Published:
Migrated from deprecated Promtail to Grafana Alloy and upgraded to the complete Grafana LGTM stack (Loki, Grafana, Tempo, Mimir) for unified observability. Updated the Events Dashboard with real-time NATS event monitoring, preparing for a potential future migration to Grafana Cloud.
Published:
Pool Discovery Service reaches production milestone with triangular arbitrage support (45 token pairs), completing the Quote Service Rewrite architecture. Observability reveals surprising market insights: SOL/USDT has 278B liquidity (vs SOL/USDC 226B), and forward/reverse pool discovery yields asymmetric results.
Published:
Implementing a high-performance arbitrage scanner using gRPC streaming to achieve 85x faster quote delivery and sub-30ms detection latency. Moving from prototype to production with architectural improvements.
Published:
Starting a journey to build a production-grade High-Frequency Trading (HFT) system on Solana. Currently have working arbitrage bots (~1.7s execution), aiming for sub-500ms execution with local pool math, Shredstream integration, and flash loans.
Published:
Pool Discovery Service undergoes major refactoring after discovering critical liquidity calculation bugs. Architecture simplified to focus solely on discovery, comprehensive test suite validates 716 unique pools across 13 DEXes, and extensive token pair support beyond LST tokens. Production metrics confirm improvements with proper liquidity tracking and accurate pool counting.
Published:
🎉 Happy New Year 2026! Quote service evolution continues: splitting the quote-service into 3 specialized services (local, external, aggregator) for a total of 5 microservices with dual shared memory for ultra-fast IPC, batch streaming, and 100× faster oracle validation.
Published:
Pool Discovery Service reaches production milestone with triangular arbitrage support (45 token pairs), completing the Quote Service Rewrite architecture. Observability reveals surprising market insights: SOL/USDT has 278B liquidity (vs SOL/USDC 226B), and forward/reverse pool discovery yields asymmetric results.
Published:
Deep dive into the pool-discovery-service architecture: WebSocket-first pool updates, hybrid three-tier discovery strategy, and the intelligent RPC proxy enabling reliable connections to Solana RPC providers.
Published:
🎄 Merry Christmas! Planning a comprehensive rewrite of quote-service with clean architecture principles: 85% code reduction, 20x faster quotes, 4x better test coverage, and dramatically improved maintainability. Why we’re rebuilding the foundation for long-term success.
Published:
Deep dive into quote-service architecture: Go-powered quote engine with sub-10ms responses, gRPC streaming, NATS event publishing, Redis crash recovery, and 99.99% availability. The critical data layer powering our HFT pipeline.
Published:
FlatBuffers migration infrastructure is complete. All 8 services migrated to zero-copy serialization with 6-stream NATS architecture. Added system-manager (kill switch) and system-auditor (P&L tracking). Most services are stubs, but the foundation is solid - ready for strategy implementation.
Published:
Comprehensive architectural assessment of a production-grade Solana HFT system. Event-driven design, FlatBuffers zero-copy serialization, polyglot microservices, and 6-stream NATS architecture achieve sub-500ms execution with 87% CPU savings. Grade: A (93/100).
Published:
Documentation consolidation for FlatBuffers migration: From 13 scattered docs to 1 authoritative guide. Why early-stage architecture changes are critical for HFT systems, even though time-consuming. Migration still in progress - and it’s worth every minute.
Published:
Building a production-ready HFT pipeline: 4-stage architecture with 6-stream NATS separation, FlatBuffers zero-copy serialization for 21% latency reduction, and comprehensive kill switch safety controls for sub-100ms quote-to-execution.
Published:
Building production infrastructure: Dynamic oracle-based reverse quotes for accurate arbitrage detection, scanner framework optimization with 80% code reduction, and extensible patterns for DCA, limit orders, and liquidation monitoring.
Published:
Deep dive into gRPC streaming architecture for real-time quote distribution: achieving sub-20ms latency, handling 1000+ quotes/second, and preparing for high-frequency arbitrage with optimized token pair quote streaming.
Published:
Implementing a high-performance arbitrage scanner using gRPC streaming to achieve 85x faster quote delivery and sub-30ms detection latency. Moving from prototype to production with architectural improvements.
Published:
Five years of Solana development and three working trading prototypes inform the production system. This post provides context on that research journey, the lessons learned, and why the challenge itself is valuable regardless of outcome.
Published:
🎄 Merry Christmas! Planning a comprehensive rewrite of quote-service with clean architecture principles: 85% code reduction, 20x faster quotes, 4x better test coverage, and dramatically improved maintainability. Why we’re rebuilding the foundation for long-term success.
Published:
🎄 Merry Christmas! Planning a comprehensive rewrite of quote-service with clean architecture principles: 85% code reduction, 20x faster quotes, 4x better test coverage, and dramatically improved maintainability. Why we’re rebuilding the foundation for long-term success.
Published:
🎄 Merry Christmas! Planning a comprehensive rewrite of quote-service with clean architecture principles: 85% code reduction, 20x faster quotes, 4x better test coverage, and dramatically improved maintainability. Why we’re rebuilding the foundation for long-term success.
Published:
Starting a journey to build a production-grade High-Frequency Trading (HFT) system on Solana. Currently have working arbitrage bots (~1.7s execution), aiming for sub-500ms execution with local pool math, Shredstream integration, and flash loans.
Published:
Added comprehensive metrics and distributed tracing to the quote-service, created a detailed Grafana performance dashboard, and drafted a complete Kubernetes migration plan. Plus, a special birthday celebration for my son Harry as he embarks on his university journey.
