
Spencer Pernsteiner developed advanced symbolic execution and MIR tooling across the GaloisInc/mir-json and crucible repositories, focusing on robust Rust and Haskell integration. Over 15 months, he engineered features such as coroutine support, dynamic dispatch for closures, and secure boot verification, addressing complex type system and ABI compatibility challenges. His work included refactoring MIR translation infrastructure, modernizing macro tooling, and expanding test coverage for Rust intermediate representations. Leveraging Rust, Haskell, and extensive build automation, Spencer improved code maintainability, reliability, and cross-platform compatibility, delivering solutions that enable safer symbolic analysis, streamlined developer workflows, and more accurate modeling of Rust program semantics.

January 2026 (GaloisInc/crucible) focused on enabling robust dynamic dispatch for FnOnce and Box<dyn FnOnce> and on hardening the virtual call machinery. Delivered two major features, expanded tests (including nested and zero-sized closures), and implemented stability fixes that reduce runtime panics and ensure consistent behavior across closure sizes. The work improves runtime polymorphism support for downstream crates and enhances maintainability through clearer design and refactoring.
January 2026 (GaloisInc/crucible) focused on enabling robust dynamic dispatch for FnOnce and Box<dyn FnOnce> and on hardening the virtual call machinery. Delivered two major features, expanded tests (including nested and zero-sized closures), and implemented stability fixes that reduce runtime panics and ensure consistent behavior across closure sizes. The work improves runtime polymorphism support for downstream crates and enhances maintainability through clearer design and refactoring.
Month: 2025-12. This month delivered end-to-end coroutine support across the Mir toolchain, strengthening type-system capabilities, serialization, and MIR JSON interoperability for both mir-json and crucible. The work enhances support for asynchronous patterns, improves code generation fidelity, and establishes a solid foundation for future async features across the project.
Month: 2025-12. This month delivered end-to-end coroutine support across the Mir toolchain, strengthening type-system capabilities, serialization, and MIR JSON interoperability for both mir-json and crucible. The work enhances support for asynchronous patterns, improves code generation fidelity, and establishes a solid foundation for future async features across the project.
October 2025 (2025-10) monthly summary for GaloisInc/saw-script. Key features delivered: (1) Unified MIR aggregate array handling and representation across crucible-mir, saw-script, and MIR composition using MirAggregateRepr and buildMirAggregateArray to improve consistency and maintainability; (2) Debugging outputs and documentation for MIR arrays and MethodSpecs, including pretty printing enhancements and doc comments for elemSz/elemShp/len. Major bugs fixed: strengthened error handling by replacing several 'fail "impossible: ..."' errors with panic and related robustness improvements in MIR array code. Overall impact: enhanced consistency, maintainability, and debugging efficiency across MIR tooling, supporting faster iteration and more reliable future MIR work. Technologies/skills demonstrated: cross-component refactoring, design of shared representations (MirAggregateRepr, buildMirAggregateArray), improved pretty-printers and documentation, and practical codebase hygiene in complex MIR pipelines.
October 2025 (2025-10) monthly summary for GaloisInc/saw-script. Key features delivered: (1) Unified MIR aggregate array handling and representation across crucible-mir, saw-script, and MIR composition using MirAggregateRepr and buildMirAggregateArray to improve consistency and maintainability; (2) Debugging outputs and documentation for MIR arrays and MethodSpecs, including pretty printing enhancements and doc comments for elemSz/elemShp/len. Major bugs fixed: strengthened error handling by replacing several 'fail "impossible: ..."' errors with panic and related robustness improvements in MIR array code. Overall impact: enhanced consistency, maintainability, and debugging efficiency across MIR tooling, supporting faster iteration and more reliable future MIR work. Technologies/skills demonstrated: cross-component refactoring, design of shared representations (MirAggregateRepr, buildMirAggregateArray), improved pretty-printers and documentation, and practical codebase hygiene in complex MIR pipelines.
August 2025 Monthly Summary for GaloisInc saw-script and crucible teams. Focused on delivering business value through improved error diagnostics, robust MIR type handling, and foundational MIR aggregate support across saw-script and crucible. Key outcomes include standardized error messages for symbolic clobber operations, a refactor of MIR TypeShape with traversal helpers and unified shapes, and the introduction of MirAggregate support with enhanced dumps/concretization and pretty-printing. Strengthened code quality and debugging capabilities to boost reliability, maintainability, and developer productivity.
August 2025 Monthly Summary for GaloisInc saw-script and crucible teams. Focused on delivering business value through improved error diagnostics, robust MIR type handling, and foundational MIR aggregate support across saw-script and crucible. Key outcomes include standardized error messages for symbolic clobber operations, a refactor of MIR TypeShape with traversal helpers and unified shapes, and the introduction of MirAggregate support with enhanced dumps/concretization and pretty-printing. Strengthened code quality and debugging capabilities to boost reliability, maintainability, and developer productivity.
