
Over ten months, Michael Craighead engineered robust simulation and hardware integration features for the tenstorrent/tt-umd, tt-llk, and tt-metal repositories, focusing on device communication, performance optimization, and code maintainability. He refactored C++ and Python code to streamline build systems, reduced simulator log noise, and modernized PCI device handling for improved hardware abstraction. By introducing conditional compilation and enum-based refactoring, Michael enabled bit-identical numerical paths and safer debugging in low-level kernels. His work on device driver development and embedded systems improved simulation reliability, reduced runtime latency, and established a foundation for open development, demonstrating depth in system programming and cross-environment validation.
March 2026 monthly summary for tenstorrent/tt-metal focused on expanding stable, bit-identical numerical paths with DISABLE_SFPLOADMACRO across core math and typecasting kernels. Key work delivered includes full DISABLE_SFPLOADMACRO support across BH core math kernels (mul_int), exponential calculations, and BH reciprocal paths, enabling bit-identical results when macro-based optimizations are disabled and providing clean conditional compilation. Extended the bypass across typecasting and kernel paths (fp32_to_uint16, uint16_to_fp16b, and additional uint16_to_fp32/fp32 variants) with straightforward translations from SFPLOADMACRO to straight-line code, preserving precision. Standardized macro handling by adopting SFPI enums for SFPLOADMACRO usage, replacing magic constants and improving readability. Implemented remaining DISABLE_SFPLOADMACRO paths for typecast variants and performed code cleanup to simplify registers and fields, contributing to maintainability. Multiple commits across eight changes in March (8 commits in total) delivered new features and targeted fixes, including BF16 documentation corrections and improved path correctness. Overall impact includes improved numerical reproducibility, safer cross-compiler behavior, and faster, more reliable debugging and validation in performance-critical math kernels. Technologies/skills demonstrated include C/C++ low-level kernel development, macro-driven code paths, conditional compilation, enum-based refactoring, and cross-repo code quality improvements. Top business value: stronger product reliability, consistent results across builds, reduced risk in hardware-accelerated paths, and faster iteration cycles for performance-sensitive math kernels.
March 2026 monthly summary for tenstorrent/tt-metal focused on expanding stable, bit-identical numerical paths with DISABLE_SFPLOADMACRO across core math and typecasting kernels. Key work delivered includes full DISABLE_SFPLOADMACRO support across BH core math kernels (mul_int), exponential calculations, and BH reciprocal paths, enabling bit-identical results when macro-based optimizations are disabled and providing clean conditional compilation. Extended the bypass across typecasting and kernel paths (fp32_to_uint16, uint16_to_fp16b, and additional uint16_to_fp32/fp32 variants) with straightforward translations from SFPLOADMACRO to straight-line code, preserving precision. Standardized macro handling by adopting SFPI enums for SFPLOADMACRO usage, replacing magic constants and improving readability. Implemented remaining DISABLE_SFPLOADMACRO paths for typecast variants and performed code cleanup to simplify registers and fields, contributing to maintainability. Multiple commits across eight changes in March (8 commits in total) delivered new features and targeted fixes, including BF16 documentation corrections and improved path correctness. Overall impact includes improved numerical reproducibility, safer cross-compiler behavior, and faster, more reliable debugging and validation in performance-critical math kernels. Technologies/skills demonstrated include C/C++ low-level kernel development, macro-driven code paths, conditional compilation, enum-based refactoring, and cross-repo code quality improvements. Top business value: stronger product reliability, consistent results across builds, reduced risk in hardware-accelerated paths, and faster iteration cycles for performance-sensitive math kernels.
February 2026 monthly summary: Delivered measurable business value through performance and flexibility improvements across two repos. Achievements focused on device IO throughput, stability of BH/WH packer configurations, and expanded kernel execution options, all supported by CI validation and careful cross-repo coordination.
February 2026 monthly summary: Delivered measurable business value through performance and flexibility improvements across two repos. Achievements focused on device IO throughput, stability of BH/WH packer configurations, and expanded kernel execution options, all supported by CI validation and careful cross-repo coordination.
