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Manu Nicholas Jacob
developerHardware Engineer @ Dell (Systems Dev / Root-Cause). Edge-AI & computer-architecture research: roofline, memory-wall & thermal on ARM edge.
Public projects
llama-roofline
Is your llama.cpp decode memory-bandwidth-bound? Find out in one command.
Pythonbenchmarkcomputer-architectureedge-ai
thermal-aware-anytime-inference
Operating-regime study of thermal-aware anytime (early-exit) inference on a Raspberry Pi 5: when early-exit selection controls temperature, and when it does not.
Pythonanytime-inferencearm-cortex-a76early-exit
rpi5-quantization-benchmark
INT8 inference measurements on Arm Cortex-A76 (Raspberry Pi 5). Note: the original export-format attribution is superseded; see the notice at the top of the README.
Pythonarmbenchmarkingedge-ai
barrier-spin-crossover
Measured throughput and energy cost of thread-barrier spin-wait thresholds in CPU LLM inference, on Cortex-A76 and on a hybrid Alder Lake part.
Pythonalder-lakearm-cortex-a76benchmarking
qgemv-roofline
A quantized GEMV kernel ladder measured against its own bandwidth roof. 12 CUDA kernels plus Triton for batch-1 LLM decode over ggml q8_0/q4_0, measured on 5 NVIDIA GPUs from sm_60 to sm_89.
Jupyter Notebookcudaggmlgpu
pi5-thermal-proxy
Software-only thermal proxy for edge AI inference on Raspberry Pi 5: a cross-validated CPU-temperature coupling law + open 13-hour telemetry dataset (under review at IEEE ESL)
Pythondatasetedge-aiperformance-engineering
Likely stack
LlamaSupabasePyTorchReact
