
Developed and maintained the taoshidev/proprietary-trading-network, delivering a robust trading and collateral management platform with a focus on risk controls, data integrity, and operational resilience. Leveraging Python, TypeScript, and React, the work spanned backend systems for real-time trading, API development, and smart contract integration, as well as frontend analytics and dashboard features. Implemented parallelized financial calculations, advanced slippage and risk models, and secure wallet management, while enhancing onboarding through comprehensive documentation. Automated CI/CD workflows and code review processes improved reliability and release velocity. The engineering approach emphasized test coverage, observability, and maintainability, supporting safe scaling and business value delivery.
May 2026 monthly summary for taoshidev/proprietary-trading-network focusing on delivering liquidity, risk controls, and operational resilience. The month included platform-wide Hyperliquid expansion with hl_all asset class integration and tracker improvements, precedence-based risk controls with slippage, and enhanced collateral management.
May 2026 monthly summary for taoshidev/proprietary-trading-network focusing on delivering liquidity, risk controls, and operational resilience. The month included platform-wide Hyperliquid expansion with hl_all asset class integration and tracker improvements, precedence-based risk controls with slippage, and enhanced collateral management.
April 2026 monthly performance summary for taoshidev/proprietary-trading-network. This period delivered major feature sets, improved pricing accuracy and trade-pair handling, and strengthened observability and governance. The work yields faster testing cycles, more reliable equity calculations, and clearer miner payout tracking, enabling safer scaling and easier onboarding for new contributors. Key features delivered: - Testnet 171 support and end-of-day high-water mark robustness: testnet environment enabled; eod_hwm >= 1 for accurate equity calculations. (Commit a10486d7d81eeaf2dfe7b4dca4085bd400ad8b54) - Trading system enhancements: pricing accuracy and trade-pair handling: avg fill price simulation for market orders, dynamic trade pairs, and updated WS configurations. (Commits 8a88a8a1199d0104b0ee30a3e15dd29563e0e199; 67ce62fd62d9ed1a60ebf8d964d2d1ac933105c9; 032a392bba086e165650b262604ec1c4e2ca5246) - Ledger restructuring and miner logging/fee improvements: portfolio-level ledgers; improved fee handling; enhanced payout tracking. (Commit 84d34e08ac5da6ed478238a8c071d8c58aa89571) - Documentation, PR templates, and CI workflows improvements: CODEOWNERS, PR templates, CI/testing docs; onboarding benefits. (Commit 8f4311e6652fb828300ae49f6af8d89e97ced0f3) - Slashing mechanism overhaul and safety hardening: collateral slashing scoped to funded subaccounts; burn removed. (Commits 860249f38b272209ea204861c0f402985aec97bc; 745a4a882c7b50f98a68e791550568d598910718)
April 2026 monthly performance summary for taoshidev/proprietary-trading-network. This period delivered major feature sets, improved pricing accuracy and trade-pair handling, and strengthened observability and governance. The work yields faster testing cycles, more reliable equity calculations, and clearer miner payout tracking, enabling safer scaling and easier onboarding for new contributors. Key features delivered: - Testnet 171 support and end-of-day high-water mark robustness: testnet environment enabled; eod_hwm >= 1 for accurate equity calculations. (Commit a10486d7d81eeaf2dfe7b4dca4085bd400ad8b54) - Trading system enhancements: pricing accuracy and trade-pair handling: avg fill price simulation for market orders, dynamic trade pairs, and updated WS configurations. (Commits 8a88a8a1199d0104b0ee30a3e15dd29563e0e199; 67ce62fd62d9ed1a60ebf8d964d2d1ac933105c9; 032a392bba086e165650b262604ec1c4e2ca5246) - Ledger restructuring and miner logging/fee improvements: portfolio-level ledgers; improved fee handling; enhanced payout tracking. (Commit 84d34e08ac5da6ed478238a8c071d8c58aa89571) - Documentation, PR templates, and CI workflows improvements: CODEOWNERS, PR templates, CI/testing docs; onboarding benefits. (Commit 8f4311e6652fb828300ae49f6af8d89e97ced0f3) - Slashing mechanism overhaul and safety hardening: collateral slashing scoped to funded subaccounts; burn removed. (Commits 860249f38b272209ea204861c0f402985aec97bc; 745a4a882c7b50f98a68e791550568d598910718)
March 2026 performance summary for taoshidev/proprietary-trading-network: Delivered a cohesive set of platform enhancements spanning the Miner System, risk analytics, and trading economics, with a focus on business value, reliability, and observability. Major features introduced improvements to miner scoring fairness and management, expanded subaccount handling, and enhanced dashboard responsiveness, underpinned by robust updates to the debt ledger and payout workflows. Implemented drawdown risk and analytics to strengthen risk oversight, track performance metrics, and expose a config endpoint for operational visibility. Optimized trading economics by reducing FX slippage and crypto transaction fees, driving lower costs for users. Strengthened reliability and data integrity through end-of-day and archival improvements, timestamping elimination events, and improved state restoration for subaccounts. Documented changes and expanded test coverage to support maintainability and onboarding.