Published:
Documentation consolidation for FlatBuffers migration: From 13 scattered docs to 1 authoritative guide. Why early-stage architecture changes are critical for HFT systems, even though time-consuming. Migration still in progress - and it’s worth every minute.
Published:
Comprehensive architectural assessment of a production-grade Solana HFT system. Event-driven design, FlatBuffers zero-copy serialization, polyglot microservices, and 6-stream NATS architecture achieve sub-500ms execution with 87% CPU savings. Grade: A (93/100).
Published:
How we achieved 35% latency reduction and 87% CPU savings by migrating from JSON to FlatBuffers and evolving from priority-based to event-type NATS streams in our Solana HFT trading system.
Published:
Implementing a unified event system across Rust, Go, and TypeScript for the Solana trading system. Includes market data events, system health monitoring, kill switches, and arbitrage opportunities - all communicating via NATS JetStream.
Published:
FlatBuffers migration infrastructure is complete. All 8 services migrated to zero-copy serialization with 6-stream NATS architecture. Added system-manager (kill switch) and system-auditor (P&L tracking). Most services are stubs, but the foundation is solid - ready for strategy implementation.
Published:
Comprehensive architectural assessment of a production-grade Solana HFT system. Event-driven design, FlatBuffers zero-copy serialization, polyglot microservices, and 6-stream NATS architecture achieve sub-500ms execution with 87% CPU savings. Grade: A (93/100).
Published:
Documentation consolidation for FlatBuffers migration: From 13 scattered docs to 1 authoritative guide. Why early-stage architecture changes are critical for HFT systems, even though time-consuming. Migration still in progress - and it’s worth every minute.
Published:
How we achieved 35% latency reduction and 87% CPU savings by migrating from JSON to FlatBuffers and evolving from priority-based to event-type NATS streams in our Solana HFT trading system.
Published:
Building a production-ready HFT pipeline: 4-stage architecture with 6-stream NATS separation, FlatBuffers zero-copy serialization for 21% latency reduction, and comprehensive kill switch safety controls for sub-100ms quote-to-execution.
Published:
🎉 Happy New Year 2026! Quote service evolution continues: splitting the quote-service into 3 specialized services (local, external, aggregator) for a total of 5 microservices with dual shared memory for ultra-fast IPC, batch streaming, and 100× faster oracle validation.
Published:
🎄 Merry Christmas! Planning a comprehensive rewrite of quote-service with clean architecture principles: 85% code reduction, 20x faster quotes, 4x better test coverage, and dramatically improved maintainability. Why we’re rebuilding the foundation for long-term success.
Published:
Deep dive into quote-service architecture: Go-powered quote engine with sub-10ms responses, gRPC streaming, NATS event publishing, Redis crash recovery, and 99.99% availability. The critical data layer powering our HFT pipeline.
Published:
Comprehensive architectural assessment of a production-grade Solana HFT system. Event-driven design, FlatBuffers zero-copy serialization, polyglot microservices, and 6-stream NATS architecture achieve sub-500ms execution with 87% CPU savings. Grade: A (93/100).
Published:
Building production infrastructure: Dynamic oracle-based reverse quotes for accurate arbitrage detection, scanner framework optimization with 80% code reduction, and extensible patterns for DCA, limit orders, and liquidation monitoring.
Published:
Implementing a high-performance arbitrage scanner using gRPC streaming to achieve 85x faster quote delivery and sub-30ms detection latency. Moving from prototype to production with architectural improvements.
Published:
Added comprehensive metrics and distributed tracing to the quote-service, created a detailed Grafana performance dashboard, and drafted a complete Kubernetes migration plan. Plus, a special birthday celebration for my son Harry as he embarks on his university journey.
Published:
Implementing comprehensive observability across Go, Rust, and TypeScript services with unified logging, metrics, and tracing. Added event-preparer and notification-service, integrated quote-service monitoring with Grafana dashboards.
Published:
Implementing a unified event system across Rust, Go, and TypeScript for the Solana trading system. Includes market data events, system health monitoring, kill switches, and arbitrage opportunities - all communicating via NATS JetStream.
Published:
Starting a journey to build a production-grade High-Frequency Trading (HFT) system on Solana. Currently have working arbitrage bots (~1.7s execution), aiming for sub-500ms execution with local pool math, Shredstream integration, and flash loans.
Published:
Pool Discovery Service reaches production milestone with triangular arbitrage support (45 token pairs), completing the Quote Service Rewrite architecture. Observability reveals surprising market insights: SOL/USDT has 278B liquidity (vs SOL/USDC 226B), and forward/reverse pool discovery yields asymmetric results.
Published:
Added comprehensive metrics and distributed tracing to the quote-service, created a detailed Grafana performance dashboard, and drafted a complete Kubernetes migration plan. Plus, a special birthday celebration for my son Harry as he embarks on his university journey.
Published:
Migrated from deprecated Promtail to Grafana Alloy and upgraded to the complete Grafana LGTM stack (Loki, Grafana, Tempo, Mimir) for unified observability. Updated the Events Dashboard with real-time NATS event monitoring, preparing for a potential future migration to Grafana Cloud.
Published:
Implementing comprehensive observability across Go, Rust, and TypeScript services with unified logging, metrics, and tracing. Added event-preparer and notification-service, integrated quote-service monitoring with Grafana dashboards.
Published:
Deep dive into quote-service architecture: Go-powered quote engine with sub-10ms responses, gRPC streaming, NATS event publishing, Redis crash recovery, and 99.99% availability. The critical data layer powering our HFT pipeline.
