worldcoin/iris-mpc
Nov 2024 – Apr 2026
10 Months active
Languages Used
ProtobufRustTypeScriptPythonTOMLProtoGoC++
Technical Skills
API IntegrationAsynchronous ProgrammingBenchmarkingData StructuresDependency ManagementDistributed Systems
iliailia
PROFILE
Iliailia
Worked on the worldcoin/iris-mpc repository, delivering privacy-preserving multi-party computation features for secure iris recognition. Focused on modular protocol design, robust session management, and high-performance networking, the work included implementing streaming-capable gRPC APIs, optimizing batch processing, and introducing rotation-aware Normalized Hamming Distance calculations. Leveraged Rust and C++ for backend development, emphasizing concurrency, error handling, and type-safe serialization. Enhanced observability and benchmarking reliability through structured tracing and custom data generation tools. Regularly upgraded dependencies and refactored core modules to improve maintainability, test coverage, and system stability, enabling scalable, accurate, and secure distributed computation workflows in production environments.
Overall Statistics
Feature vs Bugs
93%Features
Repository Contributions
53Total
Bugs
2
Commits
53
Features
28
Lines of code
19,617
Activity Months10
Work History
April 2026
6 Commits • 6 Features
Apr 1, 2026April 2026 — concise monthly summary highlighting business value and technical achievements for worldcoin/iris-mpc. This month focused on stability, observability, benchmarking reliability, and architecture improvements to support scalable MPC workflows.
6 Commits • 6 Features
Apr 1, 2026April 2026 — concise monthly summary highlighting business value and technical achievements for worldcoin/iris-mpc. This month focused on stability, observability, benchmarking reliability, and architecture improvements to support scalable MPC workflows.
April 2026
March 2026
9 Commits • 2 Features
Mar 1, 2026March 2026 monthly summary for worldcoin/iris-mpc: Delivered the Distance Metrics framework with NHD/FHD integration, modular separation of NHD and FHD, and enhanced accuracy analysis. Refactored DistanceOps for simpler, more maintainable implementations and expanded test coverage. Completed security and compatibility improvements via dependency upgrades (ampc-common and rustls-webpki). These efforts improved analytics accuracy, scalability of distance-based features, and overall system stability, enabling faster future iterations.
March 2026
9 Commits • 2 Features
Mar 1, 2026March 2026 monthly summary for worldcoin/iris-mpc: Delivered the Distance Metrics framework with NHD/FHD integration, modular separation of NHD and FHD, and enhanced accuracy analysis. Refactored DistanceOps for simpler, more maintainable implementations and expanded test coverage. Completed security and compatibility improvements via dependency upgrades (ampc-common and rustls-webpki). These efforts improved analytics accuracy, scalability of distance-based features, and overall system stability, enabling faster future iterations.
February 2026
4 Commits • 2 Features
Feb 1, 2026February 2026 monthly summary for worldcoin/iris-mpc. Focused on delivering robust iris recognition enhancements and stabilizing the stack via core dependency upgrades. Key outcomes include: (1) NHD-based iris comparison with rotation-aware matching to improve accuracy and efficiency; (2) MPC routines aligned with NHD to enable secure, scalable iris matching; (3) core dependency upgrades to support NHD and improve functionality; (4) metrics restoration and expanded test coverage for the NHD path; (5) overall improvements in reliability, testing, and maintainability for production use.
4 Commits • 2 Features
Feb 1, 2026February 2026 monthly summary for worldcoin/iris-mpc. Focused on delivering robust iris recognition enhancements and stabilizing the stack via core dependency upgrades. Key outcomes include: (1) NHD-based iris comparison with rotation-aware matching to improve accuracy and efficiency; (2) MPC routines aligned with NHD to enable secure, scalable iris matching; (3) core dependency upgrades to support NHD and improve functionality; (4) metrics restoration and expanded test coverage for the NHD path; (5) overall improvements in reliability, testing, and maintainability for production use.
February 2026
October 2025
1 Commits • 1 Features
Oct 1, 2025October 2025: Delivered the Oblivious Swap Network feature for iris-mpc, enabling oblivious swapping of distances and IDs within Aby3Store and introducing the apply_oblivious_swap_network orchestrator to coordinate secure/private comparison and reordering of vector data in the MPC workflow. This enhances privacy and data handling capabilities in the MPC pipeline and sets the foundation for more efficient, privacy-preserving vector operations.
October 2025
1 Commits • 1 Features
Oct 1, 2025October 2025: Delivered the Oblivious Swap Network feature for iris-mpc, enabling oblivious swapping of distances and IDs within Aby3Store and introducing the apply_oblivious_swap_network orchestrator to coordinate secure/private comparison and reordering of vector data in the MPC workflow. This enhances privacy and data handling capabilities in the MPC pipeline and sets the foundation for more efficient, privacy-preserving vector operations.
April 2025
5 Commits • 3 Features
Apr 1, 2025April 2025: Focused on robustness, type-safe network value handling, and test coverage for worldcoin/iris-mpc. Delivered feature work to enable multi-type network values, improved core reliability through targeted refactors and enhanced error handling, and expanded unit tests to strengthen correctness. These efforts reduce runtime risk, improve maintainability, and position the MPC stack for safer multi-type arithmetic and clearer release readiness.