March 2026 performance summary for taoshidev/proprietary-trading-network: Delivered a cohesive set of platform enhancements spanning the Miner System, risk analytics, and trading economics, with a focus on business value, reliability, and observability. Major features introduced improvements to miner scoring fairness and management, expanded subaccount handling, and enhanced dashboard responsiveness, underpinned by robust updates to the debt ledger and payout workflows. Implemented drawdown risk and analytics to strengthen risk oversight, track performance metrics, and expose a config endpoint for operational visibility. Optimized trading economics by reducing FX slippage and crypto transaction fees, driving lower costs for users. Strengthened reliability and data integrity through end-of-day and archival improvements, timestamping elimination events, and improved state restoration for subaccounts. Documented changes and expanded test coverage to support maintainability and onboarding.
February 2026 monthly performance summary for taoshidev/proprietary-trading-network highlighting delivery, reliability, and value realization across two core initiatives: Financial Reporting Enhancements and Miner Elimination Stability and Promotions.
February 2026 monthly performance summary for taoshidev/proprietary-trading-network highlighting delivery, reliability, and value realization across two core initiatives: Financial Reporting Enhancements and Miner Elimination Stability and Promotions.
2026-01 monthly summary for taoshidev/proprietary-trading-network: Delivered four key business and technical improvements across collateral management, PnL accuracy, emission projections, and trading operations. This release enhances user safety, financial accuracy, and market performance, with traceable commits and improved systems reliability.
2026-01 monthly summary for taoshidev/proprietary-trading-network: Delivered four key business and technical improvements across collateral management, PnL accuracy, emission projections, and trading operations. This release enhances user safety, financial accuracy, and market performance, with traceable commits and improved systems reliability.
November 2025 performance summary for taoshidev/proprietary-trading-network. Delivered a set of high-impact features across collateral management, real-time risk controls, branding/migration, and PnL accuracy, underpinned by robust testing and reliability improvements. The work reduced risk exposure, improved operational efficiency, and positioned the product for a branding-driven API/CLI consolidation.
November 2025 performance summary for taoshidev/proprietary-trading-network. Delivered a set of high-impact features across collateral management, real-time risk controls, branding/migration, and PnL accuracy, underpinned by robust testing and reliability improvements. The work reduced risk exposure, improved operational efficiency, and positioned the product for a branding-driven API/CLI consolidation.
October 2025 monthly summary for taoshidev/proprietary-trading-network. Focused on delivering measurable business value through improved risk modeling, validator economics tuning, and automation of code reviews to accelerate development cycles.
October 2025 monthly summary for taoshidev/proprietary-trading-network. Focused on delivering measurable business value through improved risk modeling, validator economics tuning, and automation of code reviews to accelerate development cycles.
Concise monthly summary for 2025-09 focusing on business value and technical achievements for taoshidev/proprietary-trading-network. Highlights include security and fairness improvements through miner policy updates, market-aligned risk management in trading strategies, and reliability enhancements
Concise monthly summary for 2025-09 focusing on business value and technical achievements for taoshidev/proprietary-trading-network. Highlights include security and fairness improvements through miner policy updates, market-aligned risk management in trading strategies, and reliability enhancements
Month: 2025-08 — Delivered security-centric and operational enhancements to taoshidev/proprietary-trading-network. Focused on strengthening ownership bindings for Coldkey/Hotkey, securing collateral workflows via validator wallets, hardening nonce handling, and improving payload validation to reduce risk exposure. Completed updates to withdraw/contract management interfaces and internal token representations, alongside enhancements to secrets management and automated processes. Resulted in a more robust, auditable, and production-ready collateral and withdrawal pipeline with clearer semantics and improved security posture.