Published:
Deep dive into gRPC streaming architecture for real-time quote distribution: achieving sub-20ms latency, handling 1000+ quotes/second, and preparing for high-frequency arbitrage with optimized token pair quote streaming.
Published:
Implementing a high-performance arbitrage scanner using gRPC streaming to achieve 85x faster quote delivery and sub-30ms detection latency. Moving from prototype to production with architectural improvements.
Published:
🎄 Merry Christmas! Planning a comprehensive rewrite of quote-service with clean architecture principles: 85% code reduction, 20x faster quotes, 4x better test coverage, and dramatically improved maintainability. Why we’re rebuilding the foundation for long-term success.
Published:
Deep dive into quote-service architecture: Go-powered quote engine with sub-10ms responses, gRPC streaming, NATS event publishing, Redis crash recovery, and 99.99% availability. The critical data layer powering our HFT pipeline.
Published:
FlatBuffers migration infrastructure is complete. All 8 services migrated to zero-copy serialization with 6-stream NATS architecture. Added system-manager (kill switch) and system-auditor (P&L tracking). Most services are stubs, but the foundation is solid - ready for strategy implementation.
Published:
Comprehensive architectural assessment of a production-grade Solana HFT system. Event-driven design, FlatBuffers zero-copy serialization, polyglot microservices, and 6-stream NATS architecture achieve sub-500ms execution with 87% CPU savings. Grade: A (93/100).
Published:
Documentation consolidation for FlatBuffers migration: From 13 scattered docs to 1 authoritative guide. Why early-stage architecture changes are critical for HFT systems, even though time-consuming. Migration still in progress - and it’s worth every minute.
Published:
Building a production-ready HFT pipeline: 4-stage architecture with 6-stream NATS separation, FlatBuffers zero-copy serialization for 21% latency reduction, and comprehensive kill switch safety controls for sub-100ms quote-to-execution.
Published:
Starting a journey to build a production-grade High-Frequency Trading (HFT) system on Solana. Currently have working arbitrage bots (~1.7s execution), aiming for sub-500ms execution with local pool math, Shredstream integration, and flash loans.
Published:
Deep dive into gRPC streaming architecture for real-time quote distribution: achieving sub-20ms latency, handling 1000+ quotes/second, and preparing for high-frequency arbitrage with optimized token pair quote streaming.
Published:
🎉 Happy New Year 2026! Quote service evolution continues: splitting the quote-service into 3 specialized services (local, external, aggregator) for a total of 5 microservices with dual shared memory for ultra-fast IPC, batch streaming, and 100× faster oracle validation.
Published:
How we achieved 35% latency reduction and 87% CPU savings by migrating from JSON to FlatBuffers and evolving from priority-based to event-type NATS streams in our Solana HFT trading system.
Published:
Deep dive into the pool-discovery-service architecture: WebSocket-first pool updates, hybrid three-tier discovery strategy, and the intelligent RPC proxy enabling reliable connections to Solana RPC providers.
Published:
Three major improvements today: renamed event-preparer to system-initializer to reflect expanded capabilities, added production-grade LST token support with oracle price feeds and deviation detection, and implemented market event publishing for real-time trading data distribution.
Published:
🎉 Happy New Year 2026! Quote service evolution continues: splitting the quote-service into 3 specialized services (local, external, aggregator) for a total of 5 microservices with dual shared memory for ultra-fast IPC, batch streaming, and 100× faster oracle validation.
Published:
Implementing comprehensive observability across Go, Rust, and TypeScript services with unified logging, metrics, and tracing. Added event-preparer and notification-service, integrated quote-service monitoring with Grafana dashboards.
Published:
Added comprehensive metrics and distributed tracing to the quote-service, created a detailed Grafana performance dashboard, and drafted a complete Kubernetes migration plan. Plus, a special birthday celebration for my son Harry as he embarks on his university journey.
Published:
Five years of Solana development and three working trading prototypes inform the production system. This post provides context on that research journey, the lessons learned, and why the challenge itself is valuable regardless of outcome.
Published:
Migrated from deprecated Promtail to Grafana Alloy and upgraded to the complete Grafana LGTM stack (Loki, Grafana, Tempo, Mimir) for unified observability. Updated the Events Dashboard with real-time NATS event monitoring, preparing for a potential future migration to Grafana Cloud.
Published:
Migrated from deprecated Promtail to Grafana Alloy and upgraded to the complete Grafana LGTM stack (Loki, Grafana, Tempo, Mimir) for unified observability. Updated the Events Dashboard with real-time NATS event monitoring, preparing for a potential future migration to Grafana Cloud.
Published:
Implementing comprehensive observability across Go, Rust, and TypeScript services with unified logging, metrics, and tracing. Added event-preparer and notification-service, integrated quote-service monitoring with Grafana dashboards.
Published:
Published market events to NATS JetStream in the quote-service with comprehensive Grafana monitoring, and created a TypeScript scanner-service stub as the foundation for real-time trading opportunity detection. The TypeScript version will be implemented first, with a high-performance Rust version planned for later.
Published:
Three major improvements today: renamed event-preparer to system-initializer to reflect expanded capabilities, added production-grade LST token support with oracle price feeds and deviation detection, and implemented market event publishing for real-time trading data distribution.
Published:
Added comprehensive metrics and distributed tracing to the quote-service, created a detailed Grafana performance dashboard, and drafted a complete Kubernetes migration plan. Plus, a special birthday celebration for my son Harry as he embarks on his university journey.
