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AI Systems Architect LLM Infrastructure • Distributed AI Systems 🌐 https://nextgen-labs.net
AI is analyzing your overall score…
Identifying your key strengths…
Evaluating your skill match against the job requirements…
Assessing your cultural and operational fit
diffusers-rocm-parallel
April 18, 2026 – Present
Multi-GPU tensor/context parallel diffusion on AMD ROCm — with the patch that makes it actually work.
View Projectflux-amd-rocm
April 18, 2026 – Present
FLUX.1-dev on AMD Radeon consumer GPUs — fast, low-VRAM, and shippable. Backport patches + benchmarks for torchao + diffusers group_offload on ROCm.
View Projectcamus-theory
April 11, 2026 – Present
The CAMUS Theory: Emergent Temporal Cognition in Language Models — DOI: 10.5281/zenodo.19509846
View Projectosint-platform
March 31, 2026 – Present
Open-source intelligence platform — Palantir Gotham alternative. 6-level source integration, ontology graph, real-time threat analysis.
View Projectinfrastructure-scripts
March 31, 2026 – Present
Production infrastructure scripts — ROCm setup, multi-GPU config, server hardening, LLM deployment automation
View Projectdev-automation
March 31, 2026 – Present
Developer automation tools — AI-assisted workflows, code review, deployment pipelines, offensive security automation
View ProjectBittensor-rocm
April 25, 2025 – May 17, 2025
ROCm-compatible fork of Bittensor – Full PyTorch 2.4 ROCm support – Wallet, Metagraph, Dendrite fully working.
View Projectpy-supervise
December 25, 2024 – December 25, 2024
PySupervise is a lightweight backend built with FastAPI for real-time task monitoring and resource tracking. It features Server-Sent Events (SSE) to provide live updates on CPU, memory, and GPU usage, along with task execution and status monitoring.
View Projectseed_tester
December 25, 2024 – December 25, 2024
Seed Tester is an open-source statistical analysis tool designed to evaluate the quality of random number generators (RNG)
View ProjectCultural Fit Analysis
The candidate's project portfolio is heavily skewed towards backend, AI/ML, system-level programming, and infrastructure, with technologies like Python, Rust, C++, ROCm, and LLMs. While there is mention of JavaScript and CSS in one project ('seed_tester') and HTML in another ('Dev-next-gen'), the overall focus is not aligned with a dedicated Frontend Developer role. The depth and complexity of the backend/AI projects suggest a strong technical individual, but the lack of dedicated frontend projects (e.g., React, Angular, Vue, advanced UI/UX, state management in frontend) indicates a significant mismatch for a Frontend Developer position. The candidate appears to be more suited for a backend, AI/ML, or systems engineering role.
Soft Skills & Operational Fit
The candidate's extensive personal projects, particularly those involving complex system-level work and AI/ML, suggest strong problem-solving skills, initiative, and a drive for continuous learning. The descriptions imply a detail-oriented approach and the ability to tackle challenging technical problems independently. However, without formal work experience or specific team-based project descriptions, it's difficult to assess direct team collaboration or communication skills in a professional setting.