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QWED-AI
Data Scientist
June 21, 2026 – Present
qwed-learning
January 5, 2026 – Present
🎓 Free course on deterministic AI verification and AISecOps. Learn fail-closed AI architecture, formal verification, audit integrity, MCP security, and trust-boundary engineering with QWED-AI.
View Projectqwed-verification
December 13, 2025 – Present
AISecOps (AI Security Operations) framework for deterministic verification of AI systems. QWED verifies LLM outputs using math, logic, and symbolic execution — creating an auditable trust boundary for agentic AI systems. Not generation. Verification.
View Projectlearn-llm-from-scratch
October 18, 2025 – December 19, 2025
Build and train a 124M parameter language model in one day. Complete tutorial from architecture to text generation.
View ProjectCultural Fit Analysis
The candidate's projects are heavily focused on personal initiatives and a single company (QWED-AI), which they founded. This indicates a strong entrepreneurial spirit and deep specialization in AI verification. However, the lack of diverse team projects or varied industry experience might suggest a need to assess adaptability and collaboration in a larger organizational setting. The target role is 'Data Scientist', and while the projects are AI-centric, the specific focus on 'verification' rather than broad data science applications (e.g., statistical modeling, predictive analytics, data engineering) might require a closer look at alignment with typical Data Scientist responsibilities.
Soft Skills & Operational Fit
Insufficient data to assess soft skills or operational fit. The candidate's project descriptions suggest a strong drive for learning and building, which could indicate self-motivation and initiative.