Published:
🎉 Happy New Year 2026! Quote service evolution continues: splitting the quote-service into 3 specialized services (local, external, aggregator) for a total of 5 microservices with dual shared memory for ultra-fast IPC, batch streaming, and 100× faster oracle validation.
Published:
🎄 Merry Christmas! Planning a comprehensive rewrite of quote-service with clean architecture principles: 85% code reduction, 20x faster quotes, 4x better test coverage, and dramatically improved maintainability. Why we’re rebuilding the foundation for long-term success.
Published:
Comprehensive architectural assessment of a production-grade Solana HFT system. Event-driven design, FlatBuffers zero-copy serialization, polyglot microservices, and 6-stream NATS architecture achieve sub-500ms execution with 87% CPU savings. Grade: A (93/100).
Published:
How we achieved 35% latency reduction and 87% CPU savings by migrating from JSON to FlatBuffers and evolving from priority-based to event-type NATS streams in our Solana HFT trading system.
Published:
Implementing a unified event system across Rust, Go, and TypeScript for the Solana trading system. Includes market data events, system health monitoring, kill switches, and arbitrage opportunities - all communicating via NATS JetStream.
Published:
Documentation consolidation for FlatBuffers migration: From 13 scattered docs to 1 authoritative guide. Why early-stage architecture changes are critical for HFT systems, even though time-consuming. Migration still in progress - and it’s worth every minute.
Published:
Migrated from deprecated Promtail to Grafana Alloy and upgraded to the complete Grafana LGTM stack (Loki, Grafana, Tempo, Mimir) for unified observability. Updated the Events Dashboard with real-time NATS event monitoring, preparing for a potential future migration to Grafana Cloud.
Published:
FlatBuffers migration infrastructure is complete. All 8 services migrated to zero-copy serialization with 6-stream NATS architecture. Added system-manager (kill switch) and system-auditor (P&L tracking). Most services are stubs, but the foundation is solid - ready for strategy implementation.
Published:
Added comprehensive metrics and distributed tracing to the quote-service, created a detailed Grafana performance dashboard, and drafted a complete Kubernetes migration plan. Plus, a special birthday celebration for my son Harry as he embarks on his university journey.
Published:
Migrated from deprecated Promtail to Grafana Alloy and upgraded to the complete Grafana LGTM stack (Loki, Grafana, Tempo, Mimir) for unified observability. Updated the Events Dashboard with real-time NATS event monitoring, preparing for a potential future migration to Grafana Cloud.
Published:
Implementing comprehensive observability across Go, Rust, and TypeScript services with unified logging, metrics, and tracing. Added event-preparer and notification-service, integrated quote-service monitoring with Grafana dashboards.
Published:
Deep dive into quote-service architecture: Go-powered quote engine with sub-10ms responses, gRPC streaming, NATS event publishing, Redis crash recovery, and 99.99% availability. The critical data layer powering our HFT pipeline.
Published:
Comprehensive architectural assessment of a production-grade Solana HFT system. Event-driven design, FlatBuffers zero-copy serialization, polyglot microservices, and 6-stream NATS architecture achieve sub-500ms execution with 87% CPU savings. Grade: A (93/100).
Published:
How we achieved 35% latency reduction and 87% CPU savings by migrating from JSON to FlatBuffers and evolving from priority-based to event-type NATS streams in our Solana HFT trading system.
Published:
Building a production-ready HFT pipeline: 4-stage architecture with 6-stream NATS separation, FlatBuffers zero-copy serialization for 21% latency reduction, and comprehensive kill switch safety controls for sub-100ms quote-to-execution.
Published:
Published market events to NATS JetStream in the quote-service with comprehensive Grafana monitoring, and created a TypeScript scanner-service stub as the foundation for real-time trading opportunity detection. The TypeScript version will be implemented first, with a high-performance Rust version planned for later.
Published:
Implementing a unified event system across Rust, Go, and TypeScript for the Solana trading system. Includes market data events, system health monitoring, kill switches, and arbitrage opportunities - all communicating via NATS JetStream.
Published:
🎉 Happy New Year 2026! Quote service evolution continues: splitting the quote-service into 3 specialized services (local, external, aggregator) for a total of 5 microservices with dual shared memory for ultra-fast IPC, batch streaming, and 100× faster oracle validation.
Published:
Pool Discovery Service undergoes major refactoring after discovering critical liquidity calculation bugs. Architecture simplified to focus solely on discovery, comprehensive test suite validates 716 unique pools across 13 DEXes, and extensive token pair support beyond LST tokens. Production metrics confirm improvements with proper liquidity tracking and accurate pool counting.
Published:
Pool Discovery Service reaches production milestone with triangular arbitrage support (45 token pairs), completing the Quote Service Rewrite architecture. Observability reveals surprising market insights: SOL/USDT has 278B liquidity (vs SOL/USDC 226B), and forward/reverse pool discovery yields asymmetric results.
Published:
Added comprehensive metrics and distributed tracing to the quote-service, created a detailed Grafana performance dashboard, and drafted a complete Kubernetes migration plan. Plus, a special birthday celebration for my son Harry as he embarks on his university journey.
Published:
Migrated from deprecated Promtail to Grafana Alloy and upgraded to the complete Grafana LGTM stack (Loki, Grafana, Tempo, Mimir) for unified observability. Updated the Events Dashboard with real-time NATS event monitoring, preparing for a potential future migration to Grafana Cloud.
Published:
Published market events to NATS JetStream in the quote-service with comprehensive Grafana monitoring, and created a TypeScript scanner-service stub as the foundation for real-time trading opportunity detection. The TypeScript version will be implemented first, with a high-performance Rust version planned for later.
