
Aleksa Markovic contributed to the tenstorrent/tt-umd repository by developing and refining core system features over three months, focusing on telemetry, hardware interaction, and CI stability. He implemented a C++ formatter to standardize logging, enhanced telemetry collection through the FirmwareInfoProvider, and introduced Python bindings for firmware and hardware data access. Aleksa also improved resource utilization by supporting L2CPU core harvesting and strengthened system reliability by refining CI workflows and error handling. His work leveraged C++, Python, and YAML, demonstrating depth in system programming, embedded systems, and API design, resulting in more maintainable code and robust hardware-software integration.
March 2026 monthly summary focusing on topology discovery crash prevention and architecture compatibility in tt-umd; key achievements include implementing architecture-aware filtering and crash prevention for TopologyDiscovery on hosts with multiple architectures. No API changes introduced. Manual validation performed on sjc-lab-t7003. This work reduces runtime crashes, improves cluster stability, and lays groundwork for safe hetero deployments.
March 2026 monthly summary focusing on topology discovery crash prevention and architecture compatibility in tt-umd; key achievements include implementing architecture-aware filtering and crash prevention for TopologyDiscovery on hosts with multiple architectures. No API changes introduced. Manual validation performed on sjc-lab-t7003. This work reduces runtime crashes, improves cluster stability, and lays groundwork for safe hetero deployments.
February 2026 monthly summary: Delivered measurable improvements in CI reliability, topology discovery APIs, and code quality across the TT toolchain. Highlights include enhanced CI benchmarking in tt-umd, topology discovery and configuration improvements with logical IDs and cluster API exposure, and maintenance work that modernized versioning and logging. In tt-exalens, updated UMD dependency and serialization alignment to support new TopologyDiscoveryOptions. These changes accelerate feedback, improve device discovery accuracy, and reduce maintenance overhead for future migrations.
February 2026 monthly summary: Delivered measurable improvements in CI reliability, topology discovery APIs, and code quality across the TT toolchain. Highlights include enhanced CI benchmarking in tt-umd, topology discovery and configuration improvements with logical IDs and cluster API exposure, and maintenance work that modernized versioning and logging. In tt-exalens, updated UMD dependency and serialization alignment to support new TopologyDiscoveryOptions. These changes accelerate feedback, improve device discovery accuracy, and reduce maintenance overhead for future migrations.
January 2026 monthly summary focusing on reliability, telemetry coverage, topology consistency, and firmware-version management across tenstorrent repositories tt-umd and tt-exalens. The month delivered concrete tests, refactors, and stability fixes that collectively improve observability, device onboarding, and forecasting capabilities for production deployments. Key features delivered: - ARC telemetry testing: Added Remote ARC telemetry tests (TestTelemetry.RemoteTelemetry) to improve telemetry coverage, with CI validation. - TTDevice-based TopologyDiscovery: Initial integration to replace Chip references with TTDevice for consistency and maintainability; CI validation and cluster descriptor checks performed. - ETH firmware version management enhancements: Upgraded UMD to 0.8.6 enabling ETH firmware version prediction and opted-in behavior; established ETH FW version from ARC telemetry to improve reliability of topology/firmware decisions. - Telemetry-driven and config-driven version control: Added option to make ETH FW version prediction optional to accommodate environments where prediction is not desired. Major bugs fixed: - TTDevice initialization robustness: Initialize communication_device_type to UNDEFINED to prevent undefined behavior. - ApiSimulationSysmemManager stability: Fixed segfault caused by null/invalid access path. - verify_eth_core_fw_version: Fixed build issue related to topology discovery wiring. - FirmwareInfoProvider: Corrected interpretation of Ethereum/WH firmware versions derived from telemetry. Overall impact and accomplishments: - Increased reliability of device topology discovery and onboarding via TTDevice, reducing mean time to valid device state. - Improved forewarning and forecast accuracy for firmware updates through telemetry-backed versioning. - Reduced instability from initialization and memory access issues, contributing to smoother CI and production runs. Technologies/skills demonstrated: - C++/CI workflows, TTDevice and TopologyDiscovery architectural changes, telemetry integration, version handling, and robust error handling. - Strong emphasis on test coverage, CI validation, and backward-compatible refactors with controlled feature toggles.
