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Systems Architect | AI/ML Engineer | ML R&D & Innovation | Founder & Chief Architect, ByteStack Labs
AI is analyzing your overall score…
Identifying your key strengths…
Evaluating your skill match against the job requirements…
Assessing your cultural and operational fit
https://bytestacklabs.com/
Data Scientist
June 28, 2026 – Present
jetson-orin-matmul-analysis
October 14, 2025 – Present
CUDA matrix multiplication benchmarking on Jetson Orin Nano. Four implementations, three power modes, five matrix sizes. 99.5% mathematical validation. C++/CUDA and Python.
View Projectai-agents-reality-check
August 7, 2025 – Present
Benchmarking the gap between AI agent hype and architecture. Three agent archetypes, 73-point performance spread, stress testing, network resilience, and ensemble coordination analysis with statistical validation.
View Projectgitvoyant
July 11, 2025 – Present
Temporal Code Intelligence platform. Time-series complexity analysis across Python, JavaScript, Java, and Go. Linear regression trend detection, cyclomatic complexity tracking, confidence scoring, and predictive decay forecasting.
View Projectunsloth-llama3-alpaca-lora
July 9, 2025 – Present
Custom model training using modern architectures. 4-bit QLoRA fine-tuning pipeline for LLaMA 3 8B with production-grade optimization. Memory-efficient training on consumer GPUs. Published adapter on HuggingFace. From training pipeline to deployed model.
View ProjectCultural Fit Analysis
The candidate's projects are primarily personal and highly technical, demonstrating a strong drive for independent research and development. The current role as 'Data Scientist' aligns with the target role. However, the lack of team-based projects or collaborative experience in the provided data makes it difficult to fully assess cultural fit for a collaborative team environment.
Soft Skills & Operational Fit
Insufficient data to assess soft skills or operational fit. The candidate's project descriptions indicate a strong technical focus and ability to execute complex projects independently.