5 Commits • 3 Features
Apr 1, 2025April 2025: Focused on robustness, type-safe network value handling, and test coverage for worldcoin/iris-mpc. Delivered feature work to enable multi-type network values, improved core reliability through targeted refactors and enhanced error handling, and expanded unit tests to strengthen correctness. These efforts reduce runtime risk, improve maintainability, and position the MPC stack for safer multi-type arithmetic and clearer release readiness.
April 2025
March 2025
10 Commits • 4 Features
Mar 1, 2025March 2025 – Performance and reliability focus for worldcoin/iris-mpc. Delivered a set of features and reliability improvements spanning gRPC networking, batch processing for distance computations, store architecture, and MPC protocol optimization. These efforts improved latency, throughput, observability, and maintainability, enabling more scalable and measurable MPC workflows.
March 2025
10 Commits • 4 Features
Mar 1, 2025March 2025 – Performance and reliability focus for worldcoin/iris-mpc. Delivered a set of features and reliability improvements spanning gRPC networking, batch processing for distance computations, store architecture, and MPC protocol optimization. These efforts improved latency, throughput, observability, and maintainability, enabling more scalable and measurable MPC workflows.
February 2025
3 Commits • 2 Features
Feb 1, 2025February 2025 (2025-02) – WorldCoin Iris MPC: strengthened observability and API clarity to accelerate performance tuning, debugging, and developer onboarding. Delivered structured tracing instrumentation for HNSW and clarified the gRPC API semantics to align with streaming usage.
3 Commits • 2 Features
Feb 1, 2025February 2025 (2025-02) – WorldCoin Iris MPC: strengthened observability and API clarity to accelerate performance tuning, debugging, and developer onboarding. Delivered structured tracing instrumentation for HNSW and clarified the gRPC API semantics to align with streaming usage.
February 2025
January 2025
3 Commits • 2 Features
Jan 1, 2025January 2025 — Performance-focused update for worldcoin/iris-mpc. 1) Key features delivered: modular SMPC protocol with detached local runtime and improved concurrency via RwLock; high-performance network value serialization with a custom binary format and cleanup of deprecated types. 2) Major bugs fixed: prevention of duplicate gRPC sessions via a contains_session guard and accompanying test. 3) Overall impact: enhanced throughput, stability, and maintainability for distributed MPC workloads; reduced serialization overhead; stronger session management. 4) Technologies/skills demonstrated: Rust concurrency patterns (RwLock), protocol modularity, custom binary serialization, gRPC session handling, test-driven development.
January 2025
3 Commits • 2 Features
Jan 1, 2025January 2025 — Performance-focused update for worldcoin/iris-mpc. 1) Key features delivered: modular SMPC protocol with detached local runtime and improved concurrency via RwLock; high-performance network value serialization with a custom binary format and cleanup of deprecated types. 2) Major bugs fixed: prevention of duplicate gRPC sessions via a contains_session guard and accompanying test. 3) Overall impact: enhanced throughput, stability, and maintainability for distributed MPC workloads; reduced serialization overhead; stronger session management. 4) Technologies/skills demonstrated: Rust concurrency patterns (RwLock), protocol modularity, custom binary serialization, gRPC session handling, test-driven development.
December 2024
7 Commits • 3 Features
Dec 1, 2024December 2024 monthly summary for worldcoin/iris-mpc: Delivered performance- and reliability-focused feature work with measurable business impact, including HNSW and gRPC improvements, optimization of mock setup and benchmark data I/O tooling, and robustness fixes. This work improved throughput, reduced latency, and enabled reproducible benchmarking across experiments.
7 Commits • 3 Features
Dec 1, 2024December 2024 monthly summary for worldcoin/iris-mpc: Delivered performance- and reliability-focused feature work with measurable business impact, including HNSW and gRPC improvements, optimization of mock setup and benchmark data I/O tooling, and robustness fixes. This work improved throughput, reduced latency, and enabled reproducible benchmarking across experiments.
December 2024
November 2024
5 Commits • 3 Features
Nov 1, 2024Month: 2024-11 – Delivered modular, streaming-capable MPC networking and data path improvements for worldcoin/iris-mpc, with decoupled local runtime and async initialization. Focused on enabling scalable MPC workflows, improving reliability, and laying groundwork for future protocol enhancements through improved serialization and dependency updates.
November 2024
5 Commits • 3 Features
Nov 1, 2024Month: 2024-11 – Delivered modular, streaming-capable MPC networking and data path improvements for worldcoin/iris-mpc, with decoupled local runtime and async initialization. Focused on enabling scalable MPC workflows, improving reliability, and laying groundwork for future protocol enhancements through improved serialization and dependency updates.
Activity
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Quality Metrics
Correctness89.6%
Maintainability84.0%
Architecture85.6%
Performance83.0%
AI Usage23.4%
Skills & Technologies
Programming Languages
C++GoProtoProtobufPythonRustTOMLTypeScript
Technical Skills
API IntegrationAlgorithm optimizationAlgorithmsAsynchronous ProgrammingBackend DevelopmentBatch ProcessingBenchmarkingC++CLI DevelopmentConcurrencyCryptographyData GenerationData SerializationData StructuresDependency Management
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