January 2026 monthly summary focusing on reliability, telemetry coverage, topology consistency, and firmware-version management across tenstorrent repositories tt-umd and tt-exalens. The month delivered concrete tests, refactors, and stability fixes that collectively improve observability, device onboarding, and forecasting capabilities for production deployments. Key features delivered: - ARC telemetry testing: Added Remote ARC telemetry tests (TestTelemetry.RemoteTelemetry) to improve telemetry coverage, with CI validation. - TTDevice-based TopologyDiscovery: Initial integration to replace Chip references with TTDevice for consistency and maintainability; CI validation and cluster descriptor checks performed. - ETH firmware version management enhancements: Upgraded UMD to 0.8.6 enabling ETH firmware version prediction and opted-in behavior; established ETH FW version from ARC telemetry to improve reliability of topology/firmware decisions. - Telemetry-driven and config-driven version control: Added option to make ETH FW version prediction optional to accommodate environments where prediction is not desired. Major bugs fixed: - TTDevice initialization robustness: Initialize communication_device_type to UNDEFINED to prevent undefined behavior. - ApiSimulationSysmemManager stability: Fixed segfault caused by null/invalid access path. - verify_eth_core_fw_version: Fixed build issue related to topology discovery wiring. - FirmwareInfoProvider: Corrected interpretation of Ethereum/WH firmware versions derived from telemetry. Overall impact and accomplishments: - Increased reliability of device topology discovery and onboarding via TTDevice, reducing mean time to valid device state. - Improved forewarning and forecast accuracy for firmware updates through telemetry-backed versioning. - Reduced instability from initialization and memory access issues, contributing to smoother CI and production runs. Technologies/skills demonstrated: - C++/CI workflows, TTDevice and TopologyDiscovery architectural changes, telemetry integration, version handling, and robust error handling. - Strong emphasis on test coverage, CI validation, and backward-compatible refactors with controlled feature toggles.
December 2025 (tt-umd): Delivered security-hardening for topology discovery, firmware compatibility mappings, a critical remote-ID bug fix, and maintainability improvements. These changes strengthen firmware integrity checks, simplify upgrades/downgrades with CMFW bundles, improve topology reporting reliability, and enhance testability and code quality with CI-tested changes.
December 2025 (tt-umd): Delivered security-hardening for topology discovery, firmware compatibility mappings, a critical remote-ID bug fix, and maintainability improvements. These changes strengthen firmware integrity checks, simplify upgrades/downgrades with CMFW bundles, improve topology reporting reliability, and enhance testability and code quality with CI-tested changes.
November 2025: Delivered core reliability and performance improvements across the tt-umd and tt-exalens workstreams. Consolidated firmware version handling and ETH firmware version mapping within TopologyDiscovery, aligning with FW bundles to remove hacks and enhance reliability. Introduced environment-based device targeting via TT_VISIBLE_DEVICES, replacing deprecated PCIe targeting options. Implemented robust ETH connectivity checks to tolerate corrupted firmware by logging warnings and restricting reads to verified cores. Added DRAM core channel filtering for precise core selection in multi-NOC setups and optimized Lite Fabric loading to run only on externally connected boards with an added timeout for state transitions. Progressed code quality and diagnostics with enhanced logging, memory management fixes, and consistency improvements, contributing to cleaner CI signals and easier long-term maintenance.
November 2025: Delivered core reliability and performance improvements across the tt-umd and tt-exalens workstreams. Consolidated firmware version handling and ETH firmware version mapping within TopologyDiscovery, aligning with FW bundles to remove hacks and enhance reliability. Introduced environment-based device targeting via TT_VISIBLE_DEVICES, replacing deprecated PCIe targeting options. Implemented robust ETH connectivity checks to tolerate corrupted firmware by logging warnings and restricting reads to verified cores. Added DRAM core channel filtering for precise core selection in multi-NOC setups and optimized Lite Fabric loading to run only on externally connected boards with an added timeout for state transitions. Progressed code quality and diagnostics with enhanced logging, memory management fixes, and consistency improvements, contributing to cleaner CI signals and easier long-term maintenance.
October 2025 performance summary for tenstorrent/tt-umd: Delivered telemetry-enabled FirmwareInfoProvider with Python bindings; refined TopologyDiscovery for accurate hardware mapping and firmware version enforcement; fixed Galaxy coordinate test alignment; and improved CI reliability through internal cleanup and standardization. This work adds tangible business value by enabling deeper telemetry, easier tooling via Python, robust hardware topology validation, and a more stable CI pipeline.
October 2025 performance summary for tenstorrent/tt-umd: Delivered telemetry-enabled FirmwareInfoProvider with Python bindings; refined TopologyDiscovery for accurate hardware mapping and firmware version enforcement; fixed Galaxy coordinate test alignment; and improved CI reliability through internal cleanup and standardization. This work adds tangible business value by enabling deeper telemetry, easier tooling via Python, robust hardware topology validation, and a more stable CI pipeline.
September 2025 performance snapshot for tenstorrent/tt-umd focused on reliability, maintainability, and observability, delivering core features that optimize resource usage and monitoring while stabilizing CI and training workflows.
September 2025 performance snapshot for tenstorrent/tt-umd focused on reliability, maintainability, and observability, delivering core features that optimize resource usage and monitoring while stabilizing CI and training workflows.
August 2025 monthly summary for tenstorrent/tt-umd: Implemented a C++ formatter for eth_coord_t and refactored logging usage to improve readability and maintainability. Commit: 8cafa0ad8fb84b6f70d07989d34134de4493c9b0 (#1225).
August 2025 monthly summary for tenstorrent/tt-umd: Implemented a C++ formatter for eth_coord_t and refactored logging usage to improve readability and maintainability. Commit: 8cafa0ad8fb84b6f70d07989d34134de4493c9b0 (#1225).

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