2026-01 monthly summary across two repositories (tenstorrent/tt-llk and tenstorrent/tt-umd). Delivered targeted robustness improvements and startup-performance optimizations, and laid groundwork for future architecture changes focused on host-to-device traffic routing. Key TT-LLK outcomes: - ZEROACC Data Type Handling Bug Fix: Extended ZEROACC workaround to check Int32 and UInt32 in addition to Float32, preventing incorrect zero flag settings for integer-like rows and improving data handling accuracy. Commit: 8dce1f5b144fd1665f0822ccc4de24c54c7986fd. - SFPU LaneConfig Initialization Performance Optimization: Reduced initialization instruction count from 3 to 1, speeding kernel startup. Commit: 5d2bde1c4ca07df16a58f63cc81a7ad9ff269df5. Key TT-UMD outcome: - Transition prep for host-to-device traffic routing through libttsim_pci_rd/wr_bytes: Preparatory changes enabling the transition from deprecated tile_rd/wr to pci_rd/wr and determining TLB region sizes, aligning with CI testing workflows. Commit: 221200e8d06f86c9bbc1db2912e046e403d0be1a.
2026-01 monthly summary across two repositories (tenstorrent/tt-llk and tenstorrent/tt-umd). Delivered targeted robustness improvements and startup-performance optimizations, and laid groundwork for future architecture changes focused on host-to-device traffic routing. Key TT-LLK outcomes: - ZEROACC Data Type Handling Bug Fix: Extended ZEROACC workaround to check Int32 and UInt32 in addition to Float32, preventing incorrect zero flag settings for integer-like rows and improving data handling accuracy. Commit: 8dce1f5b144fd1665f0822ccc4de24c54c7986fd. - SFPU LaneConfig Initialization Performance Optimization: Reduced initialization instruction count from 3 to 1, speeding kernel startup. Commit: 5d2bde1c4ca07df16a58f63cc81a7ad9ff269df5. Key TT-UMD outcome: - Transition prep for host-to-device traffic routing through libttsim_pci_rd/wr_bytes: Preparatory changes enabling the transition from deprecated tile_rd/wr to pci_rd/wr and determining TLB region sizes, aligning with CI testing workflows. Commit: 221200e8d06f86c9bbc1db2912e046e403d0be1a.
Month 2025-12 summary for tenstorrent/tt-llk focused on stabilizing hardware control paths through two critical bug fixes and code hygiene improvements. Delivered targeted fixes to correct a 1-bit field misuse in SFP_STOCH_RND and removed an unnecessary register write, enhancing correctness, maintainability, and CI reliability. These changes reduce risk of misconfiguration in stochastic rounding and eliminate dead code paths, contributing to more predictable hardware behavior and faster issue resolution across the team.
Month 2025-12 summary for tenstorrent/tt-llk focused on stabilizing hardware control paths through two critical bug fixes and code hygiene improvements. Delivered targeted fixes to correct a 1-bit field misuse in SFP_STOCH_RND and removed an unnecessary register write, enhancing correctness, maintainability, and CI reliability. These changes reduce risk of misconfiguration in stochastic rounding and eliminate dead code paths, contributing to more predictable hardware behavior and faster issue resolution across the team.
November 2025 monthly summary for tenstorrent/tt-umd: Delivered two core initiatives that boost build efficiency and enable open development, while setting the stage for public release. TTsim Build Process Optimization streamlined binary builds by simplifying the ttsim build steps, removing outdated practices, and validating the flow via PR tests, resulting in faster, more maintainable binaries. Open Development Enablement: Repo Rename for Public Release renamed ttsim to ttsim-private to enable the creation of a public repository and support a more open development model. No major bugs were reported or fixed this month. Overall, these efforts reduce maintenance burden, improve deployment readiness, and position the project for broader collaboration and faster onboarding. Technologies/skills demonstrated include build automation, code cleanup, repository management, change management, and validation.
November 2025 monthly summary for tenstorrent/tt-umd: Delivered two core initiatives that boost build efficiency and enable open development, while setting the stage for public release. TTsim Build Process Optimization streamlined binary builds by simplifying the ttsim build steps, removing outdated practices, and validating the flow via PR tests, resulting in faster, more maintainable binaries. Open Development Enablement: Repo Rename for Public Release renamed ttsim to ttsim-private to enable the creation of a public repository and support a more open development model. No major bugs were reported or fixed this month. Overall, these efforts reduce maintenance burden, improve deployment readiness, and position the project for broader collaboration and faster onboarding. Technologies/skills demonstrated include build automation, code cleanup, repository management, change management, and validation.
