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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.

Dive in.

Asveth Vijayakumar

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.

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Qazi Saad

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.

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