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Matt Craighead

PROFILE

Matt Craighead

Over a 13-month period, contributed to core simulation, driver, and kernel infrastructure across tenstorrent/tt-umd, tenstorrent/tt-llk, and tenstorrent/tt-metal. Delivered features and fixes that improved simulator reliability, hardware emulation accuracy, and performance, including shared library integration, memory management with HugePages, and robust device communication. Refactored C++ code for maintainability, optimized build systems with CMake, and enhanced CI/CD pipelines using Python and YAML. Addressed low-level bugs in hardware control paths and numerical kernels, ensuring correctness and reproducibility. The work emphasized system programming, embedded systems, and backend development, resulting in more stable releases and faster, safer iteration cycles for the team.

Overall Statistics

Feature vs Bugs

63%Features

Repository Contributions

49Total
Bugs
11
Commits
49
Features
19
Lines of code
1,524
Activity Months13

Work History

July 2026

2 Commits

Jul 1, 2026

July 2026 performance summary for tenstorrent/tt-metal: Delivered critical SFPU reduction correctness and hardware bug mitigations across Blackhole and Wormhole. Consolidated and internalized the LOADMACRO fallback for the Int32 min/max path, removing public macro-dependent code paths under disabled-loadmacro configurations. Replaced Wormhole (and propagated to Blackhole) horizontal reductions with rotate-based stages, eliminating a known hardware bug trigger and removing a redundant final rotation. These changes stabilize reductions across architectures, improve safety, and pave the way for higher-confidence performance optimizations.

June 2026

6 Commits • 1 Features

Jun 1, 2026

June 2026 monthly summary focusing on data integrity, correctness, and CI reliability across two repos (tenstorrent/tt-umd and tenstorrent/tt-metal).

April 2026

2 Commits • 1 Features

Apr 1, 2026

Concise performance-focused monthly summary for April 2026 highlighting feature deliveries and impact for tenstorrent/tt-umd.

March 2026

8 Commits • 2 Features

Mar 1, 2026

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

4 Commits • 2 Features

Feb 1, 2026

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.

January 2026

3 Commits • 2 Features

Jan 1, 2026

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.

December 2025

2 Commits

Dec 1, 2025

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

2 Commits • 2 Features

Nov 1, 2025

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.

October 2025

2 Commits • 1 Features

Oct 1, 2025

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

9 Commits • 3 Features

Sep 1, 2025

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

2 Commits • 1 Features

Aug 1, 2025

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

5 Commits • 3 Features

Jul 1, 2025

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

2 Commits • 1 Features

Jun 1, 2025

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.

Activity

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Quality Metrics

Correctness93.2%
Maintainability88.2%
Architecture87.2%
Performance85.6%
AI Usage27.4%

Skills & Technologies

Programming Languages

CC++CMakePythonYAML

Technical Skills

API DesignAPI DevelopmentAPI RefactoringBackend DevelopmentBuild System ConfigurationBuild SystemsC++C++ DevelopmentC++ developmentC++ programmingCI/CDCode RefactoringCode refactoringCompiler OptimizationConcurrency

Repositories Contributed To

4 repos

Overview of all repositories you've contributed to across your timeline

tenstorrent/tt-umd

Jun 2025 Jun 2026
10 Months active

Languages Used

C++CMakeCPythonYAML

Technical Skills

DebuggingDevice ManagementLoggingSimulationSoftware DevelopmentSystem Programming

tenstorrent/tt-metal

Mar 2026 Jul 2026
3 Months active

Languages Used

C++

Technical Skills

C++ developmentCode refactoringSoftware engineeringalgorithm designconditional compilationembedded systems

tenstorrent/tt-llk

Sep 2025 Feb 2026
4 Months active

Languages Used

C++

Technical Skills

Embedded systemsHardware interactionLow-level programmingC++C++ developmentbug fixing

tenstorrent/tt-mlir

Jul 2025 Jul 2025
1 Month active

Languages Used

C++CMake

Technical Skills

Build SystemsCompiler OptimizationPerformance Tuning