times)
Kate Dooglas (OP)
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June 24, 2026, 11:44:00 AM
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Non-Custodial Architecture for High-Frequency Prediction Markets Telemetry & Execution

The efficiency of decentralized prediction markets like Polymarket relies heavily on latency advantages. When tracking whale wallets or institutional positions via a copy trading bot framework, standard web interface updates introduce significant delay overhead. To mitigate thread-locking and packet drop during macro liquidation events or sharp volume spikes, migrating execution loops to localized infrastructure becomes essential for maintaining sub-45ms routing intervals.

Core Infrastructure Framework

The core engine operates as an autonomous, local telemetry routing layer designed to process Order Book data via private RPC endpoints. Instead of relying on central servers, it deploys directly to client infrastructure, ensuring non-custodial operational security.

Technical Architecture Specifications:
— Asynchronous CLOB processing via optimized WebSockets.
— Low-latency data ingestion loops designed for real-time order execution.
— Automated modular routing compatible with local sandbox setups.

The production-ready documentation, open-source repository configuration, and compiled binary installer packages are hosted externally on SourceForge for community review:

Repository Deployment Access: SourceForge — Cortex AI Infrastructure Project

Cross-Market Interoperability & Intelligence Features

While automated tracking of prediction markets forms the baseline layer, the system includes native modules extending to adjacent decentralized financial protocols:

Automated Arbitrage Core
Beyond fixed-event markets, the infrastructure incorporates automated cross-dex and cross-chain tracking. The framework scans state changes across liquidity pools to execute automated arbitrage strategies without developer intervention, mitigating execution slippage.

Real-Time Manual Spreads & Telemetry Alerts
For operators running manual or semi-automated trading desks, the engine outputs clean telemetry logs indicating price disparities across execution venues. This feature streams actionable intelligence regarding where liquidity is cheaper or more expensive, facilitating optimized manual arbitrage routing.

Polymarket Whale Signal Detection
The platform features an isolated monitoring module that parses heavy block-orders and tracks wallets with historic high-alpha win rates on Polymarket. Real-time whale signal tracking allows developers to evaluate institutional sentiment shifts before they reflect on the standard UI layer.[/b]

LLM-Driven Strategy Synthesis & Infrastructure Integration

To adapt parameters dynamically during high-volatility events, the architecture supports API integrations with state-of-the-art neural networks. Instead of static scripts, developers can feed real-time telemetry payloads into advanced language models like Claude 3.5 Sonnet or OpenAI GPT-4o via API. This setup allows the system to evaluate flash sentiment shifts, refine risk parameters, and update local configuration files programmatically based on live market conditions.

The software remains fully non-custodial. No private keys, sensitive authentication tokens, or execution data are ever transmitted to external endpoints outside of your designated infrastructure. Review the architectural blueprints, contribute to the deployment scripts, or set up a local verification environment via the SourceForge project page linked above.

The complete source code is open for audit. Developers can inspect the source files on GitHub or download the compiled packages from the official SourceForge repository above.
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