Published:
Three major improvements today: renamed event-preparer to system-initializer to reflect expanded capabilities, added production-grade LST token support with oracle price feeds and deviation detection, and implemented market event publishing for real-time trading data distribution.
Published:
Implementing comprehensive observability across Go, Rust, and TypeScript services with unified logging, metrics, and tracing. Added event-preparer and notification-service, integrated quote-service monitoring with Grafana dashboards.
Published:
Added comprehensive metrics and distributed tracing to the quote-service, created a detailed Grafana performance dashboard, and drafted a complete Kubernetes migration plan. Plus, a special birthday celebration for my son Harry as he embarks on his university journey.
Published:
Implementing comprehensive observability across Go, Rust, and TypeScript services with unified logging, metrics, and tracing. Added event-preparer and notification-service, integrated quote-service monitoring with Grafana dashboards.
Published:
Building a production-ready HFT pipeline: 4-stage architecture with 6-stream NATS separation, FlatBuffers zero-copy serialization for 21% latency reduction, and comprehensive kill switch safety controls for sub-100ms quote-to-execution.
Published:
Building production infrastructure: Dynamic oracle-based reverse quotes for accurate arbitrage detection, scanner framework optimization with 80% code reduction, and extensible patterns for DCA, limit orders, and liquidation monitoring.
Published:
Building production infrastructure: Dynamic oracle-based reverse quotes for accurate arbitrage detection, scanner framework optimization with 80% code reduction, and extensible patterns for DCA, limit orders, and liquidation monitoring.
Published:
🎉 Happy New Year 2026! Quote service evolution continues: splitting the quote-service into 3 specialized services (local, external, aggregator) for a total of 5 microservices with dual shared memory for ultra-fast IPC, batch streaming, and 100× faster oracle validation.
Published:
Deep dive into quote-service architecture: Go-powered quote engine with sub-10ms responses, gRPC streaming, NATS event publishing, Redis crash recovery, and 99.99% availability. The critical data layer powering our HFT pipeline.
Published:
How we achieved 35% latency reduction and 87% CPU savings by migrating from JSON to FlatBuffers and evolving from priority-based to event-type NATS streams in our Solana HFT trading system.
Published:
Building a production-ready HFT pipeline: 4-stage architecture with 6-stream NATS separation, FlatBuffers zero-copy serialization for 21% latency reduction, and comprehensive kill switch safety controls for sub-100ms quote-to-execution.
Published:
Deep dive into gRPC streaming architecture for real-time quote distribution: achieving sub-20ms latency, handling 1000+ quotes/second, and preparing for high-frequency arbitrage with optimized token pair quote streaming.
Published:
Pool Discovery Service undergoes major refactoring after discovering critical liquidity calculation bugs. Architecture simplified to focus solely on discovery, comprehensive test suite validates 716 unique pools across 13 DEXes, and extensive token pair support beyond LST tokens. Production metrics confirm improvements with proper liquidity tracking and accurate pool counting.
Published:
Pool Discovery Service reaches production milestone with triangular arbitrage support (45 token pairs), completing the Quote Service Rewrite architecture. Observability reveals surprising market insights: SOL/USDT has 278B liquidity (vs SOL/USDC 226B), and forward/reverse pool discovery yields asymmetric results.
Published:
Deep dive into the pool-discovery-service architecture: WebSocket-first pool updates, hybrid three-tier discovery strategy, and the intelligent RPC proxy enabling reliable connections to Solana RPC providers.
Published:
Documentation consolidation for FlatBuffers migration: From 13 scattered docs to 1 authoritative guide. Why early-stage architecture changes are critical for HFT systems, even though time-consuming. Migration still in progress - and it’s worth every minute.
Published:
Added comprehensive metrics and distributed tracing to the quote-service, created a detailed Grafana performance dashboard, and drafted a complete Kubernetes migration plan. Plus, a special birthday celebration for my son Harry as he embarks on his university journey.
Published:
Migrated from deprecated Promtail to Grafana Alloy and upgraded to the complete Grafana LGTM stack (Loki, Grafana, Tempo, Mimir) for unified observability. Updated the Events Dashboard with real-time NATS event monitoring, preparing for a potential future migration to Grafana Cloud.
Published:
Implementing comprehensive observability across Go, Rust, and TypeScript services with unified logging, metrics, and tracing. Added event-preparer and notification-service, integrated quote-service monitoring with Grafana dashboards.
Published:
Five years of Solana development and three working trading prototypes inform the production system. This post provides context on that research journey, the lessons learned, and why the challenge itself is valuable regardless of outcome.
Published:
🎉 Happy New Year 2026! Quote service evolution continues: splitting the quote-service into 3 specialized services (local, external, aggregator) for a total of 5 microservices with dual shared memory for ultra-fast IPC, batch streaming, and 100× faster oracle validation.
Published:
Building production infrastructure: Dynamic oracle-based reverse quotes for accurate arbitrage detection, scanner framework optimization with 80% code reduction, and extensible patterns for DCA, limit orders, and liquidation monitoring.
Published:
Deep dive into gRPC streaming architecture for real-time quote distribution: achieving sub-20ms latency, handling 1000+ quotes/second, and preparing for high-frequency arbitrage with optimized token pair quote streaming.
Published:
Implementing a high-performance arbitrage scanner using gRPC streaming to achieve 85x faster quote delivery and sub-30ms detection latency. Moving from prototype to production with architectural improvements.