Month 2025-07 summary focused on delivering business value through safer symbolic evaluation, improved interoperability, and richer debugging for mir-json and crucible. Highlights include migrating array generation to const generics, fixing a const-context initialization issue with MaybeUninit, expanding debugging capabilities, and strengthening MIR translation and ABI compatibility with dynamic Fn support. The work enhances reliability, maintainability, and test coverage, enabling broader Rust interoperability and more robust MIR-based analyses.
Month 2025-07 summary focused on delivering business value through safer symbolic evaluation, improved interoperability, and richer debugging for mir-json and crucible. Highlights include migrating array generation to const generics, fixing a const-context initialization issue with MaybeUninit, expanding debugging capabilities, and strengthening MIR translation and ABI compatibility with dynamic Fn support. The work enhances reliability, maintainability, and test coverage, enabling broader Rust interoperability and more robust MIR-based analyses.
June 2025 - Mir-json development focused on strengthening symbolic reasoning and improving macro tooling to boost developer productivity and product quality. Work delivered centers on expanding symbolic execution capabilities for Crucible and modernizing the proc macro infrastructure for more reliable builds and documentation.
June 2025 - Mir-json development focused on strengthening symbolic reasoning and improving macro tooling to boost developer productivity and product quality. Work delivered centers on expanding symbolic execution capabilities for Crucible and modernizing the proc macro infrastructure for more reliable builds and documentation.
May 2025 performance summary: Delivered focused enhancements across crucible and mir-json to strengthen MIR translation, JSON interoperability, and test coverage. In crucible, refactored the MIR translation infrastructure to use transCommon and introduced transInstance/transStatic with shim support (ClosureFnPointerShims), improving translation reliability and error handling. In mir-json, aligned the MIR JSON workflow with schema version 2, bumped dependencies, and extended formatting to handle ConstFnPtr, int512, bytes, and byteorder in test linking. Expanded Crux-mir test coverage to include Cell::from_mut and Cell::as_slice_of_cells, and updated byte-manipulation tests to reflect new behavior. In mir-json, fixed ClosureFnPointer ABI alignment during constant evaluation, emitting a ClosureFnPointer shim pointer when needed to improve MIR JSON accuracy for complex function pointer scenarios. These changes reduce translation errors, enhance reliability of MIR generation, expand test coverage, and simplify future maintenance.
May 2025 performance summary: Delivered focused enhancements across crucible and mir-json to strengthen MIR translation, JSON interoperability, and test coverage. In crucible, refactored the MIR translation infrastructure to use transCommon and introduced transInstance/transStatic with shim support (ClosureFnPointerShims), improving translation reliability and error handling. In mir-json, aligned the MIR JSON workflow with schema version 2, bumped dependencies, and extended formatting to handle ConstFnPtr, int512, bytes, and byteorder in test linking. Expanded Crux-mir test coverage to include Cell::from_mut and Cell::as_slice_of_cells, and updated byte-manipulation tests to reflect new behavior. In mir-json, fixed ClosureFnPointer ABI alignment during constant evaluation, emitting a ClosureFnPointer shim pointer when needed to improve MIR JSON accuracy for complex function pointer scenarios. These changes reduce translation errors, enhance reliability of MIR generation, expand test coverage, and simplify future maintenance.
April 2025 monthly summary across mir-json and crucible repositories. Focused on delivering dev tooling improvements, Rust MIR/JSON integration, and stability fixes that unlock faster iteration and safer builds.
April 2025 monthly summary across mir-json and crucible repositories. Focused on delivering dev tooling improvements, Rust MIR/JSON integration, and stability fixes that unlock faster iteration and safer builds.
Monthly summary for 2025-03 for GaloisInc/VERSE-OpenSUT. Focused on boot security, stability, and CI/CD improvements. Key design decisions included removing environment-variable configuration for trusted_boot in favor of CLI arguments. Implemented secure boot by verifying the app image hash during boot with environment variable OPENSUT_EXPECTED_APP_IMAGE_HASH, updated related code and docs. Improved VM boot stability by increasing DefaultDeviceTimeoutSec to 300s. Enhanced CI/CD with dynamic Docker image tagging by branch. This work strengthens security, reduces boot failures, and improves deployment traceability.
Monthly summary for 2025-03 for GaloisInc/VERSE-OpenSUT. Focused on boot security, stability, and CI/CD improvements. Key design decisions included removing environment-variable configuration for trusted_boot in favor of CLI arguments. Implemented secure boot by verifying the app image hash during boot with environment variable OPENSUT_EXPECTED_APP_IMAGE_HASH, updated related code and docs. Improved VM boot stability by increasing DefaultDeviceTimeoutSec to 300s. Enhanced CI/CD with dynamic Docker image tagging by branch. This work strengthens security, reduces boot failures, and improves deployment traceability.