Month: 2025-08 — Delivered security-centric and operational enhancements to taoshidev/proprietary-trading-network. Focused on strengthening ownership bindings for Coldkey/Hotkey, securing collateral workflows via validator wallets, hardening nonce handling, and improving payload validation to reduce risk exposure. Completed updates to withdraw/contract management interfaces and internal token representations, alongside enhancements to secrets management and automated processes. Resulted in a more robust, auditable, and production-ready collateral and withdrawal pipeline with clearer semantics and improved security posture.
July 2025 performance summary for taoshidev/proprietary-trading-network: Delivered major feature work around miner competitiveness metrics and collateral integration, along with disciplined release management. The work focused on delivering business value through more accurate, granular scoring, safer collateral operations, and improved testing coverage to reduce risk for production deployments.
July 2025 performance summary for taoshidev/proprietary-trading-network: Delivered major feature work around miner competitiveness metrics and collateral integration, along with disciplined release management. The work focused on delivering business value through more accurate, granular scoring, safer collateral operations, and improved testing coverage to reduce risk for production deployments.
May 2025 monthly summary for taoshidev/proprietary-trading-network focused on documentation and onboarding improvements tied to Testnet TAO. The month delivered a targeted documentation update to ensure users accessing testnet TAO are directed to the correct Discord channel, benefiting both miner and validator flows.
May 2025 monthly summary for taoshidev/proprietary-trading-network focused on documentation and onboarding improvements tied to Testnet TAO. The month delivered a targeted documentation update to ensure users accessing testnet TAO are directed to the correct Discord channel, benefiting both miner and validator flows.
April 2025: Delivered major enhancements to the proprietary-trading-network, focusing on performance, accuracy, and market coverage. Key features include a Position Return Calculation Overhaul enabling parallel processing, timestamped data fetches, refined handling of market open/close times, and improved slippage calculations, with updated data service integrations and testing structures. Addressed Return Calculation Edge Case fixes for slippage boundary crossings and single-order positions, updated cumulative entry value logic, refactored flat-order processing during position flips, and added tests. Expanded trading options by soft phase-out of equities and metals and introducing new forex trade pairs, along with updated documentation. Holiday processing was improved by removing Easter Monday and updating miner docs to enforce trading holidays. These changes improved calculation accuracy, throughput, and market coverage while maintaining compliance and test coverage.
April 2025: Delivered major enhancements to the proprietary-trading-network, focusing on performance, accuracy, and market coverage. Key features include a Position Return Calculation Overhaul enabling parallel processing, timestamped data fetches, refined handling of market open/close times, and improved slippage calculations, with updated data service integrations and testing structures. Addressed Return Calculation Edge Case fixes for slippage boundary crossings and single-order positions, updated cumulative entry value logic, refactored flat-order processing during position flips, and added tests. Expanded trading options by soft phase-out of equities and metals and introducing new forex trade pairs, along with updated documentation. Holiday processing was improved by removing Easter Monday and updating miner docs to enforce trading holidays. These changes improved calculation accuracy, throughput, and market coverage while maintaining compliance and test coverage.
March 2025: Stabilized core data workflows in taoshidev/proprietary-trading-network by delivering a reliability-focused bug fix to the feature refresh and data validation pipeline. No new features were deployed this month; the focus was on improving data integrity for price slippage calculations and enhancing observability. The improvements reduce risk and support safer trading decisions by ensuring feature data is refreshed reliably and only when essential inputs are present.
March 2025: Stabilized core data workflows in taoshidev/proprietary-trading-network by delivering a reliability-focused bug fix to the feature refresh and data validation pipeline. No new features were deployed this month; the focus was on improving data integrity for price slippage calculations and enhancing observability. The improvements reduce risk and support safer trading decisions by ensuring feature data is refreshed reliably and only when essential inputs are present.
