
Uros Velimirovic engineered robust device communication and testing infrastructure across tenstorrent/tt-umd and tenstorrent/tt-llk, focusing on hardware bring-up, diagnostics, and scalable validation. He developed unified JTAG and PCIe APIs, advanced device selection, and hardware hang detection in C++ to streamline cluster initialization and reduce manual debugging. In tenstorrent/tt-llk, he enhanced kernel testing frameworks using Python and C++, introducing parameterized tests, expanded matrix support, and improved data format handling for INT8 and 8-bit operations. His work emphasized maintainability and reliability, consolidating build systems, reducing dependency risks, and enabling efficient validation of complex hardware and software configurations.
March 2026 performance summary for two critical repositories (tenstorrent/tt-llk and tenstorrent/tt-metal). Focused on correctness of 8-bit numeric formats, robustness of test infrastructure for large matrices, and scalable testing improvements. Key outcomes include corrected INT8 sign-magnitude ELWADD handling with host/card packing/unpacking, updated math inference to support new srcB format, expanded big-matrix testing coverage (including unpack_A kernel), and increased framework scalability for matrix-heavy tests. Also delivered 8-bit (int8/uint8/fp8) support adjustments in the llk_unpack_tilize API with corresponding test updates. The work strengthens reliability, data-format coverage, and test execution efficiency for large-scale workloads.
March 2026 performance summary for two critical repositories (tenstorrent/tt-llk and tenstorrent/tt-metal). Focused on correctness of 8-bit numeric formats, robustness of test infrastructure for large matrices, and scalable testing improvements. Key outcomes include corrected INT8 sign-magnitude ELWADD handling with host/card packing/unpacking, updated math inference to support new srcB format, expanded big-matrix testing coverage (including unpack_A kernel), and increased framework scalability for matrix-heavy tests. Also delivered 8-bit (int8/uint8/fp8) support adjustments in the llk_unpack_tilize API with corresponding test updates. The work strengthens reliability, data-format coverage, and test execution efficiency for large-scale workloads.
February 2026: Consolidated feature deliveries, bug fixes, and LLK testing infra improvements. Key outcomes include transposed-face support in unpack_AB for blackhole broadcasts, enhanced test infrastructure with unified block size/number calculations and separate src_A/src_B formats, and foundational topK testing via Python/C++ kernel with configurable stability. Also removed noisy ReLU-discrepancy prints to improve test signal clarity. These efforts reduce test fragility, accelerate validation of new configurations, and strengthen overall reliability and business value.
February 2026: Consolidated feature deliveries, bug fixes, and LLK testing infra improvements. Key outcomes include transposed-face support in unpack_AB for blackhole broadcasts, enhanced test infrastructure with unified block size/number calculations and separate src_A/src_B formats, and foundational topK testing via Python/C++ kernel with configurable stability. Also removed noisy ReLU-discrepancy prints to improve test signal clarity. These efforts reduce test fragility, accelerate validation of new configurations, and strengthen overall reliability and business value.
January 2026 -- Focused updates to the tt-llk test suite including kernel refactor to support larger matrices and reliability improvements by skipping problematic input sizes and stabilizing test output.
January 2026 -- Focused updates to the tt-llk test suite including kernel refactor to support larger matrices and reliability improvements by skipping problematic input sizes and stabilizing test output.
December 2025: Implemented Packer Testing Framework Enhancements for tenstorrent/tt-llk to improve robustness and regression detection. Key work includes introducing PackGolden in golden_generators, expanding test coverage to support multiple input dimensions and a synchronization parameter, and adding a comprehensive ReLU testing sweep. Commits added support for more input dimensions, dst_sync handling, and negative value support for robust ReLU tests. These changes create a scalable, parameterizable testing pipeline that catches edge cases early and reduces post-release defects, while laying the groundwork for broader validation across multi-tile configurations.
