White Papers and Insights
Explore our technical white papers to see how we've applied AI to optimize operations — driving innovation that's shaping the future of commerce.
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Asveth Vijayakumar
AI Intern
Enterprise Knowledge Chat System: A Hybrid AI Architecture for Multi-Repository Code Intelligence
Large enterprises often manage hundreds of code repositories, making knowledge fragmented and hard to access. This whitepaper introduces a hybrid AI system that unifies semantic search, a lightweight knowledge graph, and fast symbol lookup to deliver accurate, explainable, enterprise-wide code intelligence. The result: faster answers, clearer context, and audit-ready insights that scale across products and teams.
Download the whitepaper to see how Threecolts is rethinking enterprise code search and conversational intelligence.
Qazi Saad
Senior Data Scientist
Database Context Engineering: Beyond Agentic RAG
Data teams lose days building context before they can even write a correct SQL query. This paper shows how profiling tables, intelligent sampling, LLM-generated multi-aspect summaries, and guardrails turn Agentic RAG into a context-engineered system. The result: fewer hallucinations, clearer table choice, auditable queries — and cycle time cut from ~2 days to ~5 minutes per metric, with accuracy improving from ~40% to ~75%.
Download the whitepaper to see how Threecolts is transforming database discovery and query generation at scale.