February 2025 – taoshidev/proprietary-trading-network: Focused on data freshness, reliability, and more realistic trading simulations. Delivered real-time, timestamped miner data on the Miner Dashboard with async fetch, persisted timestamps across reboots, and selected the most recent validator data. Resolved Miner Dashboard build/type issues to ensure stable deployments, including refactoring PenaltyCard to accept a structured penalties object and adjusting imports. Upgraded the Bittensor library to 9.0.0 to maintain compatibility and unlock new capabilities. Introduced a comprehensive slippage model and adjusted leverage limits and fees for more realistic trading simulations. Refined Trading Network data flow for quotes with improved timestamp handling and correct leverage application for flat orders, improving quote accuracy and timeliness.
February 2025 – taoshidev/proprietary-trading-network: Focused on data freshness, reliability, and more realistic trading simulations. Delivered real-time, timestamped miner data on the Miner Dashboard with async fetch, persisted timestamps across reboots, and selected the most recent validator data. Resolved Miner Dashboard build/type issues to ensure stable deployments, including refactoring PenaltyCard to accept a structured penalties object and adjusting imports. Upgraded the Bittensor library to 9.0.0 to maintain compatibility and unlock new capabilities. Introduced a comprehensive slippage model and adjusted leverage limits and fees for more realistic trading simulations. Refined Trading Network data flow for quotes with improved timestamp handling and correct leverage application for flat orders, improving quote accuracy and timeliness.
January 2025 monthly summary for taoshidev/proprietary-trading-network. Focused on feature delivery, reliability, and analytics improvements across the trading network. Highlights include programmatic access to trade pair categories, a new profitability metric for miner stats, a redesigned challenge period score UI with percentiles, improved challenge period start time handling and lifecycle, and a maintenance cleanup removing deprecated wallet arg. These changes improve data accuracy, decision support, and code quality, delivering measurable business value with enhanced observability and scalability.
January 2025 monthly summary for taoshidev/proprietary-trading-network. Focused on feature delivery, reliability, and analytics improvements across the trading network. Highlights include programmatic access to trade pair categories, a new profitability metric for miner stats, a redesigned challenge period score UI with percentiles, improved challenge period start time handling and lifecycle, and a maintenance cleanup removing deprecated wallet arg. These changes improve data accuracy, decision support, and code quality, delivering measurable business value with enhanced observability and scalability.
Month: 2024-12 Focused on improving onboarding and documentation quality for the taoshidev/proprietary-trading-network repository. Key features delivered: Standardized Miner/Validator terminology across docs, updated README to reflect consistent naming; corrected API key placeholder in validator docs to prevent misconfiguration. Major bugs fixed: None reported in this scope. Overall impact: Simplified setup, reduced risk of misconfigurations, and improved onboarding for new users; alignment with internal standards and reduced support friction. Technologies/skills demonstrated: documentation excellence, version-controlled changes, attention to onboarding UX, API usage clarity, and cross-team collaboration.
Month: 2024-12 Focused on improving onboarding and documentation quality for the taoshidev/proprietary-trading-network repository. Key features delivered: Standardized Miner/Validator terminology across docs, updated README to reflect consistent naming; corrected API key placeholder in validator docs to prevent misconfiguration. Major bugs fixed: None reported in this scope. Overall impact: Simplified setup, reduced risk of misconfigurations, and improved onboarding for new users; alignment with internal standards and reduced support friction. Technologies/skills demonstrated: documentation excellence, version-controlled changes, attention to onboarding UX, API usage clarity, and cross-team collaboration.
November 2024 performance summary for taoshidev/proprietary-trading-network: Focused on data reliability, risk controls, and calculation accuracy to drive business value in live trading. Delivered an overhaul of indices data handling with phased deprecation, tightened error handling for rejected orders, adjusted position filtering logic, and enhanced LedgerUtils tests and calculations. These changes stabilized pricing workflows, improved risk visibility, and expanded test coverage across core financial calculations, contributing to more predictable performance and safer production deployments.
November 2024 performance summary for taoshidev/proprietary-trading-network: Focused on data reliability, risk controls, and calculation accuracy to drive business value in live trading. Delivered an overhaul of indices data handling with phased deprecation, tightened error handling for rejected orders, adjusted position filtering logic, and enhanced LedgerUtils tests and calculations. These changes stabilized pricing workflows, improved risk visibility, and expanded test coverage across core financial calculations, contributing to more predictable performance and safer production deployments.

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