Published:
Added comprehensive metrics and distributed tracing to the quote-service, created a detailed Grafana performance dashboard, and drafted a complete Kubernetes migration plan. Plus, a special birthday celebration for my son Harry as he embarks on his university journey.
Published:
Deep dive into the pool-discovery-service architecture: WebSocket-first pool updates, hybrid three-tier discovery strategy, and the intelligent RPC proxy enabling reliable connections to Solana RPC providers.
Published:
Implementing a high-performance arbitrage scanner using gRPC streaming to achieve 85x faster quote delivery and sub-30ms detection latency. Moving from prototype to production with architectural improvements.
Published:
Deep dive into quote-service architecture: Go-powered quote engine with sub-10ms responses, gRPC streaming, NATS event publishing, Redis crash recovery, and 99.99% availability. The critical data layer powering our HFT pipeline.
Published:
Pool Discovery Service undergoes major refactoring after discovering critical liquidity calculation bugs. Architecture simplified to focus solely on discovery, comprehensive test suite validates 716 unique pools across 13 DEXes, and extensive token pair support beyond LST tokens. Production metrics confirm improvements with proper liquidity tracking and accurate pool counting.
Published:
🎄 Merry Christmas! Planning a comprehensive rewrite of quote-service with clean architecture principles: 85% code reduction, 20x faster quotes, 4x better test coverage, and dramatically improved maintainability. Why we’re rebuilding the foundation for long-term success.
Published:
Three major improvements today: renamed event-preparer to system-initializer to reflect expanded capabilities, added production-grade LST token support with oracle price feeds and deviation detection, and implemented market event publishing for real-time trading data distribution.
Published:
Deep dive into quote-service architecture: Go-powered quote engine with sub-10ms responses, gRPC streaming, NATS event publishing, Redis crash recovery, and 99.99% availability. The critical data layer powering our HFT pipeline.
Published:
Five years of Solana development and three working trading prototypes inform the production system. This post provides context on that research journey, the lessons learned, and why the challenge itself is valuable regardless of outcome.
Published:
Comprehensive architectural assessment of a production-grade Solana HFT system. Event-driven design, FlatBuffers zero-copy serialization, polyglot microservices, and 6-stream NATS architecture achieve sub-500ms execution with 87% CPU savings. Grade: A (93/100).
Published:
Implementing comprehensive observability across Go, Rust, and TypeScript services with unified logging, metrics, and tracing. Added event-preparer and notification-service, integrated quote-service monitoring with Grafana dashboards.
Published:
Implementing a unified event system across Rust, Go, and TypeScript for the Solana trading system. Includes market data events, system health monitoring, kill switches, and arbitrage opportunities - all communicating via NATS JetStream.
Published:
Published market events to NATS JetStream in the quote-service with comprehensive Grafana monitoring, and created a TypeScript scanner-service stub as the foundation for real-time trading opportunity detection. The TypeScript version will be implemented first, with a high-performance Rust version planned for later.
Published:
Building production infrastructure: Dynamic oracle-based reverse quotes for accurate arbitrage detection, scanner framework optimization with 80% code reduction, and extensible patterns for DCA, limit orders, and liquidation monitoring.
Published:
Deep dive into gRPC streaming architecture for real-time quote distribution: achieving sub-20ms latency, handling 1000+ quotes/second, and preparing for high-frequency arbitrage with optimized token pair quote streaming.
Published:
Implementing a high-performance arbitrage scanner using gRPC streaming to achieve 85x faster quote delivery and sub-30ms detection latency. Moving from prototype to production with architectural improvements.
Published:
🎉 Happy New Year 2026! Quote service evolution continues: splitting the quote-service into 3 specialized services (local, external, aggregator) for a total of 5 microservices with dual shared memory for ultra-fast IPC, batch streaming, and 100× faster oracle validation.
Published:
Pool Discovery Service undergoes major refactoring after discovering critical liquidity calculation bugs. Architecture simplified to focus solely on discovery, comprehensive test suite validates 716 unique pools across 13 DEXes, and extensive token pair support beyond LST tokens. Production metrics confirm improvements with proper liquidity tracking and accurate pool counting.
Published:
🎉 Happy New Year 2026! Quote service evolution continues: splitting the quote-service into 3 specialized services (local, external, aggregator) for a total of 5 microservices with dual shared memory for ultra-fast IPC, batch streaming, and 100× faster oracle validation.
Published:
Pool Discovery Service reaches production milestone with triangular arbitrage support (45 token pairs), completing the Quote Service Rewrite architecture. Observability reveals surprising market insights: SOL/USDT has 278B liquidity (vs SOL/USDC 226B), and forward/reverse pool discovery yields asymmetric results.
Published:
Deep dive into the pool-discovery-service architecture: WebSocket-first pool updates, hybrid three-tier discovery strategy, and the intelligent RPC proxy enabling reliable connections to Solana RPC providers.
Published:
🎄 Merry Christmas! Planning a comprehensive rewrite of quote-service with clean architecture principles: 85% code reduction, 20x faster quotes, 4x better test coverage, and dramatically improved maintainability. Why we’re rebuilding the foundation for long-term success.
Published:
Deep dive into quote-service architecture: Go-powered quote engine with sub-10ms responses, gRPC streaming, NATS event publishing, Redis crash recovery, and 99.99% availability. The critical data layer powering our HFT pipeline.
Published:
FlatBuffers migration infrastructure is complete. All 8 services migrated to zero-copy serialization with 6-stream NATS architecture. Added system-manager (kill switch) and system-auditor (P&L tracking). Most services are stubs, but the foundation is solid - ready for strategy implementation.
