- ASWIN
- Software Engineer
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Profile
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Software engineer working close to the metal on next-generation AI accelerator hardware. I build and optimize low-level compute kernels, profile and benchmark tensor operations, and hunt bottlenecks across the stack to drive device throughput — and own end-to-end model tracing and validation plus the tooling and infrastructure around it.
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Software engineer working close to the metal on next-generation AI accelerator hardware. I build and optimize low-level compute kernels, profile and benchmark tensor operations, and hunt bottlenecks across the stack to drive device throughput — and own end-to-end model tracing and validation plus the tooling and infrastructure around it.
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Experience
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Experience
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- Software Engineer
- Jun 2023 – Present
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Software EngineerJun 2023 – Present
MulticoreWare Pvt Ltd · Chennai, India
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- Software engineering for a leading AI silicon company’s accelerator stack — developing and optimizing the software that runs on next-generation AI chips.
- Work as part of an element-wise operations team — contributing kernel development, code review, and CI health for unary/binary element-wise ops.
- Author and optimize low-level compute kernels with broad data-type coverage (fp32, bf16, int32, uint8/16/32) and hardware-specific instruction-level work verified against ISA documentation.
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- Industrial Project Engineer
- Jun 2022 – May 2023
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Industrial Project EngineerJun 2022 – May 2023
Lenovo Pvt Ltd · Pondicherry, India
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- Developed and maintained a smart attendance system using face-recognition technology with database integration.
- Built an ESD tester with database-backed logging for real-time test workflows.
- Worked on computer-vision algorithms, biometric authentication, and real-time data processing.
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Projects
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ttperf — AI-Accelerator Performance Profiler
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CLI tool that profiles AI-accelerator compute tests and extracts device kernel performance metrics. Wraps the device profiler with pytest, parses result CSVs, and reports total kernel duration. Published on PyPI.
Python · pytest · PyPI —
ttperf.aswincloud.com
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Eltwise Performance Tracker
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Day-by-day performance monitoring for element-wise operations on AI-accelerator hardware — tracks kernel-timing trends across dates, correlates regressions to git commits, and sends automated alerts on >20% changes.
ttnn-eltwise-performance.aswincloud.com
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Academic Projects — B.Tech ECE
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Embedded & hardware builds: DDS-based portable function generator (up to 12 MHz), Arduino-based portable oscilloscope, 0–30 V / 0–2 A regulated power supply, and a non-contact AC/DC line tester.
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Projects
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ttperf — AI-Accelerator Performance Profiler
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CLI tool that profiles AI-accelerator compute tests and extracts device kernel performance metrics. Wraps the device profiler with pytest, parses result CSVs, and reports total kernel duration. Published on PyPI.
Python · pytest · PyPI —
ttperf.aswincloud.com
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Skills
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Languages
PythonC++CJavaSQL
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Performance
Profiling, benchmarking, kernel optimization, bottleneck analysis, low-level compute kernels
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AI Hardware
AI-accelerator software stacks, compute-kernel development
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Tooling
GitGitHub ActionspytestPyPIprofilers
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Cloud / Infra
Cloudflare — hosting, Tunnels, Zero Trust / Access auth; self-hosted services
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Other
PCB design, Linux & shell scripting
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Eltwise Performance Tracker
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Day-by-day performance monitoring for element-wise operations on AI-accelerator hardware — tracks kernel-timing trends across dates, correlates regressions to git commits, and sends automated alerts on >20% changes.
ttnn-eltwise-performance.aswincloud.com
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Education
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B.Tech, Electronics & Communication Engineering
Sri Manakula Vinayagar Engineering College, Puducherry
2019 – 2023 • CGPA 8.5 / 10
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Academic Projects — B.Tech ECE
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Embedded & hardware builds: DDS-based portable function generator (up to 12 MHz), Arduino-based portable oscilloscope, 0–30 V / 0–2 A regulated power supply, and a non-contact AC/DC line tester.
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Certifications
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SkillRack — 300+ problem-solving medals in C & Java
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Python for Data Science — NPTEL
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Great Learning — C, Java, OS & Memory Management
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TCS iON — Career Edge