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Academic Tool — n8n • Claude Code Pro • Tavily • Pinecone

Thesis Analyzer
Situation

Academic thesis writing involves verifying dozens of cited sources, identifying methodological inconsistencies, and validating arguments against a body of scientific literature — a process that typically takes weeks and is prone to oversight.

Task

Build an AI research assistant capable of performing deep, multi-source academic analysis: detecting inconsistencies, validating citations against real literature, and delivering structured critical assessments — faster and more systematically than any manual review.

Action

Engineered a multi-agent AI pipeline leveraging K-Dense (GitHub) domain-specific scientific libraries across disciplines. Implemented a five-level verification chain where each AI agent cross-checks the thesis against referenced literature, real-world data, and academic standards. The system supports IRL data ingestion and outputs structured critique per argument.

Result

Produced a production-ready academic analysis tool that delivers comprehensive critical assessments in minutes. The five-layer verification model surfaces citation mismatches and logical inconsistencies that traditional review misses — providing academic-grade precision at a fraction of the time cost.

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