Published:
Comprehensive architectural assessment of a production-grade Solana HFT system. Event-driven design, FlatBuffers zero-copy serialization, polyglot microservices, and 6-stream NATS architecture achieve sub-500ms execution with 87% CPU savings. Grade: A (93/100).
Published:
Documentation consolidation for FlatBuffers migration: From 13 scattered docs to 1 authoritative guide. Why early-stage architecture changes are critical for HFT systems, even though time-consuming. Migration still in progress - and it’s worth every minute.
Published:
How we achieved 35% latency reduction and 87% CPU savings by migrating from JSON to FlatBuffers and evolving from priority-based to event-type NATS streams in our Solana HFT trading system.
Published:
Building a production-ready HFT pipeline: 4-stage architecture with 6-stream NATS separation, FlatBuffers zero-copy serialization for 21% latency reduction, and comprehensive kill switch safety controls for sub-100ms quote-to-execution.
Published:
Building production infrastructure: Dynamic oracle-based reverse quotes for accurate arbitrage detection, scanner framework optimization with 80% code reduction, and extensible patterns for DCA, limit orders, and liquidation monitoring.
Published:
Deep dive into gRPC streaming architecture for real-time quote distribution: achieving sub-20ms latency, handling 1000+ quotes/second, and preparing for high-frequency arbitrage with optimized token pair quote streaming.
Published:
Implementing a high-performance arbitrage scanner using gRPC streaming to achieve 85x faster quote delivery and sub-30ms detection latency. Moving from prototype to production with architectural improvements.
Published:
Added comprehensive metrics and distributed tracing to the quote-service, created a detailed Grafana performance dashboard, and drafted a complete Kubernetes migration plan. Plus, a special birthday celebration for my son Harry as he embarks on his university journey.
Published:
Migrated from deprecated Promtail to Grafana Alloy and upgraded to the complete Grafana LGTM stack (Loki, Grafana, Tempo, Mimir) for unified observability. Updated the Events Dashboard with real-time NATS event monitoring, preparing for a potential future migration to Grafana Cloud.
Published:
Published market events to NATS JetStream in the quote-service with comprehensive Grafana monitoring, and created a TypeScript scanner-service stub as the foundation for real-time trading opportunity detection. The TypeScript version will be implemented first, with a high-performance Rust version planned for later.
Published:
Five years of Solana development and three working trading prototypes inform the production system. This post provides context on that research journey, the lessons learned, and why the challenge itself is valuable regardless of outcome.
Published:
Three major improvements today: renamed event-preparer to system-initializer to reflect expanded capabilities, added production-grade LST token support with oracle price feeds and deviation detection, and implemented market event publishing for real-time trading data distribution.
Published:
Implementing comprehensive observability across Go, Rust, and TypeScript services with unified logging, metrics, and tracing. Added event-preparer and notification-service, integrated quote-service monitoring with Grafana dashboards.
Published:
Implementing a unified event system across Rust, Go, and TypeScript for the Solana trading system. Includes market data events, system health monitoring, kill switches, and arbitrage opportunities - all communicating via NATS JetStream.
Published:
Starting a journey to build a production-grade High-Frequency Trading (HFT) system on Solana. Currently have working arbitrage bots (~1.7s execution), aiming for sub-500ms execution with local pool math, Shredstream integration, and flash loans.
Published:
Deep dive into gRPC streaming architecture for real-time quote distribution: achieving sub-20ms latency, handling 1000+ quotes/second, and preparing for high-frequency arbitrage with optimized token pair quote streaming.
Published:
FlatBuffers migration infrastructure is complete. All 8 services migrated to zero-copy serialization with 6-stream NATS architecture. Added system-manager (kill switch) and system-auditor (P&L tracking). Most services are stubs, but the foundation is solid - ready for strategy implementation.
Published:
Migrated from deprecated Promtail to Grafana Alloy and upgraded to the complete Grafana LGTM stack (Loki, Grafana, Tempo, Mimir) for unified observability. Updated the Events Dashboard with real-time NATS event monitoring, preparing for a potential future migration to Grafana Cloud.
Published:
Pool Discovery Service undergoes major refactoring after discovering critical liquidity calculation bugs. Architecture simplified to focus solely on discovery, comprehensive test suite validates 716 unique pools across 13 DEXes, and extensive token pair support beyond LST tokens. Production metrics confirm improvements with proper liquidity tracking and accurate pool counting.
Published:
Added comprehensive metrics and distributed tracing to the quote-service, created a detailed Grafana performance dashboard, and drafted a complete Kubernetes migration plan. Plus, a special birthday celebration for my son Harry as he embarks on his university journey.
Published:
Pool Discovery Service undergoes major refactoring after discovering critical liquidity calculation bugs. Architecture simplified to focus solely on discovery, comprehensive test suite validates 716 unique pools across 13 DEXes, and extensive token pair support beyond LST tokens. Production metrics confirm improvements with proper liquidity tracking and accurate pool counting.
Published:
Pool Discovery Service reaches production milestone with triangular arbitrage support (45 token pairs), completing the Quote Service Rewrite architecture. Observability reveals surprising market insights: SOL/USDT has 278B liquidity (vs SOL/USDC 226B), and forward/reverse pool discovery yields asymmetric results.
Published:
Deep dive into the pool-discovery-service architecture: WebSocket-first pool updates, hybrid three-tier discovery strategy, and the intelligent RPC proxy enabling reliable connections to Solana RPC providers.