In October 2025, for tenstorrent/tt-umd, delivered two notable updates: a RISC Reset Handling Improvements in ttsim feature and a bug fix to improve error reporting in tt_sim_chip.cpp. The reset feature refactors ttsim reset handling to abstract register addresses via architecture_implementation and introduces initial scaffolding for asserting and deasserting RISC resets, aligning simulation behavior with silicon implementation patterns. The error-reporting fix removes an unused '%'s' placeholder, making errors clearer and more actionable. Connectivity to silicon patterns and improved simulation reliability drive higher confidence in validated builds.
In October 2025, for tenstorrent/tt-umd, delivered two notable updates: a RISC Reset Handling Improvements in ttsim feature and a bug fix to improve error reporting in tt_sim_chip.cpp. The reset feature refactors ttsim reset handling to abstract register addresses via architecture_implementation and introduces initial scaffolding for asserting and deasserting RISC resets, aligning simulation behavior with silicon implementation patterns. The error-reporting fix removes an unused '%'s' placeholder, making errors clearer and more actionable. Connectivity to silicon patterns and improved simulation reliability drive higher confidence in validated builds.
September 2025 monthly summary: Delivered high-impact features and fixes across tt-umd and tt-llk with a focus on performance, accuracy, and hardware compatibility. Key outcomes include reducing IPC overhead via ttsim shared library integration, improving Tensix core reset/clocking behavior for accuracy and efficiency, modernizing PCI ID handling and reset semantics, and a targeted bug fix aligning SFP_STOCH_RND behavior with hardware and tt-isa docs. These efforts delivered tangible business value through faster simulation startup, lower runtime latency, more reliable hardware emulation, and clearer PCI semantics for tooling.
September 2025 monthly summary: Delivered high-impact features and fixes across tt-umd and tt-llk with a focus on performance, accuracy, and hardware compatibility. Key outcomes include reducing IPC overhead via ttsim shared library integration, improving Tensix core reset/clocking behavior for accuracy and efficiency, modernizing PCI ID handling and reset semantics, and a targeted bug fix aligning SFP_STOCH_RND behavior with hardware and tt-isa docs. These efforts delivered tangible business value through faster simulation startup, lower runtime latency, more reliable hardware emulation, and clearer PCI semantics for tooling.
August 2025 monthly performance highlights for tenstorrent/tt-umd. Focused on increasing reliability of the simulator integration and stabilizing host-simulator communication to support consistent tests across environments.
August 2025 monthly performance highlights for tenstorrent/tt-umd. Focused on increasing reliability of the simulator integration and stabilizing host-simulator communication to support consistent tests across environments.
July 2025 focused on observability, stability, and performance optimizations across two repositories. Implemented improvements to simulator output visibility and build-time optimizations to reduce release size, and enhanced parallel simulation reliability. Also extended TTNN ISA coverage to broader Haswell-era features, positioning us for higher-performance CPU targets. The work enhances debugging efficiency, scalability of concurrent runs, and potential runtime performance, delivering clear business value through cleaner builds, robust simulations, and future-proofed performance improvements.
July 2025 focused on observability, stability, and performance optimizations across two repositories. Implemented improvements to simulator output visibility and build-time optimizations to reduce release size, and enhanced parallel simulation reliability. Also extended TTNN ISA coverage to broader Haswell-era features, positioning us for higher-performance CPU targets. The work enhances debugging efficiency, scalability of concurrent runs, and potential runtime performance, delivering clear business value through cleaner builds, robust simulations, and future-proofed performance improvements.
June 2025 monthly summary for tenstorrent/tt-umd: Delivered targeted simulator improvements to reduce noise and stabilize cross-environment behavior. Key results include lowering default simulator log verbosity and replacing get_local_chip with get_chip to improve device compatibility in simulation environments. Verified changes with Metal programming examples on the simulator, contributing to faster debugging, clearer diagnostics, and more reliable CI runs. Business value: reduced debugging time, fewer flaky simulator failures, and smoother releases due to more predictable logs and hardware abstraction across environments.
June 2025 monthly summary for tenstorrent/tt-umd: Delivered targeted simulator improvements to reduce noise and stabilize cross-environment behavior. Key results include lowering default simulator log verbosity and replacing get_local_chip with get_chip to improve device compatibility in simulation environments. Verified changes with Metal programming examples on the simulator, contributing to faster debugging, clearer diagnostics, and more reliable CI runs. Business value: reduced debugging time, fewer flaky simulator failures, and smoother releases due to more predictable logs and hardware abstraction across environments.

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