February 2025: Focused on boot integrity, logging reliability, and dev-ops improvements for OpenSUT. Delivered key features across PKVM trusted boot, configurable logging bootstrap, and MKM/config management, plus expanded VM images, dev tooling, and CI/CD enhancements. These changes improve security posture, observability, and deployment consistency while accelerating CI/CD feedback and runtime stability.
February 2025: Focused on boot integrity, logging reliability, and dev-ops improvements for OpenSUT. Delivered key features across PKVM trusted boot, configurable logging bootstrap, and MKM/config management, plus expanded VM images, dev tooling, and CI/CD enhancements. These changes improve security posture, observability, and deployment consistency while accelerating CI/CD feedback and runtime stability.
Concise monthly summary for 2025-01 focusing on key accomplishments, with a security-focused bug fix in VERSE-OpenSUT that restores mission key verification and maintains policy integrity.
Concise monthly summary for 2025-01 focusing on key accomplishments, with a security-focused bug fix in VERSE-OpenSUT that restores mission key verification and maintains policy integrity.
December 2024 monthly summary for GaloisInc/VERSE-OpenSUT. Delivered security-focused MKM enhancements, reliability improvements, and developer-friendly documentation. Key deliveries include: MKM Epoll Handling Bug Fix (return RES_ERROR on bad epoll events); MKM Documentation and Protocol Description (README with build instructions and protocol description); MKM Client Struct Improvement (save key pointer inside struct client); MKM Key Distribution Policy and HMAC Security (policy implementation with per-request HMAC checks and common HMAC key); MKM Test Harness Improvements (refactor run_tests.py with MKMClient class, added timeout, and process termination on exit). These changes improve robustness, security, and developer efficiency, enabling safer deployments and faster contributor onboarding.
December 2024 monthly summary for GaloisInc/VERSE-OpenSUT. Delivered security-focused MKM enhancements, reliability improvements, and developer-friendly documentation. Key deliveries include: MKM Epoll Handling Bug Fix (return RES_ERROR on bad epoll events); MKM Documentation and Protocol Description (README with build instructions and protocol description); MKM Client Struct Improvement (save key pointer inside struct client); MKM Key Distribution Policy and HMAC Security (policy implementation with per-request HMAC checks and common HMAC key); MKM Test Harness Improvements (refactor run_tests.py with MKMClient class, added timeout, and process termination on exit). These changes improve robustness, security, and developer efficiency, enabling safer deployments and faster contributor onboarding.
November 2024 (VERSE-OpenSUT) delivered three core capability areas across autopilot integration, telemetry, and key management, with a strong emphasis on CN compatibility, CI coverage, and documentation. The work enables reliable SITL testing, robust telemetry capture, and secure key exchange workflows, all with streamlined tooling and clear developer guidance.
November 2024 (VERSE-OpenSUT) delivered three core capability areas across autopilot integration, telemetry, and key management, with a strong emphasis on CN compatibility, CI coverage, and documentation. The work enables reliable SITL testing, robust telemetry capture, and secure key exchange workflows, all with streamlined tooling and clear developer guidance.
In November 2021, delivered targeted improvements in mir-json and crucible, focusing on macro stability, library compatibility, and enhanced data manipulation capabilities. The changes reduce integration risk with the ring library, improve symbolic execution support, and broaden mem::transmute for int<->byte conversions, strengthening core functionality and business value.
In November 2021, delivered targeted improvements in mir-json and crucible, focusing on macro stability, library compatibility, and enhanced data manipulation capabilities. The changes reduce integration risk with the ring library, improve symbolic execution support, and broaden mem::transmute for int<->byte conversions, strengthening core functionality and business value.
Monthly summary for 2021-09: Delivered automated test case and specification generation for crux-mir-comp within the mir-json repo. Implemented a procedural macro to define MethodSpecs, enabling automatic generation of test cases and specifications, reducing manual effort and improving test coverage and consistency. The change was landed via a focused commit (libs: add proc macro for defining crux-mir-comp MethodSpecs) with hash c263264b45f0678e6d321e0d9bc0f10e3a0fccb1, establishing a foundation for scalable test-driven development across crux-mir components. No major bugs fixed in this period. Overall, the work improves reliability, accelerates validation, and demonstrates proficiency with procedural macros and Rust tooling.
Monthly summary for 2021-09: Delivered automated test case and specification generation for crux-mir-comp within the mir-json repo. Implemented a procedural macro to define MethodSpecs, enabling automatic generation of test cases and specifications, reducing manual effort and improving test coverage and consistency. The change was landed via a focused commit (libs: add proc macro for defining crux-mir-comp MethodSpecs) with hash c263264b45f0678e6d321e0d9bc0f10e3a0fccb1, establishing a foundation for scalable test-driven development across crux-mir components. No major bugs fixed in this period. Overall, the work improves reliability, accelerates validation, and demonstrates proficiency with procedural macros and Rust tooling.
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