Published:
🎄 Merry Christmas! Planning a comprehensive rewrite of quote-service with clean architecture principles: 85% code reduction, 20x faster quotes, 4x better test coverage, and dramatically improved maintainability. Why we’re rebuilding the foundation for long-term success.
Published:
Deep dive into quote-service architecture: Go-powered quote engine with sub-10ms responses, gRPC streaming, NATS event publishing, Redis crash recovery, and 99.99% availability. The critical data layer powering our HFT pipeline.
Published:
FlatBuffers migration infrastructure is complete. All 8 services migrated to zero-copy serialization with 6-stream NATS architecture. Added system-manager (kill switch) and system-auditor (P&L tracking). Most services are stubs, but the foundation is solid - ready for strategy implementation.
Published:
Documentation consolidation for FlatBuffers migration: From 13 scattered docs to 1 authoritative guide. Why early-stage architecture changes are critical for HFT systems, even though time-consuming. Migration still in progress - and it’s worth every minute.
Published:
Building a production-ready HFT pipeline: 4-stage architecture with 6-stream NATS separation, FlatBuffers zero-copy serialization for 21% latency reduction, and comprehensive kill switch safety controls for sub-100ms quote-to-execution.
Published:
Building production infrastructure: Dynamic oracle-based reverse quotes for accurate arbitrage detection, scanner framework optimization with 80% code reduction, and extensible patterns for DCA, limit orders, and liquidation monitoring.
Published:
Deep dive into gRPC streaming architecture for real-time quote distribution: achieving sub-20ms latency, handling 1000+ quotes/second, and preparing for high-frequency arbitrage with optimized token pair quote streaming.
Published:
Implementing a high-performance arbitrage scanner using gRPC streaming to achieve 85x faster quote delivery and sub-30ms detection latency. Moving from prototype to production with architectural improvements.
Published:
Added comprehensive metrics and distributed tracing to the quote-service, created a detailed Grafana performance dashboard, and drafted a complete Kubernetes migration plan. Plus, a special birthday celebration for my son Harry as he embarks on his university journey.
Published:
Migrated from deprecated Promtail to Grafana Alloy and upgraded to the complete Grafana LGTM stack (Loki, Grafana, Tempo, Mimir) for unified observability. Updated the Events Dashboard with real-time NATS event monitoring, preparing for a potential future migration to Grafana Cloud.
Published:
Published market events to NATS JetStream in the quote-service with comprehensive Grafana monitoring, and created a TypeScript scanner-service stub as the foundation for real-time trading opportunity detection. The TypeScript version will be implemented first, with a high-performance Rust version planned for later.
Published:
Five years of Solana development and three working trading prototypes inform the production system. This post provides context on that research journey, the lessons learned, and why the challenge itself is valuable regardless of outcome.
Published:
Three major improvements today: renamed event-preparer to system-initializer to reflect expanded capabilities, added production-grade LST token support with oracle price feeds and deviation detection, and implemented market event publishing for real-time trading data distribution.
Published:
Implementing a unified event system across Rust, Go, and TypeScript for the Solana trading system. Includes market data events, system health monitoring, kill switches, and arbitrage opportunities - all communicating via NATS JetStream.
Published:
Starting a journey to build a production-grade High-Frequency Trading (HFT) system on Solana. Currently have working arbitrage bots (~1.7s execution), aiming for sub-500ms execution with local pool math, Shredstream integration, and flash loans.
Published:
Pool Discovery Service reaches production milestone with triangular arbitrage support (45 token pairs), completing the Quote Service Rewrite architecture. Observability reveals surprising market insights: SOL/USDT has 278B liquidity (vs SOL/USDC 226B), and forward/reverse pool discovery yields asymmetric results.
Published:
Comprehensive architectural assessment of a production-grade Solana HFT system. Event-driven design, FlatBuffers zero-copy serialization, polyglot microservices, and 6-stream NATS architecture achieve sub-500ms execution with 87% CPU savings. Grade: A (93/100).
Published:
Building production infrastructure: Dynamic oracle-based reverse quotes for accurate arbitrage detection, scanner framework optimization with 80% code reduction, and extensible patterns for DCA, limit orders, and liquidation monitoring.
Published:
Implementing a high-performance arbitrage scanner using gRPC streaming to achieve 85x faster quote delivery and sub-30ms detection latency. Moving from prototype to production with architectural improvements.
Published:
Published market events to NATS JetStream in the quote-service with comprehensive Grafana monitoring, and created a TypeScript scanner-service stub as the foundation for real-time trading opportunity detection. The TypeScript version will be implemented first, with a high-performance Rust version planned for later.
Published:
Implementing comprehensive observability across Go, Rust, and TypeScript services with unified logging, metrics, and tracing. Added event-preparer and notification-service, integrated quote-service monitoring with Grafana dashboards.
Published:
Implementing a unified event system across Rust, Go, and TypeScript for the Solana trading system. Includes market data events, system health monitoring, kill switches, and arbitrage opportunities - all communicating via NATS JetStream.
Published:
Starting a journey to build a production-grade High-Frequency Trading (HFT) system on Solana. Currently have working arbitrage bots (~1.7s execution), aiming for sub-500ms execution with local pool math, Shredstream integration, and flash loans.
Published:
Deep dive into the pool-discovery-service architecture: WebSocket-first pool updates, hybrid three-tier discovery strategy, and the intelligent RPC proxy enabling reliable connections to Solana RPC providers.
Published:
How we achieved 35% latency reduction and 87% CPU savings by migrating from JSON to FlatBuffers and evolving from priority-based to event-type NATS streams in our Solana HFT trading system.