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Zero IT experience to SOTA in 4.5 months via Claude CLI
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Assessing your cultural and operational fit
seer
December 12, 2025 – December 12, 2025
Market opportunity detection tool for indie developers
View ProjectVAC-Memory-System
November 22, 2025 – December 9, 2025
From cell-tower climber & handyman to AI Architect in 4.5 months via Claude CLI. Built VAC Memory System: SOTA RAG (80.1% LoCoMo) on gpt-4o-mini. Proprietary MCA ranking, <$0.10/M cost, 100% isolation. Open to partnerships.
View ProjectCultural Fit Analysis
The candidate's personal projects, especially 'VAC-Memory-System' and 'seer', demonstrate a strong drive for innovation and problem-solving. The 'VAC-Memory-System' project, in particular, highlights an entrepreneurial spirit and a focus on cutting-edge AI/RAG technologies. The 'seer' project aligns well with product development for indie developers, showing an understanding of market needs. While the target role is Frontend Developer, the projects show a breadth of interest beyond pure frontend, which could be a cultural fit for organizations valuing versatile engineers. The lack of formal experience or education makes it harder to assess traditional cultural fit aspects like collaboration within a structured team.
Soft Skills & Operational Fit
The candidate's project descriptions suggest a proactive and innovative mindset, particularly with the 'VAC-Memory-System' project. However, without psychometric test results or interview data, it is difficult to assess specific soft skills like teamwork, stress handling, or communication clarity in a professional setting.