December 2025: Implemented Packer Testing Framework Enhancements for tenstorrent/tt-llk to improve robustness and regression detection. Key work includes introducing PackGolden in golden_generators, expanding test coverage to support multiple input dimensions and a synchronization parameter, and adding a comprehensive ReLU testing sweep. Commits added support for more input dimensions, dst_sync handling, and negative value support for robust ReLU tests. These changes create a scalable, parameterizable testing pipeline that catches edge cases early and reduces post-release defects, while laying the groundwork for broader validation across multi-tile configurations.
Month 2025-11 — Delivered hardware-level JTAG support for the Blackhole architecture in UMD within tenstorrent/tt-umd, enabling initialization of a cluster with a single Blackhole card and increasing hardware configurability. Remote connection functionality remains unimplemented due to hardware testing constraints. Tests broadly pass with a noted exception (NOC1 jtag), establishing a solid integration baseline and a clear path for stabilization and future remote-management features.
Month 2025-11 — Delivered hardware-level JTAG support for the Blackhole architecture in UMD within tenstorrent/tt-umd, enabling initialization of a cluster with a single Blackhole card and increasing hardware configurability. Remote connection functionality remains unimplemented due to hardware testing constraints. Tests broadly pass with a noted exception (NOC1 jtag), establishing a solid integration baseline and a clear path for stabilization and future remote-management features.
October 2025 focused on hardening and unifying JTAG support across TT-UMD and TT-Exalens to accelerate hardware bring-up, improve reliability, and simplify maintenance. Key outcomes include advanced JTAG initialization with device selection, hardware hang detection, a remote communication reliability fix, UMD-driven JTAG library integration, and a unified JTAG/PCIe API across the ecosystem. These workstreams reduce manual debugging, minimize device misidentification, and improve test throughput.
October 2025 focused on hardening and unifying JTAG support across TT-UMD and TT-Exalens to accelerate hardware bring-up, improve reliability, and simplify maintenance. Key outcomes include advanced JTAG initialization with device selection, hardware hang detection, a remote communication reliability fix, UMD-driven JTAG library integration, and a unified JTAG/PCIe API across the ecosystem. These workstreams reduce manual debugging, minimize device misidentification, and improve test throughput.
September 2025 Monthly Summary: Key cross-repo delivery focused on expanding hardware interoperability, simplifying maintenance, and improving robustness of device management across TT-UMD and TT-Exalens. The work emphasizes business value through extended JTAG capabilities, broader communication options, and a streamlined build process with fewer private dependencies.
September 2025 Monthly Summary: Key cross-repo delivery focused on expanding hardware interoperability, simplifying maintenance, and improving robustness of device management across TT-UMD and TT-Exalens. The work emphasizes business value through extended JTAG capabilities, broader communication options, and a streamlined build process with fewer private dependencies.
August 2025 monthly summary focusing on JTAG interface modernization, Wormhole device support, and reliability improvements across tt-exalens and tt-umd. The work delivered aligned interfaces, expanded hardware interoperability, and strengthened testing, driving faster feature delivery and reduced maintenance costs.
August 2025 monthly summary focusing on JTAG interface modernization, Wormhole device support, and reliability improvements across tt-exalens and tt-umd. The work delivered aligned interfaces, expanded hardware interoperability, and strengthened testing, driving faster feature delivery and reduced maintenance costs.
July 2025 monthly summary for tenstorrent/tt-umd: Delivered PCI device diagnostics logging enhancement by introducing log_pci_device_summary in the Cluster class to capture PCI device details (KMD version and IOMMU state) during cluster construction, improving observability and diagnostics. The change is verifiable via the OpenChipsByPciId test and is anchored to commit 9860eb7cdf2297c7fec8d3f0a010abc52a69d5f2 ("Added PCI device info logs into cluster (#1105)").
July 2025 monthly summary for tenstorrent/tt-umd: Delivered PCI device diagnostics logging enhancement by introducing log_pci_device_summary in the Cluster class to capture PCI device details (KMD version and IOMMU state) during cluster construction, improving observability and diagnostics. The change is verifiable via the OpenChipsByPciId test and is anchored to commit 9860eb7cdf2297c7fec8d3f0a010abc52a69d5f2 ("Added PCI device info logs into